{
  "@context": "https://schema.org",
  "@type": "Dataset",
  "name": "The Field Guide to Psychological Safety — knowledge graph",
  "url": "https://explore.psychsafety.com",
  "description": "Full node-and-edge structure of the psychsafety.com knowledge map: articles, scholarly papers, and the conceptual relationships between them.",
  "generated": "2026-07-17T19:23:35.699Z",
  "counts": {
    "articleNodes": 315,
    "paperNodes": 214,
    "articleEdges": 1071,
    "paperEdges": 866,
    "crossEdges": 820
  },
  "taxonomy": {
    "articleThemes": [
      {
        "id": "history",
        "label": "History & Foundations",
        "description": "This theme traces the long organisational and intellectual history that shaped how we think about safety, voice, and trust at work — from early industrial management through the human relations movement to contemporary practice. Understanding where these ideas came from helps explain why they look the way they do today."
      },
      {
        "id": "voice",
        "label": "Voice & Silence",
        "description": "This theme examines the conditions under which people share questions, concerns, ideas, and dissent (verbally or otherwise) and the structural and relational forces that suppress or enable them."
      },
      {
        "id": "power",
        "label": "Power",
        "description": "Power, in its various forms, is at the core of psychological safety practice. This theme interrogates how power gradients shape who gets to feel safe, whose voice is heard, and whose discomfort gets named as a problem worth solving."
      },
      {
        "id": "safety",
        "label": "Safety & Human Error",
        "description": "This theme covers the safety science literature — human error typologies, normal accidents, resilience engineering, just culture, HOP — and what it tells us about why things go wrong and how psychological safety shapes whether those signals reach the people who could act on them."
      },
      {
        "id": "ecological",
        "label": "Ecological Thinking",
        "description": "This theme applies ecological thinking — systems, resilience, adaptation, disturbance, emergence — to organisational life and psychological safety. Drawing on ecology, it treats complexity as a feature of the terrain, not a problem to be engineered away."
      },
      {
        "id": "complexity",
        "label": "Complexity & Systems",
        "description": "This theme engages with complexity theory, Cynefin, and related frameworks to examine why psychological safety is hard to measure, hard to mandate, and hard to sustain — and what that means for practitioners who work in conditions of irreducible uncertainty."
      },
      {
        "id": "equity",
        "label": "Politics, Diversity & Equity",
        "description": "Psychological safety is not distributed equally. This theme addresses how race, gender, neurodiversity, class, and other dimensions of identity shape the experience of psychological safety — and challenges approaches that treat equity as an add-on rather than a foundation."
      },
      {
        "id": "practice",
        "label": "Interpersonal Practice",
        "description": "This theme covers tools, approaches, and frameworks for practitioners — as thoughtful responses and interventions that acknowledge the real complexity of organisational life. Includes critical reflections on what works well, or not so well, in different contexts."
      },
      {
        "id": "org-design",
        "label": "Organisational Design",
        "description": "This theme examines how organisational design — governance, hierarchy, roles, processes, incentives — creates or forecloses the conditions for safety and voice. Individual behaviour cannot compensate for systems that work against it."
      },
      {
        "id": "models",
        "label": "Models & Critique",
        "description": "Frameworks for understanding psychological safety and other phenomena — their assumptions, their uses, and their limits. This theme also examines the dominant models in the PS field (Edmondson, Clark, and others), where they help, and where they hinder."
      },
      {
        "id": "measurement",
        "label": "Measurement",
        "description": "How do you measure something as complex, contextual and relational as psychological safety? This theme examines survey instruments, research methodology, and the political economy of measurement — including the ways that what gets measured shapes what gets valued, and what gets ignored."
      },
      {
        "id": "individual",
        "label": "Individual & Wellbeing",
        "description": "The experience of psychological safety from the inside. This theme attends to the subjective, embodied, and relational dimensions of feeling safe — or unsafe — at work. Includes work on identity, emotion, neurodiversity, and the inner calculus of deciding whether to speak."
      },
      {
        "id": "stories",
        "label": "Stories & Cases",
        "description": "This theme collects case studies, narratives, and illustrations that make abstract ideas concrete — drawing on real organisational situations, historical cases, and worked examples to show what psychological safety looks like when it meets the real world."
      }
    ],
    "paperTopics": [
      {
        "id": "foundations",
        "label": "Origins",
        "description": "The origins of psychological safety itself: the papers that defined, established and consolidated the construct."
      },
      {
        "id": "voice-silence",
        "label": "Voice & Silence",
        "description": "Employee voice, speaking up, silence, and the mechanisms and barriers to organisational voice."
      },
      {
        "id": "safety-error",
        "label": "Safety & Error",
        "description": "Safety science, human error, incident investigation, just culture, and blame."
      },
      {
        "id": "team-learning",
        "label": "Team Learning",
        "description": "Team and organisational learning — exploration, exploitation, and learning behaviour."
      },
      {
        "id": "power-equity",
        "label": "Power & Equity",
        "description": "Status, hierarchy, gender, socioeconomic gradients, and intersectionality in organisational contexts."
      },
      {
        "id": "trust-interpersonal",
        "label": "Trust & Interpersonal",
        "description": "Trust, relational dynamics, affect, and the interpersonal conditions for safety and voice."
      },
      {
        "id": "culture-context",
        "label": "Culture & Context",
        "description": "Cultural dimensions, cross-cultural variation, and contextual factors shaping PS and voice."
      },
      {
        "id": "measurement-method",
        "label": "Measurement & Method",
        "description": "Scale development, research methodology, and epistemological foundations for PS research."
      },
      {
        "id": "critique",
        "label": "Critique & Boundary",
        "description": "Papers that complicate, limit, or push back against mainstream PS claims."
      },
      {
        "id": "ecological-commons",
        "label": "Ecological & Commons",
        "description": "Organisational ecology, commons governance, and social-ecological systems — shared resources a group collectively sustains, and the ecological framing of psychological safety as substrate rather than programme."
      },
      {
        "id": "complexity",
        "label": "Complexity & Systems",
        "description": "Complex adaptive systems, systems thinking, interactive complexity, and emergence — how safety and failure arise from the structure of interactions rather than from single causes."
      }
    ],
    "paperTypes": [
      {
        "id": "primary",
        "label": "Primary Research",
        "description": "Original empirical studies with primary data collection — surveys, experiments, field studies, observations."
      },
      {
        "id": "review",
        "label": "Review & Meta-analysis",
        "description": "Systematic reviews, narrative reviews, and meta-analyses synthesising findings across the literature."
      },
      {
        "id": "theoretical",
        "label": "Theoretical",
        "description": "Conceptual and framework papers that develop theory without primary empirical data."
      },
      {
        "id": "case-study",
        "label": "Case Study",
        "description": "Documented real incidents or cases from which lessons are drawn."
      },
      {
        "id": "methodological",
        "label": "Methodological",
        "description": "Papers primarily concerned with research methods or measurement."
      },
      {
        "id": "commentary",
        "label": "Commentary",
        "description": "Position pieces, opinion papers, and institutional briefing documents."
      }
    ]
  },
  "nodes": [
    {
      "id": "core-principles",
      "kind": "article",
      "title": "Core Principles",
      "url": "https://psychsafety.com/our-core-principles/",
      "page": "https://explore.psychsafety.com/?node=core-principles",
      "author": "Tom Geraghty & Jade Garratt",
      "themes": [
        "history",
        "power",
        "equity",
        "ecological"
      ],
      "weight": 10,
      "date": "2025-05-19",
      "summary": "Ten foundational commitments that frame psychological safety as an emergent property of conditions — not a programme, a metric, or an individual attribute — shaped primarily by structural power, collective responses, and the substrate of norms and history that precede any interaction. Because the costs of speaking up fall disproportionately on those with least power, PS is treated first as a matter of equity and rights, not performance optimisation; the work is ecological, about changing the conditions for safety to emerge rather than exhorting people to speak up, and it is never finished. The ten: (1) fostering PS is the right thing to do, and the moral case is primary while the performance case is complementary; (2) power and its unequal distribution is at the heart of the work; (3) the cost of speaking up is not equally shared, and average scores hide the least-safe outliers who matter most (the bridge nine people cross safely but one falls off is not a safe bridge); (4) PS is different for everyone, with no single expression; (5) there is no such thing as too much PS — the question to ask of any proposal to limit it is 'who exactly do we want to feel less safe?'; (6) how we respond shapes what follows (the observer effect), and repair is itself the work; (7) we change the environment and support the people, together; (8) we all hold responsibility, though leaders carry extra weight; (9) evidence includes experience, held alongside peer-reviewed research not beneath it; (10) PS is always in flux, built incrementally, eroded by careless interactions, and sustained only by continuous attention and repair.",
      "keywords": [
        "core",
        "principles",
        "history",
        "origins",
        "history of psychological safety",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "equity",
        "inclusion"
      ]
    },
    {
      "id": "what-is-ps",
      "kind": "article",
      "title": "What is PS?",
      "url": "https://psychsafety.com/about-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=what-is-ps",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "models"
      ],
      "weight": 9,
      "date": "2010-08-16",
      "summary": "The foundational definition, building on Edmondson's 1999 formulation: psychological safety is an emergent property of a group, not a personality trait, a vibe, or a management technique. When a group has it, people can reasonably predict that others will react positively when they speak up, ask for help, admit a mistake, or challenge an idea — and that positive predictability is what makes the risk feel worth taking. Ambiguity about norms, expectations or purpose is one of the most reliable ways to silence people. Traces the convergent history (Rogers in the 1950s, Schein and Bennis in the 1960s, Kahn in 1990, alongside aviation human factors, Deming's 'drive out fear', and Toyota's Andon Cord) to argue there is far more evidence about what works than a casual reading suggests. Clarifies what PS is not: not comfort, not niceness, not the absence of accountability, and not something leaders simply bestow from above (the leader-centric framing is a subtle version of the problem it claims to solve). Sets out the two-gate model of silence — ambiguity failure (people can't read whether raising something is appropriate) and valence failure (people see the problem clearly but the personal cost feels too high) — and shows how steep power gradients drive the second. Covers the benefits (faster learning, fewer and better-caught errors, retention), the least-safe-person principle, the relationship with accountability and just culture, Clark's four-stage model, Westrum's typologies, the work-as-imagined vs work-as-done gap, and the cautions around measurement.",
      "keywords": [
        "history",
        "origins",
        "history of psychological safety",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "calculus",
      "kind": "article",
      "title": "Calculus of Voice",
      "url": "https://psychsafety.com/the-calculus-of-voice/",
      "page": "https://explore.psychsafety.com/?node=calculus",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "power",
        "individual"
      ],
      "weight": 9,
      "date": "2026-04-23",
      "summary": "The mechanism beneath psychological safety: before every act of voice a rapid, usually unconscious risk assessment runs — what Detert and Burris (2007), building on Ashford et al., called an 'affect-laden expectancy-like calculus'. Kish-Gephart, Detert, Treviño and Edmondson (2009) reserve 'calculus' for only the slow, weighed version of this and treat fast, automatic silence as a separate freeze response outside it; this piece pushes back — a computation doesn't stop being a computation for running too fast to notice, any more than stepping over a kerb stops being your body computing trajectory and clearance — and reads their four-part typology (freeze, fast schema-match, slow deliberation, habituated automaticity) as four speeds and routes the calculus can take rather than four alternatives to it. We weigh the potential costs of speaking up (lost status, exclusion, embarrassment, punishment, more work) against the potential benefits, and lean toward silence when the costs win. The inputs vary enormously between people: cultural and religious background shapes what counts as acceptable challenge and who it's acceptable to challenge; neurodivergence affects how social signals and ambiguity are processed; socioeconomic history leaves an imprint on who we learned gets to speak. Past experience forms the dataset — two people can run the same calculation on very different data. Crucially the calculus produces four outputs, not two: speaking fully, silence, softening (the common, under-discussed middle — phrasing as a question, hedging, mitigating, as in PACE), and outright changing the message to please or appease. Local rationality reframes silence and softening as sensible given a person's goals, knowledge and reading of the situation — so blaming individuals for behaving as the system encouraged is the wrong diagnosis. The mechanism is psychological and internal, but the conditions that load it are social and structural: the work is to reduce the costs of speaking up and increase the benefits, while supporting those who must navigate the conditions in the meantime. Voice here means any intentional act of communication, not just spoken words — narrowing it to speech excludes exactly those who most need to be heard.",
      "keywords": [
        "calculus",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "individual"
      ]
    },
    {
      "id": "history",
      "kind": "article",
      "title": "History of PS",
      "url": "https://psychsafety.com/the-history-of-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=history",
      "author": "Tom Geraghty",
      "themes": [
        "history"
      ],
      "weight": 7,
      "date": "2025-01-10",
      "summary": "Full genealogy of psychological safety from Rogers 1954 through Schein and Bennis, Kahn, Edmondson, and Project Aristotle to ISO 45003. Shows the concept's roots in humanistic psychology and its gradual migration into organisational dynamics.",
      "keywords": [
        "history",
        "origins",
        "history of psychological safety"
      ]
    },
    {
      "id": "political",
      "kind": "article",
      "title": "PS is Political",
      "url": "https://psychsafety.com/psychological-safety-is-political/",
      "page": "https://explore.psychsafety.com/?node=political",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "equity"
      ],
      "weight": 8,
      "date": "2024-03-28",
      "summary": "A direct argument against the claim that psychological safety can be kept separate from politics. At its broadest, politics is how people in groups make decisions, so it is at play in everything we do in teams, organisations and society — nothing is out of scope. To have the privilege of moving through the world without thinking about politics probably means politics is working perfectly for you, which is not the case for many. The piece works through a series of real-world scenarios: the nurse who hides an error after watching colleagues lose their jobs for honesty; the lawyer travelling out of state for reproductive healthcare while afraid to ask for time off; the autistic manager called a 'snowflake' for requesting accommodations; the immigrant worker whose visa depends on their job playing it safe; the Black team leader told to 'soften her language' wondering whether to speak at all. Each shows political choices — to prosecute healthcare workers for mistakes, to provide minimal parental leave, to demonise overseas workers, to remove reproductive healthcare, to cut school funding — landing materially in the workplace and shaping the perceived safety of interpersonal risk. The workplace doesn't exist outside society. Practitioners working in the real world cannot disregard these situations as 'too political' to count as psychological safety; doing so is neither useful nor moral. At minimum we can acknowledge them and give people space to talk about how they're affected — and some of the work of making things safer, more equitable and higher performing may itself involve getting political.",
      "keywords": [
        "political",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "power-types",
      "kind": "article",
      "title": "Typologies of Power",
      "url": "https://psychsafety.com/typologies-of-power/",
      "page": "https://explore.psychsafety.com/?node=power-types",
      "author": "Tom Geraghty",
      "themes": [
        "power"
      ],
      "weight": 8,
      "date": "2024-12-06",
      "summary": "Steep power gradients are framed here as the single biggest inhibitor of psychological safety, and addressing them as one of the first things to do to improve it. The gradient goes by many names across fields — power differential, authority gradient, cross-cockpit authority gradient, power distance, status asymmetry. The article sets out four accessible, actionable categories of power: formal (positional — structures, hierarchies, rules), informal (social — networks, reputation, popularity), demographic (gender, race, age, sexuality — the power we did nothing to earn), and expert (knowledge and experience, which only works as power when others acknowledge it). These are adapted from French and Raven's bases of power alongside Galbraith, Mary Parker Follett, and Deborah Cameron's work on privilege and 'unmarked' identities. The types are not independent — they interact, compensate, and dangerously stack, so the real power in an organisation rarely matches the formal org chart. Introduces 'power literacy': without language to talk about power, we can find ourselves powerless to address inequity. Naming each type opens different interventions — restructuring to flatten formal gradients, acknowledging and mitigating informal and demographic power by amplifying other voices, and making use of expertise while guarding its silencing effect on junior voices. Power begets power, which is why organisations need guardrails against its over-accumulation.",
      "keywords": [
        "typologies",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "local-rationality",
      "kind": "article",
      "title": "Local Rationality",
      "url": "https://psychsafety.com/local-rationality/",
      "page": "https://explore.psychsafety.com/?node=local-rationality",
      "author": "Tom Geraghty",
      "themes": [
        "individual",
        "power",
        "safety"
      ],
      "weight": 8,
      "date": "2023-07-20",
      "summary": "A deep dive into the Local Rationality Principle: 'people do reasonable things given their goals, knowledge, understanding of the situation and focus of attention at a particular moment.' It is not a claim that a decision was objectively correct, but a claim about perspective — when an action looks irrational, that's a signal we're judging from the wrong vantage point, usually an outsider's view enriched by hindsight. The concept stems from Popper (1963) and builds on Simon's bounded rationality, but goes further: it drops the idea of full rationality altogether, so there is no hidden correct decision waiting to be found, only decisions that made sense locally. Central to the 'new view' of safety (HOP, Safety Differently, Safety-II, resilience engineering, human factors), it reframes investigations from who failed to what failed, and treats people as the solution rather than the problem. The article is explicit that local rationality is inseparable from power: in steep gradients, silence, workarounds and rule-bending are often locally rational, even when later cast as failures to speak up. It carefully distinguishes sense-making from morality — understanding why an action made sense doesn't absolve intent or remove accountability (the Harold Shipman case shows malevolent intent can hide behind apparent local rationality, so intent must be examined, not assumed). The US Airways 1549 'Sully' case illustrates hindsight bias: simulated returns to LaGuardia only succeeded until a realistic 35-second decision delay was added, after which the plane crashed. Includes practical guidance for applying the principle in retrospectives and investigations, framing it as an ethical stance, not just a technique.",
      "keywords": [
        "local",
        "rationality",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "safety"
      ]
    },
    {
      "id": "watermelon",
      "kind": "article",
      "title": "Watermelon Effect",
      "url": "https://psychsafety.com/the-watermelon-effect-and-greenwashing/",
      "page": "https://explore.psychsafety.com/?node=watermelon",
      "author": "Tom Geraghty",
      "themes": [
        "power"
      ],
      "weight": 7,
      "date": "2025-11-07",
      "summary": "Introduces the distinction between vertical and horizontal psychological safety as a diagnostic for the direction of information flow: horizontal between peers, vertical up and down a hierarchy. Most PS discourse and most diagnostic tools focus on horizontal safety within neat, well-defined teams, but most organisational dysfunction occurs between teams and layers — and the dynamics differ because vertical communication crosses a power gradient. Mary Parker Follett made the vertical/horizontal distinction a century ago (1925, 'Constructive Conflict'). Every time bad news is passed upward, we tend to soften, caveat or sandwich it, losing some integrity of the message; the steeper the gradient and the more layers it traverses, the more the message is attenuated. The classic case is the 'watermelon effect' (a.k.a. greenwashing): green on the outside, red within. RAG / traffic-light project reports illustrate it — an amber becomes green because we think we'll fix it next week, a red becomes amber, until a sharp-end picture that was alarmingly red looks reassuringly green by the time it reaches senior leadership. Real examples: NASA's Challenger O-ring warnings diluted through management layers; Volkswagen's emissions data reframed upward; and, more constructively, Alan Mulally's Ford turnaround, where 'all green' charts for a business losing $17bn gave way to weekly reviews that rewarded showing red. Two mitigations: raise the psychological safety of middle managers communicating upward, and reduce the number of layers information must traverse.",
      "keywords": [
        "watermelon",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "blametropism",
      "kind": "article",
      "title": "Blametropism",
      "url": "https://psychsafety.com/blametropism/",
      "page": "https://explore.psychsafety.com/?node=blametropism",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "safety"
      ],
      "weight": 7,
      "date": "2024-12-19",
      "summary": "Coins 'blametropism' (from the Latin tropus, a turning or affinity) for the common, possibly ubiquitous human instinct to turn toward individual blame even when it is neither accurate nor useful. Opens by puncturing the myth that psychological safety means a 'blameless' culture: blame can occasionally be appropriate — for deliberate theft, or where someone causes harm with both the intention (mens rea) and the action (actus reus) — and upholding high standards of behaviour actually supports PS by making the unacceptable explicit. The problem is our default to blame where it doesn't fit. In complex sociotechnical systems an incident is almost always a compounding of technical, environmental and human factors, yet investigations too often conclude simply that 'the human did it' (Hollnagel and Woods: since no system builds, operates or maintains itself, the search for a human in the path of failure is bound to succeed). Two questions matter: is the blame fair, and is it useful? Usually neither. Blame draws on the fundamental attribution error (overweighting disposition, underweighting context) and the ultimate attribution error (assigning the failures of marked or minority identities to group traits), making it frequently unjust; and stopping at 'blame the human' forecloses the question of why the human did what they did, losing the chance to learn and prevent recurrence. Defines blame as 'accountability without context', and argues for being 'blame-aware' rather than naively blame-free: acknowledging our blametropic instinct, keeping the local rationality principle in view, and treating errors as information about the system. Justice is a real but secondary concern after learning and improving.",
      "keywords": [
        "blametropism",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents"
      ]
    },
    {
      "id": "silence-types",
      "kind": "article",
      "title": "Types of Silence",
      "url": "https://psychsafety.com/types-of-silence/",
      "page": "https://explore.psychsafety.com/?node=silence-types",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "power"
      ],
      "weight": 6,
      "date": "2024-04-19",
      "summary": "Draws on Pacheco et al's 2015 literature review to map five types of organisational silence: acquiescent, defensive, prosocial, deviant, and diffident. We add two: “Preparatory” and “Filled”. Each has a different relationship to psychological safety and requires a different response.",
      "keywords": [
        "types",
        "silence",
        "voice",
        "speaking up",
        "raising concerns",
        "candour",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "reducing-power-gradients",
      "kind": "article",
      "title": "Reducing Power Gradients",
      "url": "https://psychsafety.com/reducing-power-gradients/",
      "page": "https://explore.psychsafety.com/?node=reducing-power-gradients",
      "author": "Jade Garratt",
      "themes": [
        "equity",
        "power",
        "practice"
      ],
      "weight": 7,
      "date": "2025-02-07",
      "summary": "Jade Garratt's practical guide to flattening the power gradient — in the practice's experience, the single most effective lever for increasing psychological safety. In practice this means two things: reducing the power held or overtly displayed by the most powerful, and increasing the power and influence of those with the least. The gradient goes by many names (power differential, authority gradient, cross-cockpit authority gradient, power distance, status asymmetry), and if power dynamics go unaddressed, most efforts to build PS are doomed; history, research and real-world disasters all show people don't speak up against steep gradients even when lives are at risk. It's ranked Number 1 of the Top 10 Ways to Foster Psychological Safety, and connects to HOP's point that steep gradients widen the work-as-imagined / work-as-done gap. Steep gradients flow from a 'power over' mindset; 'power with' (reciprocity) and 'power to' (enabling and liberating others) flatten them — an idea Mary Parker Follett articulated a century ago. The article's spine is three concentric rings of practice: micro (use names not ranks, ask questions in the spirit of Schein's Humble Inquiry, admit when you don't know, narrate your decision-making, give credit generously), meso (rotate chairing, round-robins and protected think-time, beware the HiPPO, rotate who speaks first, Lean Coffee), and macro (move authority to where the knowledge is, co-create rather than consult, hold open forums, redesign physical and virtual spaces to be egalitarian, turn the org chart on its side). Reducing gradients isn't erasing leadership; it's redistributing it so speaking up, ownership and decisions become shared rather than privileges reserved for a few.",
      "keywords": [
        "power gradient",
        "authority gradient",
        "flattening hierarchy",
        "power distance",
        "reducing",
        "power",
        "gradients",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "flat-orgs",
      "kind": "article",
      "title": "Flat Orgs & Hierarchy",
      "url": "https://psychsafety.com/flat-organisations-hierarchy-and-power/",
      "page": "https://explore.psychsafety.com/?node=flat-orgs",
      "author": "Tom Geraghty",
      "themes": [
        "power"
      ],
      "weight": 6,
      "date": "2025-01-17",
      "summary": "Critically examines flat structures, holacracy, and Sociocracy as approaches to reducing power gradients. Argues that flattening formal hierarchy makes power invisible rather than absent — informal hierarchies persist and often become harder to challenge.",
      "keywords": [
        "flat",
        "orgs",
        "hierarchy",
        "power",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "stream",
      "kind": "article",
      "title": "STREAM",
      "url": "https://psychsafety.com/st-r-e-a-m-status-rules-everything-around-me/",
      "page": "https://explore.psychsafety.com/?node=stream",
      "author": "Tom Geraghty",
      "themes": [
        "power"
      ],
      "weight": 6,
      "date": "2026-01-23",
      "summary": "Coins STREAM — Status Rules Everything Around Me — as an organisational parallel to the Wu-Tang's C.R.E.A.M. Argues that informal status (reputation, esteem, connection) shapes voice and behaviour as powerfully as formal rank, including in supposedly flat organisations.",
      "keywords": [
        "stream",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "hippo",
      "kind": "article",
      "title": "The HiPPO",
      "url": "https://psychsafety.com/the-hippo/",
      "page": "https://explore.psychsafety.com/?node=hippo",
      "author": "Tom Geraghty",
      "themes": [
        "power"
      ],
      "weight": 5,
      "date": "2024-07-04",
      "summary": "Examines the HiPPO effect — Highest Paid Person's Opinion — as a specific instance of authority bias suppressing better information. Shows how positional status can override expertise, even in casual interactions, with a CEO story as a concrete illustration.",
      "keywords": [
        "hippo",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "micromanagement",
      "kind": "article",
      "title": "Micromanagement",
      "url": "https://psychsafety.com/micromanagement/",
      "page": "https://explore.psychsafety.com/?node=micromanagement",
      "author": "Jade Garratt",
      "themes": [
        "power"
      ],
      "weight": 5,
      "date": "2025-03-21",
      "summary": "Examines micromanagement as a leadership behaviour that signals distrust, removes autonomy, and suppresses voice. Traces its roots in Taylorist assumptions and explains why it damages psychological safety even when well-intentioned.",
      "keywords": [
        "micromanagement",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "building-upwards",
      "kind": "article",
      "title": "Building PS Upwards",
      "url": "https://psychsafety.com/building-psychological-safety-upwards/",
      "page": "https://explore.psychsafety.com/?node=building-upwards",
      "author": "Jade Garratt",
      "themes": [
        "voice",
        "power",
        "practice"
      ],
      "weight": 6,
      "date": "2024-09-06",
      "summary": "Addresses the harder problem: fostering psychological safety upward, toward your own manager. Acknowledges the structural difficulty honestly and offers practical approaches for creating space to speak up against the power gradient.",
      "keywords": [
        "building",
        "upwards",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "telling-boss-bad-news",
      "kind": "article",
      "title": "Telling the Boss Bad News",
      "url": "https://psychsafety.com/telling-the-boss-bad-news-twice/",
      "page": "https://explore.psychsafety.com/?node=telling-boss-bad-news",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "power"
      ],
      "weight": 5,
      "date": "2024-01-12",
      "summary": "A first-person narrative about farm work and a mistake that had to be told twice — once to the wrong person. Uses the story to explore the structural and interpersonal challenge of delivering unwelcome information upward across a steep power gradient.",
      "keywords": [
        "telling",
        "boss",
        "news",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "power",
        "hierarchy",
        "status",
        "authority"
      ]
    },
    {
      "id": "childhood-ses",
      "kind": "article",
      "title": "Childhood SES & PS",
      "url": "https://psychsafety.com/childhood-ses-workplace-risks/",
      "page": "https://explore.psychsafety.com/?node=childhood-ses",
      "author": "Tom Geraghty & Jade Garratt",
      "themes": [
        "power",
        "equity",
        "individual"
      ],
      "weight": 7,
      "date": "2025-11-27",
      "summary": "Reports original survey research testing whether childhood socioeconomic status shapes interpersonal and career-based risk-taking at work. Finds evidence for a relationship — those from more precarious backgrounds show greater risk aversion — with implications for equity in voice.",
      "keywords": [
        "childhood",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "individual"
      ]
    },
    {
      "id": "sociological-safety",
      "kind": "article",
      "title": "Sociological Safety",
      "url": "https://psychsafety.com/sociological-safety/",
      "page": "https://explore.psychsafety.com/?node=sociological-safety",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "equity"
      ],
      "weight": 7,
      "date": "2025-05-02",
      "summary": "Examines the critique that 'psychological safety' over-emphasises the individual when the phenomenon is fundamentally social. Engages seriously with arguments for renaming it, before defending the term while acknowledging the structural dimensions the name undersells.",
      "keywords": [
        "sociological",
        "safety",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "employment-rights",
      "kind": "article",
      "title": "Employment Rights & PS",
      "url": "https://psychsafety.com/employment-protections-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=employment-rights",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "equity"
      ],
      "weight": 6,
      "date": "2023-09-08",
      "summary": "Reports a pilot study finding moderate positive correlation (0.42) between employment protections and overall psychological safety, with a stronger correlation (0.63) for confidence giving the boss bad news. Argues structural security shapes the conditions for voice.",
      "keywords": [
        "employment",
        "rights",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "vasa",
      "kind": "article",
      "title": "The Vasa Disaster",
      "url": "https://psychsafety.com/the-vasa-disaster/",
      "page": "https://explore.psychsafety.com/?node=vasa",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "safety"
      ],
      "weight": 8,
      "date": "2026-04-01",
      "summary": "Uses the 1628 Vasa disaster — a warship that sank on its maiden voyage — to examine how people who knew it would sink stayed silent. A case study in the relationship between authoritarian power, face-saving, and catastrophic organisational failure.",
      "keywords": [
        "Vasa",
        "warship",
        "Sweden",
        "project failure",
        "disaster",
        "vasa",
        "story",
        "case study",
        "example",
        "real world",
        "safety",
        "error"
      ]
    },
    {
      "id": "challenger",
      "kind": "article",
      "title": "Normalisation of Deviance (Challenger)",
      "url": "https://psychsafety.com/normalisation-of-deviance/",
      "page": "https://explore.psychsafety.com/?node=challenger",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "safety"
      ],
      "weight": 8,
      "date": "2023-11-24",
      "summary": "Explores Diane Vaughan's 'normalisation of deviance' (coined in The Challenger Launch Decision): the gradual process by which unacceptable practice becomes accepted as normal, as deviance repeated without catastrophic results becomes the social norm. It isn't about rule-breaking per se, nor intent to cause harm; it's the slow, interpersonally 'acceptable' drift from a safe condition toward greater risk, in a long incubation period before disaster. Every skipped checklist or silenced alarm makes the next one easier because it was fine last time. At NASA, a strong cultural faith in O-ring redundancy turned 'a no-go below 53°F' into 'lower temperatures are in the direction of badness' — and the same pattern recurred with Columbia's foam strikes 22 years later. Vaughan identifies production pressure, scarcity, competition for funds and structural secrecy as drivers, alongside a lack of psychological safety where those who notice the drift don't speak up. The piece extends the concept to the Costa Concordia (the captain's normalised off-route 'salute', promoted by Carnival as marketing) and the Boeing 737 MAX (MCAS issues known since 2016 but not urgent because nothing bad had yet happened). Feynman's image captures it: pulling the trigger in Russian roulette, the gun doesn't go off, so it must be safe to pull again — except we don't even know how many bullets are in the gun. Detecting and correcting the drift takes effort, reflection, and psychological safety; Vaughan notes it's easier to prevent than to correct.",
      "keywords": [
        "normalisation",
        "deviance",
        "challenger",
        "story",
        "case study",
        "example",
        "real world",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents"
      ]
    },
    {
      "id": "bawa-garba",
      "kind": "article",
      "title": "Learning from Error",
      "url": "https://psychsafety.com/learning-from-error-or-punishing-it/",
      "page": "https://explore.psychsafety.com/?node=bawa-garba",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "safety",
        "power"
      ],
      "weight": 7,
      "date": "2026-03-27",
      "summary": "Examines the cases of Dr Hadiza Bawa-Garba and RaDonda Vaught — healthcare workers prosecuted for errors in complex, under-resourced systems. Argues the prosecutions sent a message that honesty about error carries criminal risk, putting far more patients at risk through silencing.",
      "keywords": [
        "learning",
        "error",
        "story",
        "case study",
        "example",
        "real world",
        "safety",
        "risk",
        "incidents",
        "accidents",
        "power",
        "hierarchy"
      ]
    },
    {
      "id": "chernobyl",
      "kind": "article",
      "title": "Chernobyl",
      "url": "https://psychsafety.com/chernobyl/",
      "page": "https://explore.psychsafety.com/?node=chernobyl",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "safety"
      ],
      "weight": 6,
      "date": "2023-06-23",
      "summary": "Analyses the 1986 Chernobyl disaster as a case study in how authoritarian culture, fear of authority, and compliance-driven norms prevented operators from raising concerns. Shows how power gradients and a culture of silence turned a design flaw into catastrophe.",
      "keywords": [
        "chernobyl",
        "story",
        "case study",
        "example",
        "real world",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents"
      ]
    },
    {
      "id": "amagasaki",
      "kind": "article",
      "title": "Amagasaki Disaster",
      "url": "https://psychsafety.com/the-amagasaki-disaster/",
      "page": "https://explore.psychsafety.com/?node=amagasaki",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "safety"
      ],
      "weight": 6,
      "date": "2025-08-08",
      "summary": "Examines the 2005 Amagasaki rail disaster — 107 dead — as a systemic failure driven by production pressure, fear culture, and the normalisation of risk. A rich HOP case study applying local rationality, sharp/blunt end, and blame concepts.",
      "keywords": [
        "Amagasaki",
        "rail",
        "train",
        "Japan",
        "disaster",
        "punishment",
        "amagasaki",
        "story",
        "case study",
        "example",
        "real world",
        "safety"
      ]
    },
    {
      "id": "paul-oneill",
      "kind": "article",
      "title": "Paul O'Neill / Alcoa",
      "url": "https://psychsafety.com/paul-oneill-a-psychological-safety-success-story/",
      "page": "https://explore.psychsafety.com/?node=paul-oneill",
      "author": "Jade Garratt",
      "themes": [
        "stories",
        "safety"
      ],
      "weight": 6,
      "date": "2024-08-30",
      "summary": "Traces Paul O'Neill's transformation of Alcoa by making worker safety structurally central — creating channels for voice that bypassed the hierarchy. Shows how genuine safety culture change begins with structural commitment rather than cultural messaging.",
      "keywords": [
        "paul",
        "neill",
        "alcoa",
        "story",
        "case study",
        "example",
        "real world",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents"
      ]
    },
    {
      "id": "dominic-raab",
      "kind": "article",
      "title": "Dominic Raab & Bullying",
      "url": "https://psychsafety.com/dominic-raab-the-impact-of-bullying-behaviour-on-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=dominic-raab",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "power"
      ],
      "weight": 5,
      "date": "2023-04-21",
      "summary": "Uses Dominic Raab's resignation following a bullying investigation as a case study in how behaviour at the top sets the conditions for the entire system. Examines what bullying does to psychological safety and the ideological fault lines the case exposed.",
      "keywords": [
        "dominic",
        "raab",
        "bullying",
        "story",
        "case study",
        "example",
        "real world",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "rewetting",
      "kind": "article",
      "title": "Rewetting Organisations",
      "url": "https://psychsafety.com/rewetting-organisations/",
      "page": "https://explore.psychsafety.com/?node=rewetting",
      "author": "Tom Geraghty",
      "themes": [
        "ecological"
      ],
      "weight": 7,
      "date": "2025-03-14",
      "summary": "Uses peat bog restoration as an ecological metaphor for organisational change: blocking drainage channels (removing the structures that suppress voice) allows the system to self-organise toward healthier conditions. Argues for changing substrate rather than engineering outcomes.",
      "keywords": [
        "rewetting",
        "peatland",
        "restoration",
        "substrate",
        "drained",
        "organisations",
        "ecology",
        "ecological",
        "systems",
        "nature",
        "resilience"
      ]
    },
    {
      "id": "efficiency-resilience",
      "kind": "article",
      "title": "Efficiency vs Resilience",
      "url": "https://psychsafety.com/efficiency-vs-resilience/",
      "page": "https://explore.psychsafety.com/?node=efficiency-resilience",
      "author": "Tom Geraghty",
      "themes": [
        "ecological",
        "complexity",
        "org-design"
      ],
      "weight": 7,
      "date": "2025-02-07",
      "summary": "Uses the Irish Potato Famine and Nokia as cases to examine the tension between efficiency (standardisation, monoculture) and resilience (diversity, redundancy). Draws on Ashby's Law of Requisite Variety to argue that what optimises in stable conditions fails under disruption.",
      "keywords": [
        "efficiency",
        "resilience",
        "slack",
        "optimisation",
        "brittleness",
        "ecology",
        "ecological",
        "systems",
        "nature",
        "complexity",
        "complex systems",
        "emergence"
      ]
    },
    {
      "id": "complexity",
      "kind": "article",
      "title": "Complexity",
      "url": "https://psychsafety.com/complexity/",
      "page": "https://explore.psychsafety.com/?node=complexity",
      "author": "Tom Geraghty",
      "themes": [
        "complexity",
        "ecological"
      ],
      "weight": 7,
      "date": "2023-07-07",
      "summary": "A newsletter that refuses to let complexity and scale become a reason for inaction. Opens with the starfish parable (from Half the Sky): you can't save them all, but it made a difference to that one — so a single psychological safety practice may not transform an organisation, yet it can matter to some people, and small acts sometimes catalyse self-sustaining movements. Draws on Cynefin and Ralph Stacey's matrix to argue we cannot pre-plan our way through complex organisational change; we can only probe-sense-respond, plan a series of experiments, act and learn. In large complex systems it's often impossible to isolate the effect of any single intervention amid too many variables, which can make impact feel unprovable and so discourage action — but we can still make small improvements to the organisational substrate and know they made a difference to some. Includes Eileen McCarthy's account of bringing the Andon Cord practice into healthcare ambulatory surgery centres after a workshop, with measurable Just Culture survey gains. Threads in Toby Lowe on the 'corruption of data' when complex organisations are forced to prove unique impact, Greg Satell on connecting silos rather than breaking them down, the formal-vs-informal structure distinction, and Fred Hebert on working in complexity — none of which works without psychological safety.",
      "keywords": [
        "complexity",
        "complex adaptive systems",
        "cynefin",
        "emergence",
        "complex systems",
        "adaptive",
        "ecology",
        "ecological",
        "systems",
        "nature",
        "resilience"
      ]
    },
    {
      "id": "emergence",
      "kind": "article",
      "title": "Emergence & Dynamics of PS",
      "url": "https://psychsafety.com/the-emergence-and-dynamics-of-psychological-safety-over-time/",
      "page": "https://explore.psychsafety.com/?node=emergence",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "models",
        "complexity"
      ],
      "weight": 7,
      "date": "2024-07-12",
      "summary": "Translates Bransby, Kerrissey and Edmondson's 'Paradise Lost' longitudinal study for a practitioner audience: new hires arrive with more psychological safety than their tenured colleagues, not less, and lose it as tenure accrues rather than steadily building it through familiarity, as the standard onboarding narrative assumes. Explains the erosion as newcomers moving from an initial grace period, where uncertainty and questions are expected and low-stakes, into being judged against established norms and assumed competence once that grace period lapses — meaning the moment organisations most need candour from new arrivals about what looks confusing, wasteful or risky from a fresh perspective is also the moment that candour is quietly closing down. Draws out the practical implication directly: onboarding should be treated as a window to protect and actively extend, not something to be rushed through, since a strong surrounding team climate measurably dampens the decline. Connects this to the wider point that psychological safety isn't a fixed team-level property that simply accrues with time together, but something that has to be actively maintained against a natural erosion curve, with the specific, actionable lesson being to watch for and intervene at the inflection point where a newcomer's early candour starts to taper off, rather than assuming the trajectory only ever points upward.",
      "keywords": [
        "emergence",
        "dynamics",
        "history",
        "origins",
        "history of psychological safety",
        "model",
        "framework",
        "theory",
        "concept",
        "complexity",
        "complex systems",
        "adaptive"
      ]
    },
    {
      "id": "fabric",
      "kind": "article",
      "title": "Organisational Fabric",
      "url": "https://psychsafety.com/the-organisational-fabric-of-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=fabric",
      "author": "Tom Geraghty",
      "themes": [
        "complexity",
        "org-design"
      ],
      "weight": 7,
      "date": "2025-04-10",
      "summary": "Argues psychological safety is not only a team phenomenon but a property of all groups and inter-group relationships. Introduces the concept of organisational fabric — the connective tissue between teams — and what happens when isolated high-performing bubbles can't share.",
      "keywords": [
        "organisational fabric",
        "substrate",
        "weave",
        "organisational",
        "fabric",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive",
        "organisational design",
        "org design",
        "structure"
      ]
    },
    {
      "id": "five-ecological",
      "kind": "article",
      "title": "Five Ecological Concepts",
      "url": "https://psychsafety.com/five-ecological-concepts-for-working-in-organisational-change/",
      "page": "https://explore.psychsafety.com/?node=five-ecological",
      "author": "Tom Geraghty",
      "themes": [
        "ecological"
      ],
      "weight": 6,
      "date": "2025-10-09",
      "summary": "Introduces five ecological concepts — emergence, substrate, succession, indicator species, and ecotones — and maps them to organisational change. Shows how ecological thinking reframes intervention: from engineering outcomes to shaping the conditions from which outcomes emerge.",
      "keywords": [
        "ecological concepts",
        "succession",
        "keystone",
        "niche",
        "diversity",
        "five",
        "ecological",
        "concepts",
        "ecology",
        "systems",
        "nature",
        "resilience"
      ]
    },
    {
      "id": "adaptive-cycle",
      "kind": "article",
      "title": "Adaptive Cycle",
      "url": "https://psychsafety.com/the-adaptive-cycle-and-self-organised-criticality/",
      "page": "https://explore.psychsafety.com/?node=adaptive-cycle",
      "author": "Tom Geraghty",
      "themes": [
        "ecological",
        "complexity"
      ],
      "weight": 6,
      "date": "2023-11-24",
      "summary": "Introduces the adaptive cycle (growth, conservation, collapse, renewal) and panarchy — nested cycles at multiple scales — as frameworks for understanding how complex systems, including organisations, internally organise and evolve over time.",
      "keywords": [
        "adaptive cycle",
        "panarchy",
        "Holling",
        "release",
        "reorganisation",
        "adaptive",
        "cycle",
        "ecology",
        "ecological",
        "systems",
        "nature",
        "resilience"
      ]
    },
    {
      "id": "ecotones",
      "kind": "article",
      "title": "Ecotones & Edge Effect",
      "url": "https://psychsafety.com/psychological-safety-59-ecotones-the-edge-effect/",
      "page": "https://explore.psychsafety.com/?node=ecotones",
      "author": "Tom Geraghty",
      "themes": [
        "ecological"
      ],
      "weight": 6,
      "date": "2022-06-06",
      "summary": "Applies the ecological edge effect and ecotones — the boundary zones between different habitats — to organisations. Argues that the richest exchange happens at the interfaces between disciplines, teams, and perspectives, and that protecting those edges matters.",
      "keywords": [
        "ecotone",
        "edge effect",
        "boundaries",
        "biodiversity",
        "margins",
        "ecotones",
        "edge",
        "ecology",
        "ecological",
        "systems",
        "nature",
        "resilience"
      ]
    },
    {
      "id": "safe-to-fail",
      "kind": "article",
      "title": "Safe to Fail",
      "url": "https://psychsafety.com/safe-to-fail/",
      "page": "https://explore.psychsafety.com/?node=safe-to-fail",
      "author": "Tom Geraghty",
      "themes": [
        "complexity",
        "practice"
      ],
      "weight": 6,
      "date": "2023-05-26",
      "summary": "Introduces safe-to-fail experiments as the right unit of action in complex systems. Distinguishes between safe-to-fail (bounded, reversible, cheap to learn from) and safe-to-succeed, and shows how defining what's safe to fail reshapes how teams approach risk.",
      "keywords": [
        "safe to fail",
        "safe-to-fail probes",
        "experiments",
        "cynefin",
        "probes",
        "safe",
        "fail",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive",
        "practice"
      ]
    },
    {
      "id": "everything-experiment",
      "kind": "article",
      "title": "Everything is an Experiment",
      "url": "https://psychsafety.com/everything-is-an-experiment/",
      "page": "https://explore.psychsafety.com/?node=everything-experiment",
      "author": "Tom Geraghty",
      "themes": [
        "complexity",
        "practice"
      ],
      "weight": 5,
      "date": "2021-08-03",
      "summary": "Makes the case for an experimental mindset as a structural alternative to the success/failure binary. Argues that reframing all work as experiments doesn't eliminate failure but removes its sting — making learning the default output regardless of outcome.",
      "keywords": [
        "everything",
        "experiment",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "queueing-theory",
      "kind": "article",
      "title": "Queueing Theory & Slack",
      "url": "https://psychsafety.com/queueing-theory-slack-and-resilience/",
      "page": "https://explore.psychsafety.com/?node=queueing-theory",
      "author": "Tom Geraghty",
      "themes": [
        "complexity",
        "org-design"
      ],
      "weight": 5,
      "date": "2023-11-02",
      "summary": "Uses queueing theory to make a quantitative case for slack (spare, non-committed capacity) as a resilience investment rather than waste. The core relationship, a simplified stand-in for Kingman's Formula, is that expected wait time for unplanned work is proportional to %utilised divided by %free: at 50% utilisation the wait-time proxy is 1, at 80% it's 4, at 90% it's 9, and at 99% it's 99 — a curve that stays flat for most of its range and then turns sharply upward, with the inflection sitting around 80% utilisation. Past that point, small increases in how 'busy' a team is produce disproportionate, then exponential, increases in how long unplanned work waits to be picked up, which is why teams running near capacity can tip from busy to overwhelmed with little warning. The piece frames this against a persistent management bias, quoting Wears (2017) on how the 'measure and manage' orthodoxy of Lean, Six Sigma and TQI treats unutilised time as costly waste and rewards managers for visibly raising utilisation, while the resilience bought by spare capacity is much harder to measure and rarely rewarded — so organisations tend to erode their own buffer even though doing so, especially in complex or variable environments, ultimately harms them. Slack time is not idle time: as long as what fills it is interruptible, it can be used for experimentation, learning and support work without compromising the team's ability to respond to the unexpected. Google's '20% time' is offered as the clearest illustration — its real function isn't the bonus side-project time itself but the fact that it's interruptible, meaning capacity can be reclaimed instantly when something urgent lands. Where psychological safety is also present, slack time additionally gives people room to think more deeply, surface concerns, and propose fixes before they become incidents. The argument is bounded, not universal: in stable, low-variance environments with little unplanned work, running close to full utilisation carries little cost, and the real danger is believing an environment is stable and predictable when it isn't. Traces queueing theory's origins to Erlang's modelling of the Copenhagen telephone exchange and its subsequent use in traffic, computing (the utilisation/wait-time relationship is, per the piece, the only chart to appear in Gene Kim's The Phoenix Project), industrial engineering (Goldratt's The Goal), and healthcare, and points toward Kingman's Formula, Little's Theorem and Kendall's notation for readers wanting the fuller mathematical treatment.",
      "keywords": [
        "queueing theory",
        "slack",
        "utilisation",
        "capacity",
        "wait times",
        "queueing",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive",
        "organisational design",
        "org design"
      ]
    },
    {
      "id": "hop",
      "kind": "article",
      "title": "HOP",
      "url": "https://psychsafety.com/hop-human-and-organisational-performance-training/",
      "page": "https://explore.psychsafety.com/?node=hop",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "models"
      ],
      "weight": 7,
      "date": "2025-06-06",
      "summary": "Workshop overview for Human and Organisational Performance — covering the five HOP principles, their relationship to psychological safety, and how the framework applies in practice. Designed for practitioners, managers, and consultants working in high-stakes or safety-critical environments.",
      "keywords": [
        "HOP",
        "human and organisational performance",
        "human performance",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "andon-cord",
      "kind": "article",
      "title": "Andon Cord",
      "url": "https://psychsafety.com/psychological-safety-79-the-andon-cord/",
      "page": "https://explore.psychsafety.com/?node=andon-cord",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "stories",
        "practice"
      ],
      "weight": 8,
      "date": "2022-09-30",
      "summary": "Uses the Toyota Andon Cord — the physical mechanism that stops the production line — as a model for structural PS. Argues it's the most powerful example of PS as practice: a designed system that makes speaking up the path of least resistance, not the most.",
      "keywords": [
        "andon",
        "cord",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "story",
        "case study",
        "example",
        "real world",
        "practice"
      ]
    },
    {
      "id": "crm",
      "kind": "article",
      "title": "Crew Resource Mgmt",
      "url": "https://psychsafety.com/crew-resource-management-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=crm",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "practice"
      ],
      "weight": 8,
      "date": "2024-01-05",
      "summary": "Traces Crew Resource Management from its origins in the 1977 Tenerife disaster through its global adoption in aviation and spread to healthcare and maritime. Shows how CRM operationalised psychological safety decades before the term existed by directly addressing cockpit power gradients.",
      "keywords": [
        "crew resource management",
        "CRM",
        "aviation",
        "cockpit",
        "checklists",
        "crew",
        "resource",
        "mgmt",
        "safety",
        "error",
        "risk",
        "incidents"
      ]
    },
    {
      "id": "learning-teams",
      "kind": "article",
      "title": "Learning Teams",
      "url": "https://psychsafety.com/learning-teams/",
      "page": "https://explore.psychsafety.com/?node=learning-teams",
      "author": "Jade Garratt",
      "themes": [
        "safety",
        "practice"
      ],
      "weight": 7,
      "date": "2026-01-30",
      "summary": "Introduces Learning Teams from HOP as a concrete practice for creating space to learn from everyday work. Examines their design — who is in the room, how questions are asked, whose knowledge is centred — to surface the PS principles they embody.",
      "keywords": [
        "learning",
        "teams",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques"
      ]
    },
    {
      "id": "just-culture",
      "kind": "article",
      "title": "Just Culture",
      "url": "https://psychsafety.com/just-culture/",
      "page": "https://explore.psychsafety.com/?node=just-culture",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "power"
      ],
      "weight": 7,
      "date": "2025-05-23",
      "summary": "Examines why Just Culture — first developed in James Reason's 1997 Managing the Risks of Organisational Accidents, extended to healthcare by David Marx, and deepened by Sidney Dekker — so often fails to 'stick' in practice. 'Just' means justice, not 'only', and crucially it aligns with restorative rather than retributive justice: Dekker frames the choice as backward-looking and retributive versus forward-looking and change-oriented. A just culture balances accountability with learning, treating people with fairness and compassion on the premise that humans will inevitably make mistakes and that punitive responses obstruct improvement. The article threads in local rationality (people act in ways that seem rational given their context, and the opposite stance is the fundamental attribution error), the work-as-imagined vs work-as-done gap, blametropism, and the restorative reframing of accountability as 'giving an account' rather than assigning fault — centring who was harmed, what they need, and whose obligation it is to meet those needs (including the 'second victims', the staff involved). The Elaine Bromiley case anchors the argument. The core claim: Just Culture is frequently imposed as mechanics (reporting systems, restorative meetings, non-punitive investigations) without the foundational culture, so teams revert to punitive habits. Drawing on the four lenses of change (values, behaviours, practices, systems/structures) and the NUMMI story, it argues psychological safety is the substrate in which a Just Culture thrives — without it, the effort stays superficial. Wider legal, regulatory and media pressures (headline-driven scapegoating, punitive inquests) routinely undermine even genuine internal efforts.",
      "keywords": [
        "just culture",
        "restorative",
        "blame",
        "second victim",
        "just",
        "culture",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "power"
      ]
    },
    {
      "id": "swiss-cheese",
      "kind": "article",
      "title": "Swiss Cheese Model",
      "url": "https://psychsafety.com/the-swiss-cheese-model/",
      "page": "https://explore.psychsafety.com/?node=swiss-cheese",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "models"
      ],
      "weight": 6,
      "date": "2023-09-14",
      "summary": "Introduces James Reason's Swiss Cheese Model. Argues the model is useful for communicating layered defence but can, if applied uncritically, encourage a linear, Safety I view of failure that misrepresents the complexity of how accidents actually happen.",
      "keywords": [
        "swiss",
        "cheese",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "normal-accidents",
      "kind": "article",
      "title": "Normal Accidents",
      "url": "https://psychsafety.com/normal-accidents/",
      "page": "https://explore.psychsafety.com/?node=normal-accidents",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "complexity"
      ],
      "weight": 6,
      "date": "2023-08-24",
      "summary": "Summarises Charles Perrow's Normal Accident Theory: that in tightly coupled, complex systems, accidents are a near-inevitable systemic output, not a human failure. Shows how measures intended to improve resilience can inadvertently increase complexity — and therefore risk.",
      "keywords": [
        "normal",
        "accidents",
        "safety",
        "error",
        "risk",
        "incidents",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive"
      ]
    },
    {
      "id": "safety-i-ii",
      "kind": "article",
      "title": "Safety I & Safety II",
      "url": "https://psychsafety.com/psychological-safety-73-safety-i-safety-ii/",
      "page": "https://explore.psychsafety.com/?node=safety-i-ii",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "models"
      ],
      "weight": 6,
      "date": "2022-08-19",
      "summary": "Explains Hollnagel's Safety I (prevent failure) vs Safety II (ensure success) distinction, and why both are needed. Connects to WAI/WAD and Dekker and Allspaw's corrective: things go right for the same basic reasons things go wrong — through people adapting.",
      "keywords": [
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "wai-wad",
      "kind": "article",
      "title": "WAI vs WAD",
      "url": "https://psychsafety.com/psychological-safety-work-as-imagined-vs-work-as-done/",
      "page": "https://explore.psychsafety.com/?node=wai-wad",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "models"
      ],
      "weight": 6,
      "date": "2023-01-27",
      "summary": "Explains Work as Imagined vs Work as Done — the gap between how work is described and how it's actually performed. Traces the concept through Faverge and Shorrock, and applies Taylorist assumptions as the root cause of treating that gap as a problem rather than information.",
      "keywords": [
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "amplifying-weak-signals",
      "kind": "article",
      "title": "Amplifying Weak Signals",
      "url": "https://psychsafety.com/amplifying-weak-signals/",
      "page": "https://explore.psychsafety.com/?node=amplifying-weak-signals",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "practice"
      ],
      "weight": 6,
      "date": "2024-02-01",
      "summary": "Examines how organisations can surface and act on early warning signals before they become crises. Uses Perrow's 'seeing is not always believing' and the Matrix black cat as frames for the gap between noticing an anomaly and interpreting it correctly.",
      "keywords": [
        "amplifying",
        "weak",
        "signals",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "practice",
        "how to",
        "practical",
        "tools"
      ]
    },
    {
      "id": "plan-continuation",
      "kind": "article",
      "title": "Plan Continuation Bias",
      "url": "https://psychsafety.com/plan-continuation-bias/",
      "page": "https://explore.psychsafety.com/?node=plan-continuation",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "voice"
      ],
      "weight": 6,
      "date": "2025-12-12",
      "summary": "Explains plan continuation bias — the cognitive and emotional pull to stick with a plan even when conditions have changed. Uses a first-person story of trying to deliver a workshop while ill to show how sunk costs, social pressure, and normalised pushing-through create the effect.",
      "keywords": [
        "plan",
        "continuation",
        "bias",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "voice",
        "speaking up",
        "silence",
        "raising concerns"
      ]
    },
    {
      "id": "why-foster",
      "kind": "article",
      "title": "Why Foster PS?",
      "url": "https://psychsafety.com/why-do-people-foster-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=why-foster",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "equity"
      ],
      "weight": 7,
      "date": "2025-06-06",
      "summary": "Reports original survey research on why practitioners foster psychological safety. Finds moral imperative outranks performance drivers — the top three reasons are ethical, relational, and wellbeing-focused — with strong co-occurrence between moral and interpersonal motivations.",
      "keywords": [
        "foster",
        "history",
        "origins",
        "history of psychological safety",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "benefits",
      "kind": "article",
      "title": "Benefits of PS",
      "url": "https://psychsafety.com/benefits-of-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=benefits",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "models"
      ],
      "weight": 6,
      "date": "2020-03-28",
      "summary": "Catalogues ten benefit categories of psychological safety while explicitly framing the moral case as primary and the performance case as secondary. Argues noting the benefits is not the same as making them the justification — psychological safety is a right, not a return on investment.",
      "keywords": [
        "benefits",
        "history",
        "origins",
        "history of psychological safety",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "too-much-ps",
      "kind": "article",
      "title": "Too Much PS?",
      "url": "https://psychsafety.com/can-workplaces-have-too-much-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=too-much-ps",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "equity"
      ],
      "weight": 6,
      "date": "2024-01-05",
      "summary": "Directly critiques the claim that teams can have too much psychological safety, examining a specific paper in OBHDP and the HBR article it generated. Argues the claim misrepresents the concept, fails intersectional and ethical scrutiny, and produces harmful misconceptions.",
      "keywords": [
        "much",
        "model",
        "framework",
        "theory",
        "concept",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "utility",
      "kind": "article",
      "title": "Utility of PS",
      "url": "https://psychsafety.com/the-utility-of-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=utility",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "equity"
      ],
      "weight": 6,
      "date": "2026-03-20",
      "summary": "Examines the 'futility of utility' — why framing psychological safety in utilitarian terms is legitimate in some contexts but ultimately corrosive. Argues utilitarian logic can be used to exclude those who can't prove their worth, making rights conditional on usefulness.",
      "keywords": [
        "utility",
        "model",
        "framework",
        "theory",
        "concept",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "ps-not-goal",
      "kind": "article",
      "title": "PS is Not the Goal",
      "url": "https://psychsafety.com/psychological-safety-is-not-the-goal/",
      "page": "https://explore.psychsafety.com/?node=ps-not-goal",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "history"
      ],
      "weight": 6,
      "date": "2023-08-11",
      "summary": "Argues psychological safety is a condition that enables goals, not a goal in itself. Pushes back on the tendency to make PS the destination rather than the substrate — it's the vehicle, not the road trip.",
      "keywords": [
        "goal",
        "model",
        "framework",
        "theory",
        "concept",
        "history",
        "origins",
        "history of psychological safety"
      ]
    },
    {
      "id": "work-doesnt-suck",
      "kind": "article",
      "title": "Work Doesn't Have to Suck",
      "url": "https://psychsafety.com/work-doesnt-have-to-suck/",
      "page": "https://explore.psychsafety.com/?node=work-doesnt-suck",
      "author": "Jade Garratt",
      "themes": [
        "stories",
        "equity"
      ],
      "weight": 5,
      "date": "2025-01-10",
      "summary": "Makes the moral case that decent work is a baseline expectation, not a luxury or performance lever. Uses UK happiness research showing paid work as one of the unhappiest activities to ground the argument that the field's aim must be better work, not just more productive work.",
      "keywords": [
        "work",
        "doesn",
        "have",
        "suck",
        "story",
        "case study",
        "example",
        "real world",
        "equity",
        "inclusion",
        "diversity",
        "belonging"
      ]
    },
    {
      "id": "four-stages",
      "kind": "article",
      "title": "Four Stages Critique",
      "url": "https://psychsafety.com/the-four-stages-of-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=four-stages",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "power"
      ],
      "weight": 6,
      "date": "2021-06-15",
      "summary": "Critically examines Timothy R. Clark's Four Stages of Psychological Safety model. Argues it is useful as an introduction but wrong and potentially harmful when applied uncritically — specifically that framing Challenger Safety as a stage four achievement inverts the actual baseline.",
      "keywords": [
        "four",
        "stages",
        "critique",
        "model",
        "framework",
        "theory",
        "concept",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "psi",
      "kind": "article",
      "title": "PS Index Critique",
      "url": "https://psychsafety.com/the-psychological-safety-index-a-critical-look/",
      "page": "https://explore.psychsafety.com/?node=psi",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "measurement"
      ],
      "weight": 6,
      "date": "2025-01-01",
      "summary": "Critical analysis of the Fearless Organization Scan and its Psychological Safety Index. Argues the tool has real diagnostic value but carries Goodhart's Law risks — and that the domain-level breakdown, while useful, can encourage a checklist approach that misunderstands what PS actually is.",
      "keywords": [
        "index",
        "critique",
        "model",
        "framework",
        "theory",
        "concept",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data"
      ]
    },
    {
      "id": "safety-model",
      "kind": "article",
      "title": "SAFETY™ Model",
      "url": "https://psychsafety.com/the-s-a-f-e-t-y-model-neuroscience-needs-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=safety-model",
      "author": "Tom Geraghty",
      "themes": [
        "models"
      ],
      "weight": 5,
      "date": "2025-02-02",
      "summary": "Examines Dan Radecki's S.A.F.E.T.Y.™ neuroscience-based model — Security, Autonomy, Fairness, Esteem, Trust, You — comparing it with Edmondson's canonical definition. Identifies where the model adds value and where the neuroscience framing may borrow epistemic authority it hasn't earned.",
      "keywords": [
        "safety",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "sane-effect",
      "kind": "article",
      "title": "The SANE Effect",
      "url": "https://psychsafety.com/the-sane-effect/",
      "page": "https://explore.psychsafety.com/?node=sane-effect",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "measurement"
      ],
      "weight": 6,
      "date": "2026-02-20",
      "summary": "Introduces the SANE effect — Seductive Allure of Neuroscience Explanations — coined by Weisberg et al 2008. Explains why neuroscience framing makes weak or false claims seem more credible, and how this shows up in leadership and psychological safety discourse.",
      "keywords": [
        "sane",
        "model",
        "framework",
        "theory",
        "concept",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data"
      ]
    },
    {
      "id": "measurement",
      "kind": "article",
      "title": "Measuring PS",
      "url": "https://psychsafety.com/measure-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=measurement",
      "author": "Tom Geraghty",
      "themes": [
        "measurement"
      ],
      "weight": 6,
      "date": "2026-02-26",
      "summary": "Examines the epistemology and practice of measuring psychological safety: what surveys actually capture, why averages obscure the least safe person, and how the act of measurement itself shapes what gets valued. Advises caution and qualitative approaches over metric fixation.",
      "keywords": [
        "measuring psychological safety",
        "surveys",
        "scores",
        "measuring",
        "measurement",
        "metrics",
        "survey",
        "data"
      ]
    },
    {
      "id": "streetlight",
      "kind": "article",
      "title": "Streetlight Effect",
      "url": "https://psychsafety.com/the-streetlight-effect/",
      "page": "https://explore.psychsafety.com/?node=streetlight",
      "author": "Tom Geraghty",
      "themes": [
        "measurement"
      ],
      "weight": 6,
      "date": "2026-01-08",
      "summary": "Uses the Streetlight Effect — searching where the light is rather than where the thing is — to critique PS measurement. Argues that what gets measured is what's easy to measure, not what matters; and that measurement choices are power choices about whose experience counts.",
      "keywords": [
        "streetlight effect",
        "easy to count",
        "what gets measured",
        "streetlight",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data"
      ]
    },
    {
      "id": "deformation",
      "kind": "article",
      "title": "Déformation Prof.",
      "url": "https://psychsafety.com/deformation-professionnelle/",
      "page": "https://explore.psychsafety.com/?node=deformation",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "power"
      ],
      "weight": 5,
      "date": "2025-02-21",
      "summary": "Introduces déformation professionnelle — professional deformation — tracing the term to an 1887 paper on shoemakers' injuries before applying it to how professional training shapes (and distorts) how practitioners perceive problems. Connects to cognitive biases and epistemic blind spots.",
      "keywords": [
        "formation",
        "prof",
        "model",
        "framework",
        "theory",
        "concept",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "goodharts-law",
      "kind": "article",
      "title": "Goodhart's / Cobra Effect",
      "url": "https://psychsafety.com/goodharts-law-campbells-law-and-the-cobra-effect/",
      "page": "https://explore.psychsafety.com/?node=goodharts-law",
      "author": "Tom Geraghty",
      "themes": [
        "measurement",
        "power"
      ],
      "weight": 6,
      "date": "2024-07-19",
      "summary": "Explains Goodhart's Law, Campbell's Law, and the Cobra Effect — what happens when measures become targets. Applied directly to PS surveys and measurement programmes, showing how optimising for scores rather than safety produces the opposite of the intended outcome.",
      "keywords": [
        "Goodhart's law",
        "Campbell's law",
        "cobra effect",
        "targets",
        "gaming metrics",
        "perverse incentives",
        "goodhart",
        "cobra",
        "measurement",
        "measuring",
        "metrics",
        "survey"
      ]
    },
    {
      "id": "all-models-wrong",
      "kind": "article",
      "title": "All Models are Wrong",
      "url": "https://psychsafety.com/all-models-are-wrong-and-some-are-useful/",
      "page": "https://explore.psychsafety.com/?node=all-models-wrong",
      "author": "Tom Geraghty",
      "themes": [
        "models"
      ],
      "weight": 6,
      "date": "2025-02-14",
      "summary": "Applies George Box's 'all models are wrong, some are useful' to the PS field's own frameworks. Argues the question is not whether a model is right but how wrong it is for the purpose at hand — and that models become harmful when applied beyond their domain of usefulness.",
      "keywords": [
        "wrong",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "five-pillars-critique",
      "kind": "article",
      "title": "Five Pillars Critique",
      "url": "https://psychsafety.com/the-5-pillars-of-psychological-safety-a-critical-review/",
      "page": "https://explore.psychsafety.com/?node=five-pillars-critique",
      "author": "Tom Geraghty",
      "themes": [
        "models"
      ],
      "weight": 5,
      "date": "2025-01-02",
      "summary": "Critical analysis of Gina Battye's 5 Pillars of Psychological Safety model. Argues the model's definition diverges significantly from the canonical research base, conflating PS with broader workplace culture aspirations in ways that weaken both concepts.",
      "keywords": [
        "five",
        "pillars",
        "critique",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "project-aristotle",
      "kind": "article",
      "title": "Project Aristotle",
      "url": "https://psychsafety.com/googles-project-aristotle/",
      "page": "https://explore.psychsafety.com/?node=project-aristotle",
      "author": "Bea Poyton",
      "themes": [
        "history",
        "models",
        "measurement"
      ],
      "weight": 6,
      "date": "2024-03-28",
      "summary": "Examines Google's Project Aristotle — the research that brought psychological safety into mainstream workplace discourse. Covers methodology, what the research actually found (PS as the top factor), what it didn't find, and how subsequent popularisation has misrepresented it.",
      "keywords": [
        "project",
        "aristotle",
        "history",
        "origins",
        "history of psychological safety",
        "model",
        "framework",
        "theory",
        "concept",
        "measurement",
        "measuring",
        "metrics"
      ]
    },
    {
      "id": "understanding-variation",
      "kind": "article",
      "title": "Understanding Variation",
      "url": "https://psychsafety.com/understanding-variation/",
      "page": "https://explore.psychsafety.com/?node=understanding-variation",
      "author": "Tom Geraghty",
      "themes": [
        "measurement",
        "models"
      ],
      "weight": 5,
      "date": "2023-08-17",
      "summary": "Introduces Statistical Process Control and Deming's insight that most variation in systems is common cause (systemic) not special cause (individual). Applied to performance management and blame: attributing variation to individuals when the system is the source is both inaccurate and harmful.",
      "keywords": [
        "understanding",
        "variation",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "deming",
      "kind": "article",
      "title": "Deming's 14 Points",
      "url": "https://psychsafety.com/demings-14-points-of-management/",
      "page": "https://explore.psychsafety.com/?node=deming",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "safety"
      ],
      "weight": 6,
      "date": "2023-10-13",
      "summary": "Examines Deming's 14 Points of Management — particularly 'drive out fear' — and their relevance to psychological safety. Traces Deming's influence on Japanese manufacturing and argues his deep understanding of the psychology of work anticipated the PS field by decades.",
      "keywords": [
        "deming",
        "points",
        "model",
        "framework",
        "theory",
        "concept",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents"
      ]
    },
    {
      "id": "prospect-theory",
      "kind": "article",
      "title": "Prospect Theory",
      "url": "https://psychsafety.com/prospect-theory-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=prospect-theory",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "individual"
      ],
      "weight": 6,
      "date": "2025-01-21",
      "summary": "Applies Kahneman and Tversky's Prospect Theory to the voice calculus. Shows how loss aversion, diminishing sensitivity, and probability weighting systematically bias the cost-benefit calculation toward silence — not through irrationality but through predictable cognitive architecture.",
      "keywords": [
        "prospect",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "fundamental-attribution",
      "kind": "article",
      "title": "Fundamental Attribution Error",
      "url": "https://psychsafety.com/the-fundamental-attribution-error/",
      "page": "https://explore.psychsafety.com/?node=fundamental-attribution",
      "author": "Tom Geraghty",
      "themes": [
        "measurement",
        "power"
      ],
      "weight": 6,
      "date": "2024-10-11",
      "summary": "Explains the Fundamental Attribution Error — attributing others' behaviour to character rather than situation — as the cognitive root of blametropism. Shows why we jump to dispositional explanations for failure while missing the systemic forces shaping behaviour.",
      "keywords": [
        "fundamental",
        "attribution",
        "error",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data",
        "power",
        "hierarchy",
        "status",
        "authority"
      ]
    },
    {
      "id": "we-dont-need-ps",
      "kind": "article",
      "title": "We Don't Need PS",
      "url": "https://psychsafety.com/we-dont-need-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=we-dont-need-ps",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "power"
      ],
      "weight": 5,
      "date": "2023-02-24",
      "summary": "Engages directly with sceptics of psychological safety — both those who don't want it and those who claim not to need it. Argues the 'we don't need it' position often comes from those already positioned to speak without fear, making scepticism a luxury position.",
      "keywords": [
        "need",
        "model",
        "framework",
        "theory",
        "concept",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "fake-it",
      "kind": "article",
      "title": "Fake It Till You Make It",
      "url": "https://psychsafety.com/fake-it-till-you-make-it/",
      "page": "https://explore.psychsafety.com/?node=fake-it",
      "author": "Jade Garratt",
      "themes": [
        "models",
        "practice"
      ],
      "weight": 5,
      "date": "2026-03-12",
      "summary": "Examines why performative psychological safety — 'fake it till you make it' — fails and actively harms. Uses a first-person story of being vulnerable in a team that wasn't safe to show that the conditions must be real: authenticity cannot compensate for absent structural safety.",
      "keywords": [
        "fake",
        "till",
        "make",
        "model",
        "framework",
        "theory",
        "concept",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques"
      ]
    },
    {
      "id": "how-respond",
      "kind": "article",
      "title": "How We Respond",
      "url": "https://psychsafety.com/how-we-respond-matters/",
      "page": "https://explore.psychsafety.com/?node=how-respond",
      "author": "Jade Garratt",
      "themes": [
        "practice",
        "voice"
      ],
      "weight": 8,
      "date": "2025-01-31",
      "summary": "A corrective to the field's overemphasis on the speaking-up side of psychological safety. The crux of PS is less about what people say and more about how their words are received, and how they predict they will be received: you can tell people to speak up endlessly, but if your past responses, present responses, or anticipated responses involve punishing, blaming or humiliating them, they won't. And 'punishment' need not be overt — not yelling or a disciplinary meeting, but something subtler and sometimes just as frightening: disapproval that leads to being overlooked, reputational damage, social ostracisation within the team. This places the onus on the listener, not the speaker. It can be uncomfortable to accept, especially when people stay quiet for reasons rooted in how they were treated elsewhere, long before us — which is precisely why how we act now ripples outward beyond the immediate interaction. The article presses on self-awareness: it's easy to assume we're already approachable, but how many of us have never fired off a snappy email, shown irritation at a 'should-know-this' question, or been passive-aggressive when criticised? Our reactions when tired, distracted or overwhelmed matter as much as our good-day responses, and unconscious bias shapes how we receive others whether we intend it or not. Drawing on Bennis ('becoming a leader is similar to becoming a fully integrated human being') and Frankl ('between stimulus and response there is a space'), it frames the work as ongoing and never finished: reflecting on our behaviour, asking for and listening to feedback, narrowing the gap between intention and impact, and apologising and repairing when we get it wrong.",
      "keywords": [
        "respond",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour"
      ]
    },
    {
      "id": "collective-resp",
      "kind": "article",
      "title": "Collective Responsibility",
      "url": "https://psychsafety.com/leaders-are-not-solely-responsible-for-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=collective-resp",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "equity"
      ],
      "weight": 7,
      "date": "2025-04-21",
      "summary": "Challenges the leader-centric model of PS by arguing that every person shapes the conditions — not just those in formal authority. Shows how peer behaviour affects psychological safety, and gives examples of teams that maintained high PS despite poor leadership.",
      "keywords": [
        "collective",
        "responsibility",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "equity",
        "inclusion",
        "diversity",
        "belonging"
      ]
    },
    {
      "id": "rebuilding",
      "kind": "article",
      "title": "Rebuilding PS",
      "url": "https://psychsafety.com/rebuilding-psychological-safety-when-its-broken/",
      "page": "https://explore.psychsafety.com/?node=rebuilding",
      "author": "Jade Garratt",
      "themes": [
        "practice",
        "voice"
      ],
      "weight": 6,
      "date": "2025-05-30",
      "summary": "Examines how to repair psychological safety after it has been damaged — by behaviour, by restructuring, or by both. Challenges linear models of PS development, arguing rupture and repair can deepen rather than merely restore safety when handled well.",
      "keywords": [
        "rebuilding",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour"
      ]
    },
    {
      "id": "inclusion",
      "kind": "article",
      "title": "PS, Inclusion & Politics",
      "url": "https://psychsafety.com/psychological-safety-inclusion-and-political-beliefs/",
      "page": "https://explore.psychsafety.com/?node=inclusion",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "power"
      ],
      "weight": 7,
      "date": "2021-05-21",
      "summary": "Argues psychological safety and inclusion are inseparable — a team is only as safe as the least safe person, and those least safe are disproportionately those already marginalised. Uses the Paradox of Tolerance and the Basecamp case to examine the political limits of PS rhetoric.",
      "keywords": [
        "inclusion",
        "politics",
        "equity",
        "diversity",
        "belonging",
        "fairness",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "not-same-for-everyone",
      "kind": "article",
      "title": "Not Same for Everyone",
      "url": "https://psychsafety.com/psychological-safety-isnt-the-same-for-everyone/",
      "page": "https://explore.psychsafety.com/?node=not-same-for-everyone",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "power"
      ],
      "weight": 7,
      "date": "2025-08-04",
      "summary": "Argues that psychological safety looks different for everyone — shaped by background, culture, neurodiversity, ability, and language — and that 'speaking up' is not only verbal. Frames this as a design problem: if safety requires neurotypical, Western norms, it excludes those who need it most.",
      "keywords": [
        "same",
        "everyone",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "creativity",
      "kind": "article",
      "title": "PS & Creativity",
      "url": "https://psychsafety.com/psychological-safety-and-creativity/",
      "page": "https://explore.psychsafety.com/?node=creativity",
      "author": "Jade Garratt",
      "themes": [
        "stories",
        "equity"
      ],
      "weight": 6,
      "date": "2025-07-25",
      "summary": "Traces psychological safety's roots in Carl Rogers' 1954 theory of creativity. Shows Rogers' three conditions for creative safety and applies them to the structural gaps that suppress creativity at work, including the reproduction of power through education and management systems.",
      "keywords": [
        "creativity",
        "story",
        "case study",
        "example",
        "real world",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "personal-lives",
      "kind": "article",
      "title": "PS in Personal Lives",
      "url": "https://psychsafety.com/psychological-safety-in-our-personal-lives/",
      "page": "https://explore.psychsafety.com/?node=personal-lives",
      "author": "Jade Garratt",
      "themes": [
        "stories",
        "individual"
      ],
      "weight": 5,
      "date": "2025-04-17",
      "summary": "Examines how psychological safety operates in personal life — family, friendships, social groups — and what the workplace literature can learn from it. Uses research on student social dynamics to show that familiarity can sometimes increase rather than reduce the cost of speaking up.",
      "keywords": [
        "personal",
        "lives",
        "story",
        "case study",
        "example",
        "real world",
        "individual",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "whistleblowing",
      "kind": "article",
      "title": "Whistleblowing & PS",
      "url": "https://psychsafety.com/whistleblowing-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=whistleblowing",
      "author": "Jade Garratt",
      "themes": [
        "equity",
        "power"
      ],
      "weight": 6,
      "date": "2025-12-04",
      "summary": "Distinguishes whistleblowing from everyday voice — they sit at different ends of a spectrum of disclosure. Argues PS is the condition that makes routine relational voice possible; whistleblowing is what happens when that has failed, often at significant personal cost.",
      "keywords": [
        "whistleblowing",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "ps-bravery",
      "kind": "article",
      "title": "Psychological Bravery",
      "url": "https://psychsafety.com/psychological-bravery/",
      "page": "https://explore.psychsafety.com/?node=ps-bravery",
      "author": "Tom Geraghty",
      "themes": [
        "individual",
        "voice"
      ],
      "weight": 6,
      "date": "2025-12-18",
      "summary": "Critiques the 'psychological bravery' framing as an individualistic, privilege-adjacent substitution for creating structurally safe conditions. Drawing on Goffman's face-work, argues bravery is a cost not a solution — the work is to reduce the cost, not exhort people to pay it anyway.",
      "keywords": [
        "psychological",
        "bravery",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour"
      ]
    },
    {
      "id": "ps-flexibility",
      "kind": "article",
      "title": "Psychological Flexibility",
      "url": "https://psychsafety.com/psychological-flexibility/",
      "page": "https://explore.psychsafety.com/?node=ps-flexibility",
      "author": "Jade Garratt",
      "themes": [
        "individual",
        "practice"
      ],
      "weight": 5,
      "date": "2026-03-19",
      "summary": "Distinguishes psychological flexibility (an ACT-based individual capacity) from psychological safety (a group phenomenon). Uses a library story to show that safety cannot be retroactively applied — and that reaching for PS as a frame for every interpersonal discomfort misrepresents both concepts.",
      "keywords": [
        "psychological",
        "flexibility",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "dei-ps",
      "kind": "article",
      "title": "PS Should Support DEI",
      "url": "https://psychsafety.com/psychological-safety-should-support-dei-not-replace-it/",
      "page": "https://explore.psychsafety.com/?node=dei-ps",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "power"
      ],
      "weight": 6,
      "date": "2024-08-09",
      "summary": "Argues directly against presenting psychological safety as 'the new DEI' or a replacement for structural equity work. Pushes back on the 'DEI didn't work' narrative and insists PS must support DEI, not substitute for it — or it becomes cover for abandoning equity work.",
      "keywords": [
        "should",
        "support",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "colution",
      "kind": "article",
      "title": "Colution",
      "url": "https://psychsafety.com/colution/",
      "page": "https://explore.psychsafety.com/?node=colution",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "complexity"
      ],
      "weight": 4,
      "date": "2025-04-07",
      "summary": "Defines 'colution' — a co-created solution that none of the contributors could have reached alone. Distinguishes genuine collaboration from compromise, and frames the colution as the target of psychologically safe dialogue rather than a negotiated middle ground.",
      "keywords": [
        "colution",
        "collaboration",
        "co-evolution",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "complexity",
        "complex systems",
        "emergence"
      ]
    },
    {
      "id": "individual-resilience",
      "kind": "article",
      "title": "Individual Resilience",
      "url": "https://psychsafety.com/individual-resilience/",
      "page": "https://explore.psychsafety.com/?node=individual-resilience",
      "author": "Jade Garratt",
      "themes": [
        "individual",
        "power"
      ],
      "weight": 6,
      "date": "2025-10-31",
      "summary": "Critiques the framing of individual resilience and 'grit' as responses to unsafe or difficult working conditions. Argues asking individuals to absorb systemic costs is a category error — and that resilience discourse frequently functions to absolve organisations of structural responsibility.",
      "keywords": [
        "individual",
        "resilience",
        "personal",
        "self",
        "wellbeing",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "psychological-safety-wellbeing",
      "kind": "article",
      "title": "PS & Wellbeing",
      "url": "https://psychsafety.com/psychological-safety-and-wellbeing/",
      "page": "https://explore.psychsafety.com/?node=psychological-safety-wellbeing",
      "author": "Tom Geraghty",
      "themes": [
        "individual"
      ],
      "weight": 5,
      "date": "2024-06-28",
      "summary": "Examines the relationship between psychological safety and wellbeing — closely connected but distinct. Argues conflating them produces a category error: PS is a group belief about interpersonal risk, wellbeing is a broader multi-dimensional state. Both matter; they're not interchangeable.",
      "keywords": [
        "wellbeing",
        "individual",
        "personal",
        "self"
      ]
    },
    {
      "id": "practices-foster",
      "kind": "article",
      "title": "Practices that Foster PS",
      "url": "https://psychsafety.com/practices-that-foster-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=practices-foster",
      "author": "Tom Geraghty",
      "themes": [
        "practice"
      ],
      "weight": 6,
      "date": "2025-07-04",
      "summary": "Reports original survey research on which practices most effectively foster psychological safety. Finds Social Contracts / Team Charters top the list, followed by Retrospectives and the Circle of Safety, with Lean Coffee as a surprising high finisher.",
      "keywords": [
        "practices",
        "foster",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "exercises",
      "kind": "article",
      "title": "Workshop Exercises",
      "url": "https://psychsafety.com/three-simple-exercises-to-build-psychological-safety-in-your-team/",
      "page": "https://explore.psychsafety.com/?node=exercises",
      "author": "Tom Geraghty",
      "themes": [
        "practice"
      ],
      "weight": 5,
      "date": "2020-09-24",
      "summary": "Describes four concrete workshop exercises for building psychological safety: Values and Behaviours, the Fear Conversation, retrospectives, and the PS quadrant. Frames them as doing/discovery tools rather than standalone fixes — the work is ecological, these are entry points.",
      "keywords": [
        "workshop",
        "exercises",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "quadrant",
      "kind": "article",
      "title": "PS Quadrant",
      "url": "https://psychsafety.com/psychological-safety-team-performance-exercise/",
      "page": "https://explore.psychsafety.com/?node=quadrant",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "measurement"
      ],
      "weight": 6,
      "date": "2021-04-09",
      "summary": "Introduces the four-quadrant model plotting psychological safety against drive to perform — producing Apathy, Comfort Zone, Anxiety Zone, and High Performance. Argues performance requires both axes, and that the least safe person is the team's actual measure.",
      "keywords": [
        "quadrant",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data"
      ]
    },
    {
      "id": "circle",
      "kind": "article",
      "title": "Circle of Safety",
      "url": "https://psychsafety.com/the-psychological-safety-in-out-exercise/",
      "page": "https://explore.psychsafety.com/?node=circle",
      "author": "Tom Geraghty",
      "themes": [
        "practice"
      ],
      "weight": 4,
      "date": "2020-08-06",
      "summary": "Describes the Circle of Safety exercise: drawing a circle and populating it with safe and unsafe behaviours as a team. Shows how the exercise surfaces norms, builds shared language, and makes implicit expectations explicit — the foundation of any contracting process.",
      "keywords": [
        "circle",
        "safety",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "scaling",
      "kind": "article",
      "title": "Scaling PS",
      "url": "https://psychsafety.com/scaling-psychological-safety-across-your-organisation/",
      "page": "https://explore.psychsafety.com/?node=scaling",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "org-design"
      ],
      "weight": 6,
      "date": "2021-12-23",
      "summary": "Describes four strategies for scaling psychological safety beyond individual teams: Shining Star, Community of Excellence, Rebel Alliance, and Transformation Programme. Frames scaling as a long-term ecological project, not a programme rollout.",
      "keywords": [
        "scaling",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org"
      ]
    },
    {
      "id": "seven-behaviours",
      "kind": "article",
      "title": "Seven Harmful Behaviours",
      "url": "https://psychsafety.com/seven-behaviours-damage-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=seven-behaviours",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "power"
      ],
      "weight": 5,
      "date": "2020-10-29",
      "summary": "Catalogues seven common behaviours that damage psychological safety in the workplace: bullying, poor responses to bad news, broken promises, keeping the wrong people in the room, self-aggrandising, inconsistency, and the seven verbal patterns that signal unsafety.",
      "keywords": [
        "seven",
        "harmful",
        "behaviours",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "power",
        "hierarchy",
        "status"
      ]
    },
    {
      "id": "team-charters",
      "kind": "article",
      "title": "Team Charters",
      "url": "https://psychsafety.com/psychological-safety-80-team-charters/",
      "page": "https://explore.psychsafety.com/?node=team-charters",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "org-design"
      ],
      "weight": 6,
      "date": "2022-10-07",
      "summary": "Introduces team charters as the team-level version of personal user manuals — co-created documents that make shared values, expectations, and ways of working explicit. Argues the process of creating a charter is often as valuable as the artefact itself.",
      "keywords": [
        "team",
        "charters",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "organisational design",
        "org design",
        "structure",
        "teams"
      ]
    },
    {
      "id": "contracting",
      "kind": "article",
      "title": "Contracting & Recontracting",
      "url": "https://psychsafety.com/contracting-and-recontracting/",
      "page": "https://explore.psychsafety.com/?node=contracting",
      "author": "Jade Garratt",
      "themes": [
        "practice",
        "voice"
      ],
      "weight": 6,
      "date": "2026-04-16",
      "summary": "Examines contracting and recontracting as everyday practices for surface assumptions before they become friction. Draws on Eric Berne's TA-based definition to show how explicit bilateral commitment reduces the misaligned mental models that generate interpersonal conflict.",
      "keywords": [
        "contracting",
        "recontracting",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns"
      ]
    },
    {
      "id": "lean-coffee",
      "kind": "article",
      "title": "Lean Coffee",
      "url": "https://psychsafety.com/psychological-safety-93-lean-coffee/",
      "page": "https://explore.psychsafety.com/?node=lean-coffee",
      "author": "Tom Geraghty",
      "themes": [
        "practice"
      ],
      "weight": 4,
      "date": "2023-01-06",
      "summary": "Introduces Lean Coffee as a facilitation format that builds the agenda from the group rather than imposing it. Shows how the structure democratises speaking and distributes power — making it a practical PS tool for agenda-less, inclusive meetings.",
      "keywords": [
        "lean",
        "coffee",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "spectra-participation",
      "kind": "article",
      "title": "Spectra of Participation",
      "url": "https://psychsafety.com/spectra-of-participation/",
      "page": "https://explore.psychsafety.com/?node=spectra-participation",
      "author": "Jade Garratt",
      "themes": [
        "practice",
        "equity"
      ],
      "weight": 5,
      "date": "2025-03-07",
      "summary": "Examines different spectra of participation — from informing to co-creation — and shows how 'inviting participation' often means feedback on already-made decisions. Argues genuine PS requires clarity about what's actually up for change, not just the appearance of consultation.",
      "keywords": [
        "spectra",
        "participation",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "equity",
        "inclusion",
        "diversity",
        "belonging"
      ]
    },
    {
      "id": "dont-bring-problems",
      "kind": "article",
      "title": "Don't Bring Me Problems",
      "url": "https://psychsafety.com/bring-me-solutions-not-problems/",
      "page": "https://explore.psychsafety.com/?node=dont-bring-problems",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "voice"
      ],
      "weight": 5,
      "date": "2021-11-15",
      "summary": "Analyses the 'don't bring me problems, bring me solutions' instruction through four scenarios — from worst case (hidden problems) to best case (collaborative resolution). Shows why the instruction suppresses critical information and how to reframe it without abandoning accountability.",
      "keywords": [
        "bring",
        "problems",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns"
      ]
    },
    {
      "id": "fist-of-five",
      "kind": "article",
      "title": "Fist of Five Critique",
      "url": "https://psychsafety.com/the-fist-of-five/",
      "page": "https://explore.psychsafety.com/?node=fist-of-five",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "measurement"
      ],
      "weight": 5,
      "date": "2025-12-19",
      "summary": "Critiques the Fist of Five as a measurement tool for real-time psychological safety. Shows it is subject to consensus bias, has accessibility issues, misrepresents PS as a single dimension, and — most critically — can only be answered honestly in conditions of existing safety.",
      "keywords": [
        "fist",
        "five",
        "critique",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "measurement",
        "measuring",
        "metrics"
      ]
    },
    {
      "id": "pace",
      "kind": "article",
      "title": "PACE Assertiveness",
      "url": "https://psychsafety.com/pace-graded-assertiveness/",
      "page": "https://explore.psychsafety.com/?node=pace",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "practice",
        "safety"
      ],
      "weight": 5,
      "date": "2024-04-05",
      "summary": "Introduces PACE graded assertiveness — Probe, Alert, Challenge, Emergency — as a structured escalation framework for voice across power gradients. Developed within CRM, it gives people a shared vocabulary for calibrating directness to urgency without defaulting to aggression.",
      "keywords": [
        "pace",
        "assertiveness",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques"
      ]
    },
    {
      "id": "feedback",
      "kind": "article",
      "title": "Feedback & PS",
      "url": "https://psychsafety.com/feedback-in-the-workplace/",
      "page": "https://explore.psychsafety.com/?node=feedback",
      "author": "Jade Garratt & Tom Geraghty",
      "themes": [
        "practice",
        "voice"
      ],
      "weight": 6,
      "date": "2025-06-27",
      "summary": "A Psychological Safety Research Pulse survey by Jade Garratt and Tom Geraghty (n=61) on how workplace feedback affects both performance and psychological safety. It complicates the idea that feedback is uniformly beneficial: around two-thirds of respondents said feedback often or sometimes aided their learning and development, yet 80% reported it sometimes or often undermined their confidence or motivation, and two-thirds found it frequently irrelevant or without impact. The effect on psychological safety was strikingly bimodal rather than neutral: though the average sat at 'no effect', 42% felt feedback had generally left them less safe while 39% felt it had left them more safe, a split read as evidence that feedback is delivered well in some settings and badly in others. The piece sets this beside the practice's workshop data, in which participants typically judge roughly a quarter of the feedback received across their careers to have helped, half to have been useless, and a quarter to have been actively detrimental. The conclusion is that the problem is not feedback as such but its delivery: tone, timing, relevance, and whether it is framed as an act of learning or as judgement; feedback is one of the most powerful levers on psychological safety, but only when it reinforces dignity and relevance rather than threat. The finding that a large share of feedback is experienced as harmful closely echoes Kluger and DeNisi's meta-analytic result that over a third of feedback interventions reduce performance.",
      "keywords": [
        "feedback",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour"
      ]
    },
    {
      "id": "ps-familiarity",
      "kind": "article",
      "title": "PS Familiarity",
      "url": "https://psychsafety.com/research-how-familiar-are-people-with-the-concept-of-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=ps-familiarity",
      "author": "Jade Garratt & Tom Geraghty",
      "themes": [
        "measurement",
        "history"
      ],
      "weight": 5,
      "date": "2025-06-13",
      "summary": "A Psychological Safety Research Pulse survey (n=121) on how familiar people in their workplace are with the concept of psychological safety. Responses form a broadly normal, middle-ground distribution: most people have heard of the term but few consider themselves experts, and a solid minority have yet to encounter it. Familiarity was highest in consulting, healthcare, finance, and technology, and lower in education and government. The overall picture is of awareness that is growing but still uneven, and a caution against the psychological safety community's 'bubble' assumption that everyone already knows what the term means.",
      "keywords": [
        "familiarity",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data",
        "history",
        "origins",
        "history of psychological safety"
      ]
    },
    {
      "id": "icebreakers",
      "kind": "article",
      "title": "Icebreakers",
      "url": "https://psychsafety.com/icebreakers/",
      "page": "https://explore.psychsafety.com/?node=icebreakers",
      "author": "Tom Geraghty",
      "themes": [
        "practice"
      ],
      "weight": 4,
      "date": "2024-04-12",
      "summary": "Examines icebreakers as a PS practice — not as a ritual warm-up but as deliberate inclusion design. Argues that badly run icebreakers actively damage safety, and offers criteria for icebreakers that genuinely reduce the cost of first participation for everyone in the room.",
      "keywords": [
        "icebreakers",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "retrospectives",
      "kind": "article",
      "title": "Retrospectives",
      "url": "https://psychsafety.com/the-power-of-retrospectives-in-building-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=retrospectives",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "safety"
      ],
      "weight": 5,
      "date": "2023-12-01",
      "summary": "Examines retrospectives as a foundational PS practice — the structured reflection that surfaces what actually happened vs what was supposed to. Argues PS is a prerequisite for effective retrospectives: without it, the messy reality stays hidden behind the official account.",
      "keywords": [
        "retrospectives",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents"
      ]
    },
    {
      "id": "you-cant-fix-secret",
      "kind": "article",
      "title": "You Can't Fix a Secret",
      "url": "https://psychsafety.com/you-cant-fix-a-secret/",
      "page": "https://explore.psychsafety.com/?node=you-cant-fix-secret",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "practice"
      ],
      "weight": 6,
      "date": "2025-05-30",
      "summary": "Argues that the most dangerous organisational problems are the ones people have learned it isn't safe to raise. Uses the Dekker epigram and Conklin's 'blame is emotionally important, not operationally important' to show how blame produces the silence that makes problems unfixable.",
      "keywords": [
        "secret",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "barriers",
      "kind": "article",
      "title": "Barriers to PS",
      "url": "https://psychsafety.com/barriers-to-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=barriers",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "power"
      ],
      "weight": 6,
      "date": "2025-07-18",
      "summary": "Reports survey research (with Jade Garratt) on the experiential barriers to speaking up at work, based on 138 responses (62% including free-text commentary). Finds 'I don't think it will make a difference anyway' is the single most common barrier — perceptions of futility are as powerful as fear of punishment — and every one of the twelve barriers offered appeared in someone's top three, showing how individually varied silence actually is. A Jaccard co-occurrence analysis shows fears cluster rather than operating independently: punishment and being seen as a troublemaker co-occur most tightly, with futility linked to both, meaning addressing one fear in isolation typically leaves others intact. Three archetypes emerge from the clustering: Fear-Averse (dominated by punishment, stigma and futility), Competence-Anxious (fear of seeming incompetent, uncertainty about scope), and Cynical-Conformist (driven overwhelmingly by futility and conformity pressure, with comparatively low concern about punishment itself) — the last group a striking real-world instance of 'not scared, just not convinced it matters' silence, distinct from fear-based silence in exactly the way theorised separately in the academic literature (see Sherf, Parke & Isaakyan, 2021, on perceived impact and psychological safety as independent predictors of voice and silence respectively). Maps each archetype to different priority interventions: levelling power gradients and addressing problematic behaviour for the Fear-Averse; clearer scope, facilitation and closing the 'did it matter?' feedback loop for the Competence-Anxious; social proof, visible follow-through and diverse channels for speaking up for the Cynical-Conformist. Qualitative themes reinforce the quantitative clusters: doubts that anonymous channels are truly anonymous, the emotional labour and relationship risk of 'burning bridges,' uncertainty about scope and legitimacy, and workplace cultures where dissent is simply taboo. The central argument is that psychological safety has no single fix: it needs context-sensitive, multi-layered strategies, since what makes one person feel safe to speak up may do nothing for someone driven by a different underlying concern.",
      "keywords": [
        "barriers",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "conways-law",
      "kind": "article",
      "title": "Conway's Law",
      "url": "https://psychsafety.com/psychological-safety-conways-law/",
      "page": "https://explore.psychsafety.com/?node=conways-law",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "complexity"
      ],
      "weight": 5,
      "date": "2023-02-17",
      "summary": "Examines Conway's Law — any organisation will produce designs that copy its communication structure. Applies the Inverse Conway Manoeuvre and Team Topologies to show how restructuring teams to match desired system architecture can reshape both what gets built and who can speak.",
      "keywords": [
        "conway",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive"
      ]
    },
    {
      "id": "mythical-man",
      "kind": "article",
      "title": "Mythical Man Month",
      "url": "https://psychsafety.com/psychological-safety-66-the-mythical-man-month/",
      "page": "https://explore.psychsafety.com/?node=mythical-man",
      "author": "Tom Geraghty",
      "themes": [
        "org-design"
      ],
      "weight": 4,
      "date": "2022-07-01",
      "summary": "Examines Fred Brooks' Mythical Man Month — particularly Brooks' Law that adding people to a late project makes it later. Connects communication complexity and wait-time theory to show why team size has non-linear effects on both flow and psychological safety.",
      "keywords": [
        "Mythical Man Month",
        "Brooks's law",
        "adding people",
        "software",
        "mythical",
        "month",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org"
      ]
    },
    {
      "id": "agile",
      "kind": "article",
      "title": "PS & Agile",
      "url": "https://psychsafety.com/psychological-safety-and-agile-teams/",
      "page": "https://explore.psychsafety.com/?node=agile",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "practice"
      ],
      "weight": 5,
      "date": "2020-08-27",
      "summary": "Maps Agile's Prime Directive onto the PS calculus: both treat systemic blamelessness as the precondition for learning and improvement. Shows how Agile's Minimum Viable Product, retrospectives, and iterative delivery are practical expressions of psychologically safe working.",
      "keywords": [
        "agile",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "info-security",
      "kind": "article",
      "title": "PS & Info Security",
      "url": "https://psychsafety.com/psychological-safety-and-information-security/",
      "page": "https://explore.psychsafety.com/?node=info-security",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "practice"
      ],
      "weight": 5,
      "date": "2020-08-21",
      "summary": "Argues that blame culture is a primary cause of hidden security breaches — people conceal mistakes rather than report them. Makes the case for blameless post-mortems in security contexts and shows how most major breaches involve human error suppressed by fear of consequences.",
      "keywords": [
        "info",
        "security",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques"
      ]
    },
    {
      "id": "devops",
      "kind": "article",
      "title": "DevOps & PS",
      "url": "https://psychsafety.com/devops-for-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=devops",
      "author": "Balázs Szakmáry",
      "themes": [
        "org-design"
      ],
      "weight": 5,
      "date": "2024-05-23",
      "summary": "Examines DevOps as a sociotechnical system that depends on psychological safety to function. Shows how CI/CD feedback loops, blameless post-mortems, and collaborative incident response all require the conditions that PS creates — and fail without them.",
      "keywords": [
        "devops",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org"
      ]
    },
    {
      "id": "remote",
      "kind": "article",
      "title": "PS in Remote Teams",
      "url": "https://psychsafety.com/psychological-safety-in-remote-teams/",
      "page": "https://explore.psychsafety.com/?node=remote",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "practice"
      ],
      "weight": 5,
      "date": "2020-10-30",
      "summary": "Examines psychological safety in remote and virtual teams, synthesising research showing co-location has no measurable impact on performance when PS is present. Offers ten evidence-based interventions specific to remote contexts.",
      "keywords": [
        "remote",
        "teams",
        "organisational design",
        "org design",
        "structure",
        "org",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "burnout",
      "kind": "article",
      "title": "Burnout & PS",
      "url": "https://psychsafety.com/burnout/",
      "page": "https://explore.psychsafety.com/?node=burnout",
      "author": "Tom Geraghty",
      "themes": [
        "individual",
        "power"
      ],
      "weight": 6,
      "date": "2023-08-03",
      "summary": "Burnout has many causes, most of them systemic and structural — excessive workload, chronic time pressure, relational conflict, lack of control, sustained cognitive overload — rather than a failure of individual resilience or coping. The article's central claim is that low psychological safety significantly increases the risk of burnout: when people feel unable to ask for help, flag that workload is becoming unsustainable, or admit they are overwhelmed, burnout becomes far more likely. Recognising this reframes burnout as a signal (sometimes a weak one, but an important one) that the conditions for open communication aren't yet in place — and those are things organisations can change. In higher-safety environments people can say the things that protect them: I made a mistake; I need help; I can't take on more right now; I'm feeling overwhelmed; please be patient with me — and colleagues are more likely to step in and support before anyone burns out. Draws on research including Kerrissey et al. linking psychological safety to clinician wellbeing. The throughline: burnout is not an individual's weakness to be coached away, but a structural condition that psychological safety helps prevent.",
      "keywords": [
        "burnout",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "cognitive-load",
      "kind": "article",
      "title": "Cognitive Load",
      "url": "https://psychsafety.com/cognitive-load-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=cognitive-load",
      "author": "Tom Geraghty",
      "themes": [
        "individual",
        "practice"
      ],
      "weight": 5,
      "date": "2023-03-16",
      "summary": "Argues that psychological safety and cognitive load are mutually reinforcing: psychological safety frees up capacity by removing the need to run constant mental risk calculations before asking for help, while high cognitive load pushes people toward silence because they lack the spare capacity to run those same calculations properly. Built on Sweller's Cognitive Load Theory (1988) and a three-part model adapted from Fraser et al.'s (2018) work on debriefing simulations: intrinsic cognition (what you already know), extraneous cognition (external information and distractions you must process), and germane cognition (the active problem-solving and learning that actually gets the job done, and through which learning moves from short-term to long-term memory). Good task design, on this account, protects space for germane cognition by minimising extraneous load — through better information access, fewer distractions, easier tools, or simply someone else's help. Speaking up sits squarely inside this: drawing on Amy Edmondson's account of the 'tacit calculus' run before any risky action ('if I do X here, will I be hurt, embarrassed or criticised?'), the piece argues that this constant, largely unconscious risk assessment is itself cognitively expensive, and that under high load there's less spare capacity to run it well, so silence becomes the default. Psychological safety cuts this cost twice over: it removes the need to run the calculus at all when asking a genuine question, and even where it still runs, simply knowing help is available reduces the anxiety that would otherwise consume germane capacity — connecting to Csikszentmihalyi's concept of Flow, which depends on that same freed-up capacity. Extends the idea to the team level via Skelton and Pais's Team Topologies: a team's cognitive load is roughly the sum of its members' load plus the scale of the system or domain it owns, which is why teams tend to grow as their systems grow — but since more people also raises cognitive load, the more durable fix is usually to decompose the system into smaller domains owned by smaller teams, not to keep adding headcount to one large team. Concludes that psychological safety and cognitive load management are jointly necessary for learning and performance, and that reducing colleagues' cognitive load is as much a shared team responsibility as fostering their psychological safety.",
      "keywords": [
        "cognitive",
        "load",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "theory-of-constraints",
      "kind": "article",
      "title": "Theory of Constraints",
      "url": "https://psychsafety.com/the-theory-of-constraints/",
      "page": "https://explore.psychsafety.com/?node=theory-of-constraints",
      "author": "Tom Geraghty",
      "themes": [
        "complexity",
        "org-design"
      ],
      "weight": 5,
      "date": "2023-12-15",
      "summary": "Applies Goldratt's Theory of Constraints to the PS and information flow problem. Argues that in many organisations, the bottleneck is not throughput or capacity but the constraints on information moving through the system — and that PS is the primary lever on that constraint.",
      "keywords": [
        "constraints",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org"
      ]
    },
    {
      "id": "sociotechnical",
      "kind": "article",
      "title": "Sociotechnical Theory",
      "url": "https://psychsafety.com/sociotechnical-theory/",
      "page": "https://explore.psychsafety.com/?node=sociotechnical",
      "author": "Tom Geraghty",
      "themes": [
        "ecological",
        "org-design"
      ],
      "weight": 5,
      "date": "2023-06-09",
      "summary": "Introduces sociotechnical theory — developed at Tavistock in the 1950s — as the framework for understanding organisations as complex adaptive systems in which social and technical elements co-evolve and cannot be improved independently.",
      "keywords": [
        "sociotechnical",
        "ecology",
        "ecological",
        "systems",
        "nature",
        "resilience",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org"
      ]
    },
    {
      "id": "westerns-typologies",
      "kind": "article",
      "title": "Westrum's Typologies",
      "url": "https://psychsafety.com/psychological-safety-81-westrums-cultural-typologies/",
      "page": "https://explore.psychsafety.com/?node=westerns-typologies",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "models"
      ],
      "weight": 6,
      "date": "2022-10-14",
      "summary": "Explains Westrum's three cultural typologies — pathological, bureaucratic, generative — and their relationship to how information flows. Argues information flow is both a predictor of organisational health and a diagnostic: how news travels tells you everything about what the system values.",
      "keywords": [
        "westrum",
        "typologies",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "dunbar",
      "kind": "article",
      "title": "Dunbar's Number & Team Size",
      "url": "https://psychsafety.com/psychological-safety-82-dunbars-number-and-team-size/",
      "page": "https://explore.psychsafety.com/?node=dunbar",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "complexity"
      ],
      "weight": 5,
      "date": "2022-10-21",
      "summary": "Applies Dunbar's Number — the ~150 person cognitive limit on stable relationships — to team design and organisational structure. Shows the evolutionary basis for the limit and its practical implications for when organisations should split, restructure, or form distinct units.",
      "keywords": [
        "Dunbar's number",
        "team size",
        "group size",
        "150",
        "dunbar",
        "number",
        "team",
        "size",
        "organisational design",
        "org design",
        "structure",
        "teams"
      ]
    },
    {
      "id": "tuckman",
      "kind": "article",
      "title": "Tuckman's Model",
      "url": "https://psychsafety.com/psychological-safety-88-tuckmans-model/",
      "page": "https://explore.psychsafety.com/?node=tuckman",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "models"
      ],
      "weight": 5,
      "date": "2022-12-02",
      "summary": "Critically examines team longevity, Tuckman's Forming/Storming/Norming/Performing model, and the difference between short-lived and long-lived teams. Shows how trust, process improvement, and PS all develop with team longevity — and what that means for how we design team structures.",
      "keywords": [
        "tuckman",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "command-control",
      "kind": "article",
      "title": "Command & Control",
      "url": "https://psychsafety.com/psychological-safety-56-command-control/",
      "page": "https://explore.psychsafety.com/?node=command-control",
      "author": "Tom Geraghty",
      "themes": [
        "power"
      ],
      "weight": 6,
      "date": "2022-06-06",
      "summary": "Examines command-and-control management as a historically dominant paradigm that directly suppresses voice. Traces its roots through Taylorism and shows why many managers default to it — not from malice but from lack of an alternative model for what 'good' looks like.",
      "keywords": [
        "command",
        "control",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "johari-window",
      "kind": "article",
      "title": "Johari Window",
      "url": "https://psychsafety.com/the-johari-window/",
      "page": "https://explore.psychsafety.com/?node=johari-window",
      "author": "Jade Garratt",
      "themes": [
        "practice",
        "models"
      ],
      "weight": 5,
      "date": "2024-08-16",
      "summary": "Introduces the Johari Window — Open, Hidden, Blind Spot, Unknown — as a framework for self-awareness and feedback. Examines its usefulness as an accessible model while noting that expanding the Open quadrant requires the psychological safety to receive and give honest feedback.",
      "keywords": [
        "johari",
        "window",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "humble-inquiry",
      "kind": "article",
      "title": "Schein's Humble Inquiry",
      "url": "https://psychsafety.com/edgar-scheins-humble-inquiry/",
      "page": "https://explore.psychsafety.com/?node=humble-inquiry",
      "author": "Jade Garratt",
      "themes": [
        "practice",
        "voice"
      ],
      "weight": 6,
      "date": "2024-08-01",
      "summary": "Introduces Edgar Schein's Humble Inquiry — the art of asking questions you don't already know the answer to. Uses a library mushroom story to show how a 'telling' approach forecloses dialogue, and why genuine curiosity is the precondition for the information leaders most need.",
      "keywords": [
        "schein",
        "humble",
        "inquiry",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence"
      ]
    },
    {
      "id": "transactional-analysis",
      "kind": "article",
      "title": "Transactional Analysis",
      "url": "https://psychsafety.com/transactional-analysis/",
      "page": "https://explore.psychsafety.com/?node=transactional-analysis",
      "author": "Jade Garratt",
      "themes": [
        "practice",
        "models"
      ],
      "weight": 5,
      "date": "2025-05-15",
      "summary": "Applies Eric Berne's Transactional Analysis — Parent, Adult, Child ego states — to workplace dynamics. Shows how crossed transactions (a peer responding from Parent, a leader triggering Child) reproduce unhealthy patterns, and how Adult-to-Adult communication is the target register for PS.",
      "keywords": [
        "transactional",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "trust",
      "kind": "article",
      "title": "PS & Trust",
      "url": "https://psychsafety.com/the-difference-between-trust-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=trust",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "voice",
        "power",
        "models"
      ],
      "weight": 9,
      "date": "2020-11-16",
      "summary": "A thorough examination of why trust and psychological safety are related but not interchangeable, and why the distinction matters in practice. Defines interpersonal trust as a willingness to accept vulnerability based on expectations of another's behaviour (Rousseau et al., 1998), resting on three judgments — ability, benevolence and integrity (Mayer et al., 1995) — which resolve into two dimensions: cognitive trust (belief in competence) and affective trust (belief in care and intention) (McAllister, 1995). The critical departure: trust is personal and individual; psychological safety is a shared property of a group (Edmondson, 1999). We can trust someone completely and still not feel safe to say 'I need help' or 'I disagree.' High cognitive trust can work against challenge: the more we trust someone's expertise, the less we credit our own dissenting read, so the challenge never forms. Trust's dark side includes groupthink, normalisation of deviance, and exploitation finding cover in reduced vigilance (Gargiulo and Ertug, 2006). Reducing psychological safety to trust is a leader-centric move that locates the problem and solution in the warmth of individual relationships rather than in structural incentives and power gradients. What PS actually requires is changing what it costs to speak across the gradient, or changing the gradient itself.",
      "keywords": [
        "trust",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour"
      ]
    },
    {
      "id": "ooda-loop",
      "kind": "article",
      "title": "OODA Loop",
      "url": "https://psychsafety.com/john-boyd-and-the-ooda-loop/",
      "page": "https://explore.psychsafety.com/?node=ooda-loop",
      "author": "Tom Geraghty",
      "themes": [
        "complexity",
        "practice"
      ],
      "weight": 5,
      "date": "2024-01-18",
      "summary": "Introduces John Boyd's OODA Loop — Observe, Orient, Decide, Act — and argues psychological safety is the precondition for rapid sense-making. Shows how distorted information inputs (from silence or fear) corrupt the Orient step and produce systematically worse decisions.",
      "keywords": [
        "ooda",
        "loop",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "growth-mindset",
      "kind": "article",
      "title": "Growth Mindset",
      "url": "https://psychsafety.com/growth-mindset/",
      "page": "https://explore.psychsafety.com/?node=growth-mindset",
      "author": "Jade Garratt",
      "themes": [
        "models",
        "practice"
      ],
      "weight": 5,
      "date": "2026-01-16",
      "summary": "Examines Dweck's growth mindset theory and its relationship to psychological safety. Argues the two concepts are complementary but distinct — growth mindset addresses individual beliefs about ability, while PS addresses the structural conditions that either make those beliefs actionable or irrelevant.",
      "keywords": [
        "growth",
        "mindset",
        "model",
        "framework",
        "theory",
        "concept",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "neurodiversity",
      "kind": "article",
      "title": "PS & Neurodiversity",
      "url": "https://psychsafety.com/psychological-safety-and-neurodiversity/",
      "page": "https://explore.psychsafety.com/?node=neurodiversity",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "individual"
      ],
      "weight": 6,
      "date": "2024-07-26",
      "summary": "Argues that PS discourse has historically defaulted to neurotypical, Western, white-collar norms — and that this exclusion is particularly acute for neurodiverse people. Shows how common PS prescriptions (sustained eye contact, verbal fluency, spontaneous interaction) directly suppress those they claim to include.",
      "keywords": [
        "neurodiversity",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "stuttering",
      "kind": "article",
      "title": "Stuttering & Stammering",
      "url": "https://psychsafety.com/stuttering-and-stammering/",
      "page": "https://explore.psychsafety.com/?node=stuttering",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "individual"
      ],
      "weight": 5,
      "date": "2023-10-19",
      "summary": "Examines stutters and stammers in the context of psychological safety. Uses a first-person account of childhood speech therapy and a later-developing stutter to frame voice as including how as well as what — and challenges the pathologisation of speech difference.",
      "keywords": [
        "stuttering",
        "stammering",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "eye-contact",
      "kind": "article",
      "title": "Eye Contact & PS",
      "url": "https://psychsafety.com/dont-look-me-in-the-eye-the-challenge-of-eye-contact/",
      "page": "https://explore.psychsafety.com/?node=eye-contact",
      "author": "Navya Adhikarla",
      "themes": [
        "equity",
        "individual"
      ],
      "weight": 5,
      "date": "2023-10-30",
      "summary": "A critical analysis of a Harvard Business School paper claiming eye gaze builds psychological safety. Argues that prescribing sustained eye contact as a leadership behaviour enforces Western, neurotypical norms — making those already least safe feel less safe, not more.",
      "keywords": [
        "contact",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "accessibility",
      "kind": "article",
      "title": "Accessibility & PS",
      "url": "https://psychsafety.com/accessibility-a-road-to-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=accessibility",
      "author": "Navya Adhikarla",
      "themes": [
        "equity",
        "individual"
      ],
      "weight": 5,
      "date": "2025-02-14",
      "summary": "Argues accessibility and psychological safety are not separate initiatives but mutually reinforcing conditions. Introduces 'psychological accessibility' as a concept — the invisible barriers in workplace interaction that prevent authentic engagement for neurodiverse and disabled people.",
      "keywords": [
        "accessibility",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "psychosocial-safety",
      "kind": "article",
      "title": "Psychosocial Safety",
      "url": "https://psychsafety.com/psychosocial-safety/",
      "page": "https://explore.psychsafety.com/?node=psychosocial-safety",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "power"
      ],
      "weight": 6,
      "date": "2024-07-26",
      "summary": "Distinguishes psychosocial safety (regulatory, ISO 45003, Australian WHS law) from psychological safety (team climate, interpersonal risk). Argues that conflating the two causes accountability gaps — important hazards get overlooked when the terms are used interchangeably.",
      "keywords": [
        "psychosocial",
        "safety",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "conflict",
      "kind": "article",
      "title": "Conflict & Holding Environments",
      "url": "https://psychsafety.com/psychological-safety-60-conflict-and-holding-environments/",
      "page": "https://explore.psychsafety.com/?node=conflict",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "voice"
      ],
      "weight": 6,
      "date": "2022-06-06",
      "summary": "Examines conflict as a feature rather than a bug of psychologically safe environments. Introduces holding environments — the relational containers that make productive disagreement possible — and argues that suppressing conflict in the name of comfort produces far more dangerous silence.",
      "keywords": [
        "conflict",
        "holding",
        "environments",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence"
      ]
    },
    {
      "id": "weaponisation",
      "kind": "article",
      "title": "Weaponisation of PS",
      "url": "https://psychsafety.com/psychological-safety-65-weaponisation-of-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=weaponisation",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "models"
      ],
      "weight": 6,
      "date": "2022-06-24",
      "summary": "Examines how psychological safety can be weaponised — used to silence critique, justify abusive conditions, or perform safety without practicing it. Distinguishes intentional misuse from sincere misunderstanding, and argues 'begin with curiosity' is safer than 'assume positive intent'.",
      "keywords": [
        "weaponisation",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "safe-space-vs-ps",
      "kind": "article",
      "title": "PS vs Safe Space",
      "url": "https://psychsafety.com/psychological-safety-vs-a-safe-space/",
      "page": "https://explore.psychsafety.com/?node=safe-space-vs-ps",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "equity"
      ],
      "weight": 5,
      "date": "2022-12-15",
      "summary": "Draws a sharp distinction between psychological safety and safe spaces. PS enables productive challenge; safe spaces offer refuge from it. Using Amy Edmondson's original framing, argues the conflation of the two misrepresents both — and that clear language here is not pedantry but practice.",
      "keywords": [
        "safe",
        "space",
        "model",
        "framework",
        "theory",
        "concept",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "ps-not-comfortable",
      "kind": "article",
      "title": "PS ≠ Comfortable",
      "url": "https://psychsafety.com/psychological-safety-doesnt-mean-feeling-comfortable/",
      "page": "https://explore.psychsafety.com/?node=ps-not-comfortable",
      "author": "Jade Garratt",
      "themes": [
        "models",
        "voice"
      ],
      "weight": 5,
      "date": "2024-11-15",
      "summary": "Argues that psychological safety does not mean feeling comfortable — particularly for leaders. If PS is working, uncomfortable things will be said. The work is to make the conditions for that honesty possible, not to minimise the discomfort of hearing it.",
      "keywords": [
        "comfortable",
        "model",
        "framework",
        "theory",
        "concept",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour"
      ]
    },
    {
      "id": "you-have-a-body",
      "kind": "article",
      "title": "You Have a Body",
      "url": "https://psychsafety.com/you-have-a-body/",
      "page": "https://explore.psychsafety.com/?node=you-have-a-body",
      "author": "Jade Garratt",
      "themes": [
        "individual"
      ],
      "weight": 5,
      "date": "2024-12-19",
      "summary": "Introduces 'you have a body' as a foundational principle for workshops and organisational life. Argues that work has become dangerously disconnected from embodiment — and that acknowledging physical presence, nervous system, and somatic experience is a PS practice, not a distraction.",
      "keywords": [
        "have",
        "body",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "humour",
      "kind": "article",
      "title": "Humour & PS",
      "url": "https://psychsafety.com/humour-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=humour",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "individual"
      ],
      "weight": 4,
      "date": "2025-05-01",
      "summary": "Examines the role of humour in building psychological safety. Argues that good-natured comedy creates a virtuous cycle with trust and openness — and that incorporating humour into actual work (presentations, meetings, communications) is a leadership practice, not mere entertainment.",
      "keywords": [
        "humour",
        "humor",
        "laughter",
        "jokes",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "individual",
        "personal"
      ]
    },
    {
      "id": "imposter-syndrome",
      "kind": "article",
      "title": "Imposter Syndrome",
      "url": "https://psychsafety.com/psychological-safety-52-imposter-syndrome/",
      "page": "https://explore.psychsafety.com/?node=imposter-syndrome",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "equity",
        "individual"
      ],
      "weight": 5,
      "date": "2022-03-11",
      "summary": "Argues imposter syndrome is not an individual pathology but a structural response to exclusionary systems. Draws on Tulshyan and Burey to show how confidence is falsely equated with competence in male-biased contexts — and how 'treating' imposter syndrome locates the problem in the wrong place.",
      "keywords": [
        "imposter",
        "syndrome",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "ambiguity",
      "kind": "article",
      "title": "Ambiguity & Predictability",
      "url": "https://psychsafety.com/ambiguity-predictability-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=ambiguity",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "power"
      ],
      "weight": 7,
      "date": "2026-05-01",
      "summary": "Develops the two-gate framework: ambiguity failure (is it safe to speak?) and valence failure (will it matter?). Argues positive interpersonal predictability — confidence about how vulnerability will land — is the mechanism through which psychological safety actually operates.",
      "keywords": [
        "ambiguity",
        "predictability",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "chatham-house",
      "kind": "article",
      "title": "Chatham House Rule",
      "url": "https://psychsafety.com/the-chatham-house-rule/",
      "page": "https://explore.psychsafety.com/?node=chatham-house",
      "author": "Jade Garratt",
      "themes": [
        "equity",
        "practice"
      ],
      "weight": 5,
      "date": "2024-11-08",
      "summary": "Examines the Chatham House Rule as a tool for creating conditions where people speak more freely by separating what is said from who said it. Discusses when to use it, its limitations, and how it fits into the broader practice of social contracting at the start of workshops.",
      "keywords": [
        "chatham",
        "house",
        "rule",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "practice",
        "how to",
        "practical",
        "tools"
      ]
    },
    {
      "id": "sharp-blunt-end",
      "kind": "article",
      "title": "Sharp & Blunt End",
      "url": "https://psychsafety.com/the-sharp-end-blunt-end-of-education/",
      "page": "https://explore.psychsafety.com/?node=sharp-blunt-end",
      "author": "Jade Garratt",
      "themes": [
        "equity",
        "power",
        "safety"
      ],
      "weight": 6,
      "date": "2025-10-03",
      "summary": "Introduces the sharp end / blunt end distinction from safety science to education and other high-stakes contexts. Argues that decisions made at the blunt end (policy, governance, inspection) shape the conditions at the sharp end (classroom, ward, cockpit) — and that those connections are rarely visible to decision-makers.",
      "keywords": [
        "sharp",
        "blunt",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "team-safest-person",
      "kind": "article",
      "title": "Least Safe Person",
      "url": "https://psychsafety.com/a-team-is-only-as-safe-as-the-least-safe-person/",
      "page": "https://explore.psychsafety.com/?node=team-safest-person",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "measurement",
        "equity"
      ],
      "weight": 7,
      "date": "2024-11-01",
      "summary": "Argues a team is only as safe as the least safe person — and that measuring PS as an average actively hides the outlier who is suffering. Uses a bridge analogy to challenge the common practice of representing team safety as a mean score that masks individual experience.",
      "keywords": [
        "least safe person",
        "averages",
        "distribution",
        "least",
        "safe",
        "person",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "measurement"
      ]
    },
    {
      "id": "all-feedback-subjective",
      "kind": "article",
      "title": "All Feedback is Subjective",
      "url": "https://psychsafety.com/all-feedback-is-subjective/",
      "page": "https://explore.psychsafety.com/?node=all-feedback-subjective",
      "author": "Jade Garratt",
      "themes": [
        "practice",
        "models",
        "voice"
      ],
      "weight": 5,
      "date": "2025-04-04",
      "summary": "Draws on Dekker's field guide to argue all feedback is filtered through personal lenses — and that treating it as objective reporting obscures the biases shaping what gets noticed and named. Shows how gender, race, and age produce systematic patterns in who gets what feedback.",
      "keywords": [
        "feedback",
        "subjective",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "bad-management",
      "kind": "article",
      "title": "Bad Management",
      "url": "https://psychsafety.com/bad-management/",
      "page": "https://explore.psychsafety.com/?node=bad-management",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "stories"
      ],
      "weight": 5,
      "date": "2023-10-06",
      "summary": "Uses real stories from newsletter readers to examine bad management patterns — not to condemn managers but to learn from them. Frames bad management as often coming from people who don't know what good looks like, not from malice — and argues the same learning orientation applies.",
      "keywords": [
        "management",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "civility-saves-lives",
      "kind": "article",
      "title": "Civility Saves Lives",
      "url": "https://psychsafety.com/civility-saves-lives/",
      "page": "https://explore.psychsafety.com/?node=civility-saves-lives",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "stories",
        "safety"
      ],
      "weight": 6,
      "date": "2024-02-09",
      "summary": "Examines evidence from Christie Nolan and the Civility Saves Lives campaign that incivility in clinical settings directly harms patient outcomes. Argues rudeness is not merely unpleasant but operationally dangerous — and that civility is not the same as niceness but is the floor on which PS stands.",
      "keywords": [
        "civility",
        "saves",
        "lives",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "story",
        "case study",
        "example"
      ]
    },
    {
      "id": "comfort-vs-need",
      "kind": "article",
      "title": "Comfort vs Need",
      "url": "https://psychsafety.com/comfort-vs-need/",
      "page": "https://explore.psychsafety.com/?node=comfort-vs-need",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "power",
        "voice"
      ],
      "weight": 5,
      "date": "2025-04-11",
      "summary": "Distinguishes what makes people comfortable from what they actually need. Uses the example of cameras-on preferences vs the needs of those for whom cameras-off is an accessibility requirement to show how conflating comfort and need systematically disadvantages those already less safe.",
      "keywords": [
        "comfort",
        "need",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "power",
        "hierarchy",
        "status",
        "authority"
      ]
    },
    {
      "id": "counterfactuals",
      "kind": "article",
      "title": "Counterfactuals",
      "url": "https://psychsafety.com/counterfactuals/",
      "page": "https://explore.psychsafety.com/?node=counterfactuals",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "measurement"
      ],
      "weight": 5,
      "date": "2025-10-24",
      "summary": "Examines counterfactual thinking — 'if only we'd done X' — as a form of hindsight bias that sounds analytical but is fictional. Uses Friends and a major cloud outage as entry points to show how counterfactuals tidy messy reality into false clarity, hampering real learning.",
      "keywords": [
        "counterfactuals",
        "model",
        "framework",
        "theory",
        "concept",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data"
      ]
    },
    {
      "id": "digital-transformation",
      "kind": "article",
      "title": "Digital Transformation & PS",
      "url": "https://psychsafety.com/digital-transformation-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=digital-transformation",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "power"
      ],
      "weight": 5,
      "date": "2021-10-05",
      "summary": "Argues digital transformation programmes fail without psychological safety because the human substrate can't sustain the change. Maps typical organisational dysfunctions (silos, command-control, Taylorist assumptions) to the conditions PS changes — showing PS as infrastructure, not add-on.",
      "keywords": [
        "digital",
        "transformation",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "attachment-styles",
      "kind": "article",
      "title": "Attachment Styles & PS",
      "url": "https://psychsafety.com/do-attachment-styles-impact-leaders-and-therefore-psychological-safety-in-the-workplace/",
      "page": "https://explore.psychsafety.com/?node=attachment-styles",
      "author": "Tom Barron",
      "themes": [
        "individual",
        "practice"
      ],
      "weight": 5,
      "date": "2024-02-05",
      "summary": "Examines how adult attachment styles — secure, anxious, avoidant — shaped in early life influence leader behaviour and the PS conditions they create or destroy. Argues attachment theory is the missing layer in leadership development, explaining why some leaders can't be taught to behave differently.",
      "keywords": [
        "attachment",
        "styles",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "empathy",
      "kind": "article",
      "title": "Empathy & PS",
      "url": "https://psychsafety.com/empathy/",
      "page": "https://explore.psychsafety.com/?node=empathy",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "individual",
        "practice"
      ],
      "weight": 5,
      "date": "2024-04-26",
      "summary": "Examines empathy as a precondition for genuine response — and therefore for psychological safety. Draws on Carl Rogers and the risk that true empathy changes the empathiser, making it ego-threatening. Argues empathy development requires practice in seeing, not simply accumulating knowledge.",
      "keywords": [
        "empathy",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "experiments-bets-probes",
      "kind": "article",
      "title": "Experiments, Bets & Probes",
      "url": "https://psychsafety.com/experiments-bets-and-probes/",
      "page": "https://explore.psychsafety.com/?node=experiments-bets-probes",
      "author": "Tom Geraghty",
      "themes": [
        "complexity",
        "practice"
      ],
      "weight": 5,
      "date": "2024-08-22",
      "summary": "Distinguishes experiments (bounded, reversible, designed to learn), bets (committed decisions under uncertainty), and probes (small exploratory actions in complex terrain). Argues the vocabulary matters: using the right frame shapes how risk is assessed and failure is understood.",
      "keywords": [
        "experiments",
        "bets",
        "probes",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques"
      ]
    },
    {
      "id": "forced-vulnerability",
      "kind": "article",
      "title": "Forced Vulnerability",
      "url": "https://psychsafety.com/forced-vulnerability/",
      "page": "https://explore.psychsafety.com/?node=forced-vulnerability",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "power",
        "individual"
      ],
      "weight": 6,
      "date": "2025-09-26",
      "summary": "Names and dismantles 'forced vulnerability': treating personal disclosure (a biggest failure, a childhood trauma, the last time you cried) as obligation rather than choice, typically borrowed from Lencioni's Five Dysfunctions of a Team, which places 'absence of trust' as the foundational dysfunction and prescribes a trust exercise built on shared weaknesses, and from a flattened reading of Brené Brown that drops her emphasis on boundaries and consent. The central argument is that this flips causality: psychological safety enables disclosure; it isn't produced by it. Conditions precede outcomes, and trying to manufacture the outcome directly, planting fully grown trees in a desert and expecting a forest, produces performative honesty rather than trust. In complexity terms this is an attempt to seed an attractor without first creating the conditions that would let one emerge, and the system responds with shallow compliance or harm. The harms aren't evenly distributed: under any power gradient no invitation is genuinely neutral, so senior people get to choose safe, flattering admissions while juniors feel pressure to disclose something real. Boettcher et al. (2024) is cited directly for the finding that forced vulnerability disproportionately burdens marginalised groups, and the piece extends this to related practices like mandatory pronoun-sharing and 'bring your whole self to work.' For anyone with a trauma history, coerced disclosure risks retraumatisation, and corporate facilitators are rarely equipped to handle what surfaces when it goes wrong. Names three myths that keep the practice alive: 'challenge by choice' (opting out is rarely cost-free), 'what's said here stays here' (information leaks), and 'we're family' (workplaces make people redundant; families don't). Argues PS was never about emotional rawness: it's the belief that you can ask a question, admit a mistake, or challenge a decision, not group therapy at work. The alternative: model voluntary vulnerability without expecting reciprocation, start with low-stakes risks like questions and small admitted errors, make participation genuinely opt-in, and build the organisational substrate through repeated behaviour rather than a single staged moment.",
      "keywords": [
        "forced",
        "vulnerability",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "power",
        "hierarchy",
        "status",
        "authority"
      ]
    },
    {
      "id": "giving-feedback",
      "kind": "article",
      "title": "Giving Feedback with PS",
      "url": "https://psychsafety.com/giving-feedback-with-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=giving-feedback",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "voice"
      ],
      "weight": 5,
      "date": "2023-03-24",
      "summary": "Examines how to give feedback in ways that build rather than erode PS. Centres the Platinum Rule — treat others as they want to be treated — and argues that effective feedback is as much about relational conditions and trust as it is about technique.",
      "keywords": [
        "giving",
        "feedback",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns"
      ]
    },
    {
      "id": "good-management",
      "kind": "article",
      "title": "Good Management Saves Lives",
      "url": "https://psychsafety.com/good-management-saves-lives/",
      "page": "https://explore.psychsafety.com/?node=good-management",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "safety",
        "practice"
      ],
      "weight": 6,
      "date": "2023-11-17",
      "summary": "Draws on the Whitehall Studies and the social gradient of health to show that what damages health is not pressure but lack of control and autonomy. Makes the case that good management — clarity, support, psychological safety — literally saves lives, particularly in healthcare contexts.",
      "keywords": [
        "good",
        "management",
        "saves",
        "lives",
        "story",
        "case study",
        "example",
        "real world",
        "safety",
        "error",
        "risk",
        "incidents"
      ]
    },
    {
      "id": "hard-to-say-sorry",
      "kind": "article",
      "title": "Hard to Say Sorry",
      "url": "https://psychsafety.com/hard-to-say-im-sorry/",
      "page": "https://explore.psychsafety.com/?node=hard-to-say-sorry",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "voice",
        "individual"
      ],
      "weight": 5,
      "date": "2024-04-26",
      "summary": "Examines why good apologies are rare and what effective apology actually requires. Argues most apology attempts substitute silence, partial acknowledgement, or compensation for genuine repair — and that a well-made apology is a high-stakes PS practice that rebuilds relational trust.",
      "keywords": [
        "hard",
        "sorry",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns"
      ]
    },
    {
      "id": "high-performing-teams",
      "kind": "article",
      "title": "High Performing Teams",
      "url": "https://psychsafety.com/high-performing-teams/",
      "page": "https://explore.psychsafety.com/?node=high-performing-teams",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "models"
      ],
      "weight": 6,
      "date": "2023-06-01",
      "summary": "Examines what makes teams high-performing and the evidence for psychological safety as the foundational condition — not a nice-to-have. Maps PS to each element of team performance: ideas, questions, concerns, mistakes, and challenges.",
      "keywords": [
        "high",
        "performing",
        "teams",
        "history",
        "origins",
        "history of psychological safety",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "ikigai",
      "kind": "article",
      "title": "Ikigai & PS",
      "url": "https://psychsafety.com/ikigai/",
      "page": "https://explore.psychsafety.com/?node=ikigai",
      "author": "Tom Geraghty",
      "themes": [
        "individual",
        "practice"
      ],
      "weight": 4,
      "date": "2025-01-23",
      "summary": "Introduces the Japanese concept of ikigai — reason for being — as a strategic lens for shaping meaningful work. Connects the four dimensions (what you love, what you're good at, what the world needs, what you can be paid for) to the conditions that make psychological safety worth having.",
      "keywords": [
        "ikigai",
        "purpose",
        "meaning",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques"
      ]
    },
    {
      "id": "culture-business",
      "kind": "article",
      "title": "Culture vs Business Performance",
      "url": "https://psychsafety.com/its-no-good-having-a-great-culture-if-youve-gone-out-of-business/",
      "page": "https://explore.psychsafety.com/?node=culture-business",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "stories"
      ],
      "weight": 5,
      "date": "2024-09-12",
      "summary": "Challenges the false dichotomy between good culture and business performance. Argues that culture serves the mission — not the other way around — and that framing them as in tension misunderstands both. High PS is not a trade-off with results; it's what makes results sustainable.",
      "keywords": [
        "culture",
        "business",
        "performance",
        "model",
        "framework",
        "theory",
        "concept",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "job-security",
      "kind": "article",
      "title": "Job Security & PS",
      "url": "https://psychsafety.com/job-security-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=job-security",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "individual"
      ],
      "weight": 6,
      "date": "2025-06-20",
      "summary": "Reports survey research finding that 81.5% of respondents feel less safe to raise concerns during periods of organisational upheaval (restructure, redundancy, budget cuts). Challenges the dismissal of job security as irrelevant to PS — structural precarity shapes the conditions for voice.",
      "keywords": [
        "security",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "leadership-vs-management",
      "kind": "article",
      "title": "Leadership vs Management",
      "url": "https://psychsafety.com/leadership-vs-management/",
      "page": "https://explore.psychsafety.com/?node=leadership-vs-management",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "practice"
      ],
      "weight": 5,
      "date": "2023-05-11",
      "summary": "Examines the leadership vs management distinction — they're not mutually exclusive. Argues management capabilities are a prerequisite for leadership, not a lesser category. Uses Grace Hopper's 'you manage things, you lead people' to reframe both as necessary rather than in tension.",
      "keywords": [
        "leadership",
        "management",
        "model",
        "framework",
        "theory",
        "concept",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "safer-to-fail-teaching",
      "kind": "article",
      "title": "Safer to Fail in Teaching",
      "url": "https://psychsafety.com/making-it-safer-to-fail-in-teaching/",
      "page": "https://explore.psychsafety.com/?node=safer-to-fail-teaching",
      "author": "Jade Garratt",
      "themes": [
        "safety",
        "equity",
        "stories"
      ],
      "weight": 5,
      "date": "2024-03-08",
      "summary": "Examines what making it safer to fail looks like in teaching — a profession where inspection culture makes vulnerability professionally dangerous. Uses classroom observation practices and professional development to show how the structural conditions of education shape what teachers can risk.",
      "keywords": [
        "safer",
        "fail",
        "teaching",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "equity",
        "inclusion",
        "diversity",
        "belonging"
      ]
    },
    {
      "id": "fuckups-feedback",
      "kind": "article",
      "title": "F**k-ups & Feedback",
      "url": "https://psychsafety.com/psychological-safety-45-fuck-ups-and-feedback/",
      "page": "https://explore.psychsafety.com/?node=fuckups-feedback",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "safety",
        "voice"
      ],
      "weight": 5,
      "date": "2022-01-21",
      "summary": "A newsletter on sharing failures with teams as a PS-building practice. Makes the case that modelling fallibility — telling your team about your biggest mistakes — is one of the most powerful signals a leader can send about what the environment is really safe for.",
      "keywords": [
        "k-ups",
        "feedback",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "safety",
        "error",
        "risk",
        "incidents"
      ]
    },
    {
      "id": "learning-methods",
      "kind": "article",
      "title": "Learning Methods & Orgs",
      "url": "https://psychsafety.com/psychological-safety-49-learning-methods-learning-organisations/",
      "page": "https://explore.psychsafety.com/?node=learning-methods",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "safety",
        "stories"
      ],
      "weight": 5,
      "date": "2022-02-18",
      "summary": "A newsletter examining learning organisations, cockpit culture, and the conditions under which people learn from each other. Draws on Gladwell, Senge, and healthcare research to examine when learning happens and what the structural obstacles look like.",
      "keywords": [
        "learning",
        "methods",
        "orgs",
        "model",
        "framework",
        "theory",
        "concept",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents"
      ]
    },
    {
      "id": "structure-and-power",
      "kind": "article",
      "title": "Structure & Power",
      "url": "https://psychsafety.com/psychological-safety-53-structure-and-power/",
      "page": "https://explore.psychsafety.com/?node=structure-and-power",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "org-design"
      ],
      "weight": 6,
      "date": "2022-03-18",
      "summary": "A newsletter examining how organisational structure encodes and reproduces power. Draws on Richard Bartlett on hierarchy and Jo Freeman's classic 'Tyranny of Structurelessness' to argue that dismantling formal hierarchy doesn't remove power — it just makes informal hierarchies harder to name and address.",
      "keywords": [
        "structure",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "organisational design",
        "org design",
        "teams",
        "org"
      ]
    },
    {
      "id": "diversity-performance",
      "kind": "article",
      "title": "Diversity & Performance",
      "url": "https://psychsafety.com/psychological-safety-54-diversity-and-performance/",
      "page": "https://explore.psychsafety.com/?node=diversity-performance",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "models"
      ],
      "weight": 6,
      "date": "2022-03-25",
      "summary": "Summarises Bresman and Edmondson's research showing psychological safety mediates the relationship between diversity and performance. Argues PS is a prerequisite for diversity to translate into performance — without it, diverse teams underperform homogeneous ones.",
      "keywords": [
        "diversity",
        "performance",
        "equity",
        "inclusion",
        "belonging",
        "fairness",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "vision-strategy",
      "kind": "article",
      "title": "Vision & Strategy",
      "url": "https://psychsafety.com/psychological-safety-55-vision-and-strategy/",
      "page": "https://explore.psychsafety.com/?node=vision-strategy",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "practice"
      ],
      "weight": 4,
      "date": "2022-06-06",
      "summary": "A newsletter examining how shared vision and strategy create the conditions for psychological safety at scale. Draws on Edmondson's Fearless Organisation and explores what it means for PS not to be the only ingredient in performance.",
      "keywords": [
        "vision",
        "strategy",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques"
      ]
    },
    {
      "id": "servant-leadership",
      "kind": "article",
      "title": "Servant Leadership",
      "url": "https://psychsafety.com/psychological-safety-58-servant-leadership/",
      "page": "https://explore.psychsafety.com/?node=servant-leadership",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "power"
      ],
      "weight": 5,
      "date": "2022-06-06",
      "summary": "Examines Robert Greenleaf's servant leadership concept and the ways its meaning has drifted. Uses Simon Sinek's 'Leaders Eat Last' to show how the intent (prioritise team needs) has been distorted into self-subordination — and connects the genuine version to PS conditions.",
      "keywords": [
        "servant",
        "leadership",
        "model",
        "framework",
        "theory",
        "concept",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "startups-inclusion",
      "kind": "article",
      "title": "Startups & Inclusion",
      "url": "https://psychsafety.com/psychological-safety-61-startups-and-inclusion/",
      "page": "https://explore.psychsafety.com/?node=startups-inclusion",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "org-design"
      ],
      "weight": 5,
      "date": "2022-06-06",
      "summary": "Examines why startups often fail on inclusion despite PS rhetoric — arguing that speed, informality, and the self-selection of founding cultures reproduce exclusion through structural inattention rather than deliberate policy. Inclusion is the outcome of behaviours, not the existence of a policy.",
      "keywords": [
        "startups",
        "inclusion",
        "equity",
        "diversity",
        "belonging",
        "fairness",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org"
      ]
    },
    {
      "id": "speaking-up-newsletter",
      "kind": "article",
      "title": "Speaking Up (Newsletter)",
      "url": "https://psychsafety.com/psychological-safety-62-speaking-up/",
      "page": "https://explore.psychsafety.com/?node=speaking-up-newsletter",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "practice"
      ],
      "weight": 5,
      "date": "2022-06-06",
      "summary": "A newsletter examining how speaking up sounds different for everyone — challenging the unstated assumption that voice means verbal, spontaneous, and unaccented. Extends the inclusivity argument to every dimension of communication difference.",
      "keywords": [
        "speaking",
        "newsletter",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques"
      ]
    },
    {
      "id": "open-secrets",
      "kind": "article",
      "title": "Open Secrets & Half-Baked Ideas",
      "url": "https://psychsafety.com/psychological-safety-63-open-secrets-half-baked-ideas/",
      "page": "https://explore.psychsafety.com/?node=open-secrets",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "practice"
      ],
      "weight": 6,
      "date": "2022-06-10",
      "summary": "Examines open secrets — things everyone knows but no one says — as a distinct PS phenomenon. Shows how even when individual psychological safety is moderate, collective silence about shared knowledge produces the same organisational blindness as individual silence.",
      "keywords": [
        "open",
        "secrets",
        "half-baked",
        "ideas",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "practice",
        "how to",
        "practical"
      ]
    },
    {
      "id": "rules",
      "kind": "article",
      "title": "Rules & PS",
      "url": "https://psychsafety.com/psychological-safety-64-rules/",
      "page": "https://explore.psychsafety.com/?node=rules",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "power"
      ],
      "weight": 5,
      "date": "2022-06-17",
      "summary": "A newsletter examining the relationship between rules, compliance, and psychological safety. Interrogates when rules create predictability (a PS precondition) and when they substitute for the judgment and relational conditions that actually keep people safe.",
      "keywords": [
        "rules",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "making-work-visible",
      "kind": "article",
      "title": "Making Work Visible",
      "url": "https://psychsafety.com/psychological-safety-67-making-work-visible/",
      "page": "https://explore.psychsafety.com/?node=making-work-visible",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "practice"
      ],
      "weight": 5,
      "date": "2022-07-08",
      "summary": "Argues that making work visible — mapping WIP (work in progress), dependencies, competing priorities, unplanned work and stale tasks, following Dominica DeGrandis's Making Work Visible — is a precondition for psychological safety rather than a separate concern, because visibility is what lets people say no with any credibility. Too much WIP is identified as the single most corrosive factor, destroying individual and team effectiveness quickly and directly reprising the utilisation/wait-time relationship covered the previous week: a WIP limit only works once the work behind it is actually visible. Illustrates the point with a personal kanban practice — three workstreams, colour-coded task types, physical cards preferred over SaaS boards for the satisfaction of throwing a finished card in the bin — before turning to DeGrandis's four reasons people say yes to work they shouldn't: not wanting to be seen letting the team down, preferring shiny new work to the unglamorous backlog, underestimating how long other people's work takes, and the basic difficulty of saying no to people we like and respect. Psychological safety is what makes candour about capacity possible — being able to say 'no, not now' or 'yes, but X will have to wait' — but that candour still depends on the work being visible in the first place, and visibility systems need to be passive and low-friction, particularly in highly responsive roles such as an emergency department, or they become one more task competing for attention. Draws on firsthand experience leading an engineering department that had drifted into permanent firefighting: heroic, unplanned work that looked busy and felt valuable but delivered little, fixed by visualising what was actually being done (source, duration, cause), discarding low-value work, and identifying where unplanned work originated — which, combined with building the psychological safety needed for the conversations this required, produced a genuinely calm team: better flow, more finishing relative to starting, more slack for learning, and real incidents that were easier to spot and learn from precisely because they weren't buried in background noise. The central tension is that a chaotic team looks busy and a calm one doesn't, illustrated by having to defend to a CEO why a team with a constantly-in-use pool table was outperforming its previous, visibly frantic self — a defence only visualised work data could make. Closes by extending the argument to incentives: a team measured on utilisation, billability, or tasks completed is being incentivised toward chaos and overload, and team metrics need to reward calm, sustainable throughput and visible outcomes instead.",
      "keywords": [
        "making",
        "work",
        "visible",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "practice",
        "how to",
        "practical",
        "tools"
      ]
    },
    {
      "id": "when-against-you",
      "kind": "article",
      "title": "When Everything is Against You",
      "url": "https://psychsafety.com/psychological-safety-71-when-everything-seems-to-be-against-you/",
      "page": "https://explore.psychsafety.com/?node=when-against-you",
      "author": "Tom Geraghty",
      "themes": [
        "individual",
        "power"
      ],
      "weight": 5,
      "date": "2022-08-05",
      "summary": "A newsletter on maintaining psychological safety when the organisational conditions are hostile — using the story of Danny Hart's 2011 downhill MTB world championship run as a frame for what it looks like to perform well when everything is against you.",
      "keywords": [
        "everything",
        "against",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "personal-user-manuals",
      "kind": "article",
      "title": "Personal User Manuals",
      "url": "https://psychsafety.com/psychological-safety-72-personal-user-manuals/",
      "page": "https://explore.psychsafety.com/?node=personal-user-manuals",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "individual"
      ],
      "weight": 5,
      "date": "2022-08-12",
      "summary": "Introduces personal user manuals — README files for humans — as a PS-building tool for making individual communication needs and preferences explicit. Notes the dangers (excusing counter-productive behaviour, writing an idealised rather than honest version of yourself) as well as the benefits.",
      "keywords": [
        "personal",
        "user",
        "manuals",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "individual",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "yogic-philosophy",
      "kind": "article",
      "title": "Yogic Philosophy & PS",
      "url": "https://psychsafety.com/psychological-safety-75-yogic-philosophy/",
      "page": "https://explore.psychsafety.com/?node=yogic-philosophy",
      "author": "Tom Geraghty",
      "themes": [
        "individual",
        "practice"
      ],
      "weight": 4,
      "date": "2022-09-06",
      "summary": "Applies the Yamas and Niyamas from Patanjali's Yoga Sutras — particularly Ahimsa (non-harm) and Satya (truthfulness) — to PS practice. Argues yogic ethics offer a centuries-tested framework for navigating the tension between honesty and care that sits at the heart of every difficult conversation.",
      "keywords": [
        "yogic",
        "philosophy",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "non-violent-comms",
      "kind": "article",
      "title": "Non-Violent Communication",
      "url": "https://psychsafety.com/psychological-safety-76-non-violent-communication/",
      "page": "https://explore.psychsafety.com/?node=non-violent-comms",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "voice"
      ],
      "weight": 5,
      "date": "2022-09-09",
      "summary": "Introduces Marshall Rosenberg's Non-Violent Communication as a structured approach to expressing needs and hearing others' without triggering defensiveness. Connects the goal of 'giraffe language' — clarity about what is wanted rather than what isn't — to the PS conditions it both requires and creates.",
      "keywords": [
        "non-violent",
        "communication",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns"
      ]
    },
    {
      "id": "one-to-ones",
      "kind": "article",
      "title": "1-1 Meetings & PS",
      "url": "https://psychsafety.com/psychological-safety-77-1-1-meetings/",
      "page": "https://explore.psychsafety.com/?node=one-to-ones",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "voice"
      ],
      "weight": 5,
      "date": "2022-09-16",
      "summary": "Argues 1-1 meetings are essential for wellbeing, capability, and psychological safety — not for managing urgent issues but for the signal they send: this person's time, growth, and inner life matter. Frames 1-1s as an investment in future trust, not a management tool for current tasks.",
      "keywords": [
        "meetings",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour"
      ]
    },
    {
      "id": "richard-cook",
      "kind": "article",
      "title": "Dr Richard Cook",
      "url": "https://psychsafety.com/psychological-safety-78-dr-richard-cook/",
      "page": "https://explore.psychsafety.com/?node=richard-cook",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "models"
      ],
      "weight": 6,
      "date": "2022-09-23",
      "summary": "A tribute to Dr Richard Cook, framing his 1998 paper 'How Complex Systems Fail' as equivalent in importance to Deming's 14 points. Uses Cook's eighteen characteristics of complex system failure to show why human error is always the beginning of an investigation, not the end.",
      "keywords": [
        "richard",
        "cook",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "guardrails-failure",
      "kind": "article",
      "title": "Guardrails & Failure",
      "url": "https://psychsafety.com/psychological-safety-84-guardrails-and-failure/",
      "page": "https://explore.psychsafety.com/?node=guardrails-failure",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "complexity"
      ],
      "weight": 5,
      "date": "2022-11-04",
      "summary": "Examines guardrails — structural mechanisms that make failure safe to encounter — as complements to psychological safety rather than substitutes. Argues that not everything is safe to fail, and that well-designed guardrails reduce the stakes of speaking up by containing consequences.",
      "keywords": [
        "guardrails",
        "failure",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive"
      ]
    },
    {
      "id": "learning-from-incidents",
      "kind": "article",
      "title": "Learning from Incidents",
      "url": "https://psychsafety.com/psychological-safety-85-learning-from-incidents/",
      "page": "https://explore.psychsafety.com/?node=learning-from-incidents",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "practice"
      ],
      "weight": 6,
      "date": "2022-11-11",
      "summary": "A long-form story of a technology infrastructure incident — what happened, how the team responded, and how they'd prepared the conditions for learning before anything went wrong. Shows that incident learning is only possible where the social conditions for honesty already exist.",
      "keywords": [
        "learning",
        "incidents",
        "safety",
        "error",
        "risk",
        "accidents",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "categorising-failure",
      "kind": "article",
      "title": "Categorising Failure",
      "url": "https://psychsafety.com/psychological-safety-86-categorising-failure/",
      "page": "https://explore.psychsafety.com/?node=categorising-failure",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "models"
      ],
      "weight": 5,
      "date": "2022-11-18",
      "summary": "Examines Edmondson's failure archetypes — preventable, complex, and intelligent — and applies them to human factors and incident investigation. Shows why categorising failure correctly matters: different types of failure require fundamentally different responses.",
      "keywords": [
        "categorising",
        "failure",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "measuring-questions",
      "kind": "article",
      "title": "Measuring PS: Questions First",
      "url": "https://psychsafety.com/psychological-safety-87-measuring-psychological-safety-questions-to-ask-yourself-first/",
      "page": "https://explore.psychsafety.com/?node=measuring-questions",
      "author": "Tom Geraghty",
      "themes": [
        "measurement",
        "practice"
      ],
      "weight": 5,
      "date": "2022-11-25",
      "summary": "A practical guide to the questions to ask before measuring psychological safety. Covers purpose, methodology (longitudinal vs cross-sectional, quantitative vs qualitative), and the Texas Sharpshooter Fallacy — arguing that poor measurement design produces worse data than none.",
      "keywords": [
        "measuring",
        "questions",
        "measurement",
        "metrics",
        "survey",
        "data",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "zero-defects",
      "kind": "article",
      "title": "Zero Defects & PS",
      "url": "https://psychsafety.com/psychological-safety-89-zero-defects/",
      "page": "https://explore.psychsafety.com/?node=zero-defects",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "models"
      ],
      "weight": 5,
      "date": "2022-12-09",
      "summary": "Uses John Boyd's refusal to sign a Zero Defects pledge at Eglin Air Force Base to examine how aiming for zero defects produces more defects, not fewer. Shows how impossible targets generate performance theatre that conceals rather than reduces error.",
      "keywords": [
        "zero",
        "defects",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "static-generative-work",
      "kind": "article",
      "title": "Static vs Generative Work",
      "url": "https://psychsafety.com/psychological-safety-91-static-work-vs-generative-work/",
      "page": "https://explore.psychsafety.com/?node=static-generative-work",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "complexity"
      ],
      "weight": 5,
      "date": "2022-12-23",
      "summary": "Distinguishes static work (executing known solutions) from generative work (creating new ones), using the Phoenix Project's 'Brent' as a case study. Shows how unsafe organisations produce people who protect themselves by becoming indispensable — and why that's a systemic risk, not a talent asset.",
      "keywords": [
        "static",
        "generative",
        "work",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive"
      ]
    },
    {
      "id": "ancient-world",
      "kind": "article",
      "title": "PS in the Ancient World",
      "url": "https://psychsafety.com/psychological-safety-and-the-ancient-world/",
      "page": "https://explore.psychsafety.com/?node=ancient-world",
      "author": "Bea Poyton",
      "themes": [
        "history",
        "stories"
      ],
      "weight": 4,
      "date": "2024-02-22",
      "summary": "Examines psychological safety in ancient Greek and Roman contexts — not to project the concept anachronistically but to show how the dynamics of power, voice, and silencing are structural rather than modern. Finds genuine precursors in Aristotelian phronesis and Stoic practice.",
      "keywords": [
        "ancient",
        "world",
        "history",
        "origins",
        "history of psychological safety",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "aviation",
      "kind": "article",
      "title": "PS in Aviation",
      "url": "https://psychsafety.com/psychological-safety-aviation/",
      "page": "https://explore.psychsafety.com/?node=aviation",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "stories"
      ],
      "weight": 6,
      "date": "2023-04-07",
      "summary": "A comprehensive history of psychological safety in aviation — from early disasters through the development of CRM to modern safety culture. Uses Jan Hagen's research on cockpit communication to show how miscommunication and the failure to speak up are at the root of almost every aviation incident.",
      "keywords": [
        "aviation",
        "pilots",
        "cockpit",
        "flight",
        "airlines",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "story",
        "case study"
      ]
    },
    {
      "id": "ps-behaviours",
      "kind": "article",
      "title": "PS Behaviours",
      "url": "https://psychsafety.com/psychological-safety-behaviours/",
      "page": "https://explore.psychsafety.com/?node=ps-behaviours",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "models"
      ],
      "weight": 5,
      "date": "2023-05-16",
      "summary": "A comprehensive catalogue (170+) of behaviours that build psychological safety, organised by category. Distinguishes behaviours from practices and provides a practical reference for teams working to translate PS principles into observable, actionable ways of working.",
      "keywords": [
        "behaviours",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "ps-bullying",
      "kind": "article",
      "title": "Bullying & PS",
      "url": "https://psychsafety.com/psychological-safety-bullying/",
      "page": "https://explore.psychsafety.com/?node=ps-bullying",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "stories"
      ],
      "weight": 6,
      "date": "2023-04-25",
      "summary": "Uses Dominic Raab's resignation to examine bullying as the most direct form of PS destruction, and the ideological fault lines the case exposed. Shows how the 'culture of fragility' counter-narrative reproduces the power dynamics that bullying exploits.",
      "keywords": [
        "bullying",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "ps-case-study",
      "kind": "article",
      "title": "PS Case Study",
      "url": "https://psychsafety.com/psychological-safety-case-study/",
      "page": "https://explore.psychsafety.com/?node=ps-case-study",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "practice"
      ],
      "weight": 5,
      "date": "2024-02-23",
      "summary": "A case study of PS work with a dysfunctional pharmaceutical sales team. Uses action research methodology to show how structural incentives — not team member psychology — were driving the dysfunction, and what changing the system rather than the people looked like in practice.",
      "keywords": [
        "story",
        "case study",
        "example",
        "real world",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "human-error",
      "kind": "article",
      "title": "Human Error & PS",
      "url": "https://psychsafety.com/psychological-safety-human-error/",
      "page": "https://explore.psychsafety.com/?node=human-error",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "models"
      ],
      "weight": 6,
      "date": "2023-01-20",
      "summary": "Introduces the human error typology — slips, lapses, mistakes, violations — and argues that categorising error correctly is the prerequisite for learning from it. Challenges the 'human error as root cause' framing as a reductionist shortcut that prevents investigation reaching the system.",
      "keywords": [
        "human",
        "error",
        "safety",
        "risk",
        "incidents",
        "accidents",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "interpersonal-threats",
      "kind": "article",
      "title": "Interpersonal & Existential Threats",
      "url": "https://psychsafety.com/psychological-safety-interpersonal-existential-threats/",
      "page": "https://explore.psychsafety.com/?node=interpersonal-threats",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "individual",
        "power"
      ],
      "weight": 6,
      "date": "2020-09-23",
      "summary": "Distinguishes interpersonal threats (to status, reputation, relationships) from existential threats (to the organisation's survival). Argues psychological safety only refers to the former — and that high-stakes contexts like mountaineering depend on interpersonal safety precisely because existential threat is real.",
      "keywords": [
        "interpersonal",
        "existential",
        "threats",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "redundancy-layoffs",
      "kind": "article",
      "title": "Redundancy, Layoffs & PS",
      "url": "https://psychsafety.com/psychological-safety-redundancy-and-layoffs/",
      "page": "https://explore.psychsafety.com/?node=redundancy-layoffs",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "individual"
      ],
      "weight": 6,
      "date": "2022-11-11",
      "summary": "Examines how redundancy and layoffs damage psychological safety — for those leaving and those remaining. Uses Stripe's handling vs Twitter's handling as contrasting case studies, and offers practical guidance on maintaining PS conditions when structural security cannot be promised.",
      "keywords": [
        "redundancy",
        "layoffs",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "resilience-engineering",
      "kind": "article",
      "title": "Resilience Engineering",
      "url": "https://psychsafety.com/psychological-safety-resilience-engineering/",
      "page": "https://explore.psychsafety.com/?node=resilience-engineering",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "ecological",
        "complexity"
      ],
      "weight": 6,
      "date": "2023-02-10",
      "summary": "Introduces Resilience Engineering as a field that focuses on how complex adaptive systems cope with surprise. Uses Marquet's USS Santa Fe as a case study in how creating PS conditions — through intent-based leadership and distributed agency — produces resilience as an emergent property.",
      "keywords": [
        "resilience",
        "engineering",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "ecology",
        "ecological",
        "systems",
        "nature",
        "complexity"
      ]
    },
    {
      "id": "five-years",
      "kind": "article",
      "title": "Reflections Pt 1: The Power of Naming",
      "url": "https://psychsafety.com/reflections-on-psychological-safety-five-years-of-learning/",
      "page": "https://explore.psychsafety.com/?node=five-years",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "stories"
      ],
      "weight": 5,
      "date": "2025-08-29",
      "summary": "Part one of a four-part reflections series on five years building psychsafety.com. Examines the power and peril of naming — how popularisation stretches and sometimes inverts a concept's meaning — and what epistemic drift has done to psychological safety.",
      "keywords": [
        "reflections",
        "power",
        "naming",
        "history",
        "origins",
        "history of psychological safety",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "reflections-2",
      "kind": "article",
      "title": "Reflections Pt 2: Power & Difference",
      "url": "https://psychsafety.com/reflections-part-two/",
      "page": "https://explore.psychsafety.com/?node=reflections-2",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "power",
        "equity"
      ],
      "weight": 5,
      "date": "2025-09-04",
      "summary": "Part two of the five-year reflections series. Argues that psychological safety looks different for everyone — a point rarely acknowledged in mainstream discourse — and examines how the field's Western, white-collar, neurotypical defaults reproduce the exclusions it claims to address.",
      "keywords": [
        "reflections",
        "power",
        "difference",
        "history",
        "origins",
        "history of psychological safety",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "equity",
        "inclusion"
      ]
    },
    {
      "id": "reflections-3",
      "kind": "article",
      "title": "Reflections Pt 3: The Safety to Dissent",
      "url": "https://psychsafety.com/reflections-part-three/",
      "page": "https://explore.psychsafety.com/?node=reflections-3",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "voice",
        "measurement"
      ],
      "weight": 5,
      "date": "2025-09-12",
      "summary": "Part three of the five-year reflections series. Argues that PS is the safety to deviate, dissent, and challenge — not comfortable conformity. Examines the danger of targets, KPIs, benchmarks, and diagnostics as tools that produce the appearance of safety while suppressing its substance.",
      "keywords": [
        "reflections",
        "safety",
        "dissent",
        "history",
        "origins",
        "history of psychological safety",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "measurement"
      ]
    },
    {
      "id": "reflections-4",
      "kind": "article",
      "title": "Reflections Pt 4: A Rights-Based Approach",
      "url": "https://psychsafety.com/reflections-part-four/",
      "page": "https://explore.psychsafety.com/?node=reflections-4",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "power",
        "equity"
      ],
      "weight": 5,
      "date": "2025-09-16",
      "summary": "Part four and conclusion of the five-year reflections series. Argues for moving beyond team-level PS to organisational fabric and a rights-based framing — psychological safety as a human right, not a performance lever — and considers what the field needs to become.",
      "keywords": [
        "reflections",
        "rights-based",
        "history",
        "origins",
        "history of psychological safety",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "equity",
        "inclusion"
      ]
    },
    {
      "id": "myth-self-reliance",
      "kind": "article",
      "title": "Myth of Self-Reliance",
      "url": "https://psychsafety.com/safety-and-the-myth-of-self-reliance/",
      "page": "https://explore.psychsafety.com/?node=myth-self-reliance",
      "author": "Robert Slocomb",
      "themes": [
        "individual",
        "equity",
        "power"
      ],
      "weight": 6,
      "date": "2025-11-24",
      "summary": "Critiques the myth of self-reliance in safety programmes — arguing that celebrating individual safety heroes without addressing team and system conditions is why injury rates have plateaued. Calls for shifting from elevating individuals to strengthening the collective.",
      "keywords": [
        "myth",
        "self-reliance",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "power"
      ]
    },
    {
      "id": "socy",
      "kind": "article",
      "title": "Safety Organised Criticality",
      "url": "https://psychsafety.com/safety-organised-criticality-socy/",
      "page": "https://explore.psychsafety.com/?node=socy",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "complexity",
        "ecological"
      ],
      "weight": 5,
      "date": "2025-04-25",
      "summary": "Introduces Self-Organised Criticality (SOC) and applies it to organisational failure. Argues that small, local interactions accumulate over time — like dry fuel in a forest — until an invisible threshold is crossed and a seemingly small event triggers disproportionate collapse.",
      "keywords": [
        "self-organised criticality",
        "sandpile",
        "tipping point",
        "criticality",
        "safety",
        "organised",
        "error",
        "risk",
        "incidents",
        "accidents",
        "complexity",
        "complex systems"
      ]
    },
    {
      "id": "safety-work-vs-work",
      "kind": "article",
      "title": "Safety Work vs Safety of Work",
      "url": "https://psychsafety.com/safety-work-vs-the-safety-of-work/",
      "page": "https://explore.psychsafety.com/?node=safety-work-vs-work",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "models"
      ],
      "weight": 6,
      "date": "2022-12-14",
      "summary": "Distinguishes Provan's 'safety of work' (task-level hazard analysis) from 'work of safety' (the systemic, relational, and cultural conditions that shape how people actually work). Argues both are necessary but the second is consistently underinvested.",
      "keywords": [
        "safety",
        "work",
        "error",
        "risk",
        "incidents",
        "accidents",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "ses-risks",
      "kind": "article",
      "title": "SES & Interpersonal Risk",
      "url": "https://psychsafety.com/socioeconomic-background-affects-our-appetite-to-take-interpersonal-risks-at-work/",
      "page": "https://explore.psychsafety.com/?node=ses-risks",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "equity",
        "individual"
      ],
      "weight": 6,
      "date": "2024-04-05",
      "summary": "Earlier version of the childhood SES research: examines how socioeconomic background affects interpersonal and career-based risk-taking. Uses KPMG data on promotion rates to show that risk aversion in less secure backgrounds translates directly into missed career opportunities.",
      "keywords": [
        "interpersonal",
        "risk",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "speaking-up-work",
      "kind": "article",
      "title": "Speaking Up at Work",
      "url": "https://psychsafety.com/speaking-up-at-work/",
      "page": "https://explore.psychsafety.com/?node=speaking-up-work",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "practice"
      ],
      "weight": 6,
      "date": "2023-05-05",
      "summary": "Uses a thought experiment about speaking up while naked on a stage to show that an objectively safe environment can still feel impossible if the expected mode of communication is inaccessible. Argues speaking up includes written, multilingual, non-verbal, and asynchronous forms.",
      "keywords": [
        "speaking",
        "work",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques"
      ]
    },
    {
      "id": "hop-core-principles",
      "kind": "article",
      "title": "HOP Core Principles",
      "url": "https://psychsafety.com/the-core-principles-of-human-organisational-performance/",
      "page": "https://explore.psychsafety.com/?node=hop-core-principles",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "models"
      ],
      "weight": 6,
      "date": "2024-10-01",
      "summary": "Introduces the five core principles of Human and Organisational Performance — error is normal, blame fixes nothing, context drives behaviour, learning beats punishing, and how we respond matters. Frames HOP as the operational framework that makes PS principles into practice.",
      "keywords": [
        "core",
        "principles",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "four-lenses",
      "kind": "article",
      "title": "Four Lenses of PS",
      "url": "https://psychsafety.com/the-four-lenses-of-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=four-lenses",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "history"
      ],
      "weight": 5,
      "date": "2023-04-09",
      "summary": "Introduces four lenses for understanding psychological safety: through values, behaviours, practices, and systems and structures. Argues that most PS work focuses on the first two and neglects the last two — and that structural and systemic lenses are where the deepest leverage lies.",
      "keywords": [
        "four",
        "lenses",
        "model",
        "framework",
        "theory",
        "concept",
        "history",
        "origins",
        "history of psychological safety"
      ]
    },
    {
      "id": "pac-man-rule",
      "kind": "article",
      "title": "Pac-Man Rule",
      "url": "https://psychsafety.com/the-pac-man-rule/",
      "page": "https://explore.psychsafety.com/?node=pac-man-rule",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "equity"
      ],
      "weight": 4,
      "date": "2024-06-21",
      "summary": "Introduces Eric Holscher's Pac-Man Rule for inclusive conversations: always leave an opening for one more person to join. Uses the physical geometry of closed conversational circles as a concrete example of how spatial and social exclusion reproduce each other.",
      "keywords": [
        "pac-man",
        "rule",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "equity",
        "inclusion",
        "diversity",
        "belonging"
      ]
    },
    {
      "id": "seven-sins",
      "kind": "article",
      "title": "Seven Sins of PS",
      "url": "https://psychsafety.com/the-seven-deadly-sins-of-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=seven-sins",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "practice"
      ],
      "weight": 5,
      "date": "2024-09-27",
      "summary": "Catalogues seven common damaging phrases — 'that's a terrible idea', 'whose fault is this?', 'everyone is replaceable' and four others — drawn from thousands of workshop participants. Examines why each is harmful even when well-intentioned, and what to say instead.",
      "keywords": [
        "seven",
        "sins",
        "model",
        "framework",
        "theory",
        "concept",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "state-of-ps",
      "kind": "article",
      "title": "State of PS",
      "url": "https://psychsafety.com/the-state-of-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=state-of-ps",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "measurement"
      ],
      "weight": 5,
      "date": "2025-07-19",
      "summary": "Describes and promotes the 2025 State of Psychological Safety global survey — the largest of its kind. Sets out the research questions, incentives for participation, and ambitions to produce a global picture of how PS is experienced across different sectors and cultures.",
      "keywords": [
        "state",
        "history",
        "origins",
        "history of psychological safety",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data"
      ]
    },
    {
      "id": "verbally-speaking-up",
      "kind": "article",
      "title": "Verbally Speaking Up",
      "url": "https://psychsafety.com/verbally-speaking-up-at-work/",
      "page": "https://explore.psychsafety.com/?node=verbally-speaking-up",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "individual"
      ],
      "weight": 5,
      "date": "2023-09-22",
      "summary": "Critiques organisations that mandate verbal speaking up in high-power contexts as the only legitimate form of voice. Shows how this requirement disadvantages non-native speakers, neurodiverse people, and anyone for whom verbal spontaneity is inaccessible.",
      "keywords": [
        "verbally",
        "speaking",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "what-ps-is-not",
      "kind": "article",
      "title": "What PS is Not",
      "url": "https://psychsafety.com/what-psychological-safety-is-not/",
      "page": "https://explore.psychsafety.com/?node=what-ps-is-not",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "models"
      ],
      "weight": 6,
      "date": "2023-08-08",
      "summary": "Systematically addresses the most common misconceptions about psychological safety: it is not about lowering standards, avoiding conflict, comfort, unlimited tolerance, or 'too much' safety. Argues definitional clarity is a practice, not pedantry.",
      "keywords": [
        "history",
        "origins",
        "history of psychological safety",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "workplace-ps-act",
      "kind": "article",
      "title": "Workplace PS Act",
      "url": "https://psychsafety.com/workplace-psychological-safety-act/",
      "page": "https://explore.psychsafety.com/?node=workplace-ps-act",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "power"
      ],
      "weight": 5,
      "date": "2024-05-28",
      "summary": "Examines the Workplace Psychological Safety Act proposed in the US and Rhode Island state legislation. Argues that legislation can create accountability but cannot produce PS itself — because safety is built through genuine acts and interactions, not compliance with a mandate.",
      "keywords": [
        "workplace",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "ps-nonlinear",
      "kind": "article",
      "title": "Nonlinear PS & Performance",
      "url": "https://psychsafety.com/a-critique-of-the-limits-of-psychological-safety-nonlinear-relationships-with-performance/",
      "page": "https://explore.psychsafety.com/?node=ps-nonlinear",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "measurement",
        "complexity"
      ],
      "weight": 5,
      "date": "2023-09-17",
      "summary": "A rigorous critique of Eldor, Hodor and Cappelli's 2023 paper claiming nonlinear limits to psychological safety. Argues the paper misrepresents PS, confuses it with low standards and conflict avoidance, and that its conclusions are not supported by the evidence it presents.",
      "keywords": [
        "nonlinear",
        "performance",
        "model",
        "framework",
        "theory",
        "concept",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data",
        "complexity"
      ]
    },
    {
      "id": "wargames",
      "kind": "article",
      "title": "Safe-to-Fail Wargames",
      "url": "https://psychsafety.com/the-importance-of-safe-to-fail-wargames/",
      "page": "https://explore.psychsafety.com/?node=wargames",
      "author": "Nick Drage",
      "themes": [
        "safety",
        "complexity",
        "practice"
      ],
      "weight": 6,
      "date": "2023-12-11",
      "summary": "Guest post arguing that wargames — Matrix Games, Kriegspiel, tabletop simulations — are safe-to-fail environments for decision-making under uncertainty. Shows how the methodology applies far beyond military contexts to any situation where rehearsing under pressure costs less than learning from real failure.",
      "keywords": [
        "wargames",
        "simulation",
        "red team",
        "rehearsal",
        "safe-to-fail",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "complexity",
        "complex systems"
      ]
    },
    {
      "id": "ai-ps",
      "kind": "article",
      "title": "PS with AI / Machines",
      "url": "https://psychsafety.com/can-i-feel-psychologically-safe-when-interacting-with-a-machine/",
      "page": "https://explore.psychsafety.com/?node=ai-ps",
      "author": "Navya Adhikarla",
      "themes": [
        "practice",
        "individual",
        "org-design"
      ],
      "weight": 5,
      "date": "2024-03-15",
      "summary": "Guest post examining whether AI interactions can create a form of psychological safety — specifically for job interview preparation. Uses Carl Rogers' core conditions to explore what happens when a machine offers unconditional positive regard and whether that prepares people for the human version.",
      "keywords": [
        "machines",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "organisational design"
      ]
    },
    {
      "id": "ps-accessibility",
      "kind": "article",
      "title": "Psychological Accessibility",
      "url": "https://psychsafety.com/psychological-accessibility-a-discovery-in-workplace-inclusion/",
      "page": "https://explore.psychsafety.com/?node=ps-accessibility",
      "author": "Navya Adhikarla",
      "themes": [
        "equity",
        "individual"
      ],
      "weight": 5,
      "date": "2025-02-20",
      "summary": "Introduces 'psychological accessibility' — the invisible barriers in workplace interaction that prevent authentic engagement. Argues accessibility and psychological safety are mutually reinforcing rather than separate initiatives, and that removing physical barriers without addressing the social conditions is incomplete.",
      "keywords": [
        "psychological",
        "accessibility",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "beyond-metrics",
      "kind": "article",
      "title": "Beyond Metrics",
      "url": "https://psychsafety.com/beyond-metrics/",
      "page": "https://explore.psychsafety.com/?node=beyond-metrics",
      "author": "Tom Geraghty",
      "themes": [
        "measurement",
        "models",
        "stories"
      ],
      "weight": 6,
      "date": "2024-06-07",
      "summary": "Uses John Snow's 1854 cholera map as a case study in going beyond quantitative metrics to find answers that numbers obscure. Argues that what matters often can't be measured, and that over-reliance on metrics produces measurement-shaped knowledge rather than reality-shaped knowledge.",
      "keywords": [
        "John Snow",
        "cholera",
        "Broad Street pump",
        "beyond numbers",
        "qualitative",
        "beyond",
        "metrics",
        "measurement",
        "measuring",
        "survey",
        "data",
        "model"
      ]
    },
    {
      "id": "power-of-silence",
      "kind": "article",
      "title": "Power of Silence",
      "url": "https://psychsafety.com/the-power-of-silence-in-creating-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=power-of-silence",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "power"
      ],
      "weight": 6,
      "date": "2021-07-14",
      "summary": "Examines silence in meetings as neither uniformly a sign of low PS nor of high PS — it depends on context, preference, culture, and what the silence means. Argues creating space for silence is a facilitation skill and an inclusion practice.",
      "keywords": [
        "power",
        "silence",
        "voice",
        "speaking up",
        "raising concerns",
        "candour",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "ps-in-education",
      "kind": "article",
      "title": "PS in Education",
      "url": "https://psychsafety.com/psychological-safety-in-education-academia-and-teaching/",
      "page": "https://explore.psychsafety.com/?node=ps-in-education",
      "author": "Jade Garratt",
      "themes": [
        "equity",
        "stories",
        "practice"
      ],
      "weight": 6,
      "date": "2021-11-08",
      "summary": "A resource bank for psychological safety in education, covering teaching practice, educational leadership, teacher development, DEI, and mental health. Frames education as a context with distinctive power dynamics that require specific attention rather than generic PS frameworks.",
      "keywords": [
        "education",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "story",
        "case study",
        "example",
        "real world",
        "practice",
        "how to"
      ]
    },
    {
      "id": "google-tigers-elephants",
      "kind": "article",
      "title": "Googlers, Tigers & Elephants",
      "url": "https://psychsafety.com/psychological-safety-46-google-grout-tigers-and-elephants/",
      "page": "https://explore.psychsafety.com/?node=google-tigers-elephants",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "models"
      ],
      "weight": 5,
      "date": "2022-01-28",
      "summary": "A newsletter covering Google's Project Oxygen, grout tigers (small fixes with outsized impact), and elephants in the room. Examines what high-performing teams actually do vs what they say they do — and why surfacing the gap is itself a PS practice.",
      "keywords": [
        "googlers",
        "tigers",
        "elephants",
        "story",
        "case study",
        "example",
        "real world",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "cheerleading-brainstorming",
      "kind": "article",
      "title": "Cheerleading & Brainstorming",
      "url": "https://psychsafety.com/psychological-safety-47-cheerleading-and-brainstorming/",
      "page": "https://explore.psychsafety.com/?node=cheerleading-brainstorming",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "models"
      ],
      "weight": 5,
      "date": "2022-02-04",
      "summary": "Examines why both cheerleading (uncritical encouragement) and traditional brainstorming (quantity over quality) are broken as PS tools. Shows how each suppresses the honest signal that makes safe spaces useful — and what facilitation approaches work better.",
      "keywords": [
        "cheerleading",
        "brainstorming",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "mining-root-causes",
      "kind": "article",
      "title": "Mining for Root Causes",
      "url": "https://psychsafety.com/psychological-safety-48-mining-for-root-causes/",
      "page": "https://explore.psychsafety.com/?node=mining-root-causes",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "practice"
      ],
      "weight": 5,
      "date": "2022-02-11",
      "summary": "A newsletter on root cause analysis, five whys, and blameless post-mortems. Draws on John Allspaw to show why 'root cause' is a fiction that forecloses investigation — and how the conditions for honest inquiry must be established before the incident, not during it.",
      "keywords": [
        "mining",
        "root",
        "causes",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "practice",
        "how to",
        "practical",
        "tools"
      ]
    },
    {
      "id": "greatest-hits",
      "kind": "article",
      "title": "PS Greatest Hits",
      "url": "https://psychsafety.com/psychological-safety-50-the-greatest-hits/",
      "page": "https://explore.psychsafety.com/?node=greatest-hits",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "models"
      ],
      "weight": 4,
      "date": "2022-02-25",
      "summary": "Newsletter #50 collecting the most popular pieces from the first year. Functions as a curated entry point to key PS concepts: Westrum, normalisation of deviance, Challenger, the calculus of voice, and practices for teams.",
      "keywords": [
        "greatest",
        "hits",
        "history",
        "origins",
        "history of psychological safety",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "ps-at-work",
      "kind": "article",
      "title": "PS at Work Overview",
      "url": "https://psychsafety.com/psychological-safety-51-psychological-safety-at-work/",
      "page": "https://explore.psychsafety.com/?node=ps-at-work",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "practice"
      ],
      "weight": 5,
      "date": "2022-03-04",
      "summary": "A newsletter overview of psychological safety at work — covering Westrum, Grace Hopper, inclusion, whistleblowing, management practices, and Ted Lasso. Functions as a broad survey of the field's key intersections.",
      "keywords": [
        "work",
        "overview",
        "history",
        "origins",
        "history of psychological safety",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "ps-and-science",
      "kind": "article",
      "title": "PS & Science",
      "url": "https://psychsafety.com/psychological-safety-68-science/",
      "page": "https://explore.psychsafety.com/?node=ps-and-science",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "models"
      ],
      "weight": 5,
      "date": "2022-07-15",
      "summary": "A newsletter on psychological safety and the scientific method — examining evidence standards, replication, and what counts as proof. Draws on SPC, Toyota Production System, and the limits of treating PS as a variable to be isolated and measured.",
      "keywords": [
        "science",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "coffees-for-closers",
      "kind": "article",
      "title": "Coffees for Closers",
      "url": "https://psychsafety.com/psychological-safety-69-coffees-for-closers/",
      "page": "https://explore.psychsafety.com/?node=coffees-for-closers",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "stories"
      ],
      "weight": 5,
      "date": "2022-07-22",
      "summary": "A newsletter on sales culture and psychological safety — examining what 'coffees for closers' incentive structures do to team dynamics. Shows how competitive rather than collaborative incentives produce the PS conditions opposite to what high performance requires.",
      "keywords": [
        "coffees",
        "closers",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "hofstede",
      "kind": "article",
      "title": "Hofstede's Cultural Dimensions",
      "url": "https://psychsafety.com/hofstedes-cultural-dimensions/",
      "page": "https://explore.psychsafety.com/?node=hofstede",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "equity"
      ],
      "weight": 6,
      "date": "2022-08-01",
      "summary": "Introduces Hofstede's six cultural dimensions — particularly Power Distance Index and Uncertainty Avoidance — and their implications for how psychological safety manifests differently across national cultures. Notes the model's utility for comparative analysis and its limitations for individual prediction.",
      "keywords": [
        "hofstede",
        "cultural",
        "dimensions",
        "model",
        "framework",
        "theory",
        "concept",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "what-not-to-say",
      "kind": "article",
      "title": "What Not to Say",
      "url": "https://psychsafety.com/what-not-to-say-as-a-manager/",
      "page": "https://explore.psychsafety.com/?node=what-not-to-say",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "power"
      ],
      "weight": 6,
      "date": "2022-08-17",
      "summary": "A brief compendium of damaging managerial phrases — 'you should know that already', 'don't bring me problems', 'we cannot get this wrong' and others — with the implicit argument that language is one of the fastest ways to signal what the environment is actually safe for.",
      "keywords": [
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "ps-83-too-safe",
      "kind": "article",
      "title": "Can a Team Be Too Safe?",
      "url": "https://psychsafety.com/psychological-safety-83-can-a-team-be-too-psychologically-safe/",
      "page": "https://explore.psychsafety.com/?node=ps-83-too-safe",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "models"
      ],
      "weight": 5,
      "date": "2022-10-28",
      "summary": "Revisits the 'can a team be too psychologically safe?' question directly. Argues the answer is no — and that the studies claiming otherwise confuse low-standards cultures (a leadership failure) with high-PS cultures, which require both safety and accountability.",
      "keywords": [
        "team",
        "safe",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "ps-and-ai",
      "kind": "article",
      "title": "PS & Artificial Intelligence",
      "url": "https://psychsafety.com/psychological-safety-90-artificial-intelligence/",
      "page": "https://explore.psychsafety.com/?node=ps-and-ai",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "complexity"
      ],
      "weight": 6,
      "date": "2022-12-16",
      "summary": "A newsletter on psychological safety and artificial intelligence — examining how AI changes the conditions for voice, error, and accountability. Raises questions about what happens to the social conditions for PS when machines become part of the team.",
      "keywords": [
        "artificial",
        "intelligence",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive"
      ]
    },
    {
      "id": "top-7",
      "kind": "article",
      "title": "PS Top 7",
      "url": "https://psychsafety.com/psychological-safety-92-the-top-7/",
      "page": "https://explore.psychsafety.com/?node=top-7",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "practice"
      ],
      "weight": 4,
      "date": "2022-12-30",
      "summary": "Newsletter #92 reviewing the seven most popular issues of 2022. Functions as a retrospective entry point to the year's key themes: measurement, neurodiversity, failure, just culture, and the relationship between PS and performance.",
      "keywords": [
        "history",
        "origins",
        "history of psychological safety",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "ps-teacher-meetings",
      "kind": "article",
      "title": "PS in Teacher Meetings",
      "url": "https://psychsafety.com/psychological-safety-in-teacher-meetings/",
      "page": "https://explore.psychsafety.com/?node=ps-teacher-meetings",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "equity",
        "safety"
      ],
      "weight": 5,
      "date": "2023-03-16",
      "summary": "Examines psychological safety in teacher meetings — the specific power dynamics of facilitated professional meetings where the facilitator has no role authority. Argues facilitation practices that normalise diverse perspectives are the concrete mechanism through which PS in education is built.",
      "keywords": [
        "teacher",
        "meetings",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "equity",
        "inclusion",
        "diversity",
        "belonging"
      ]
    },
    {
      "id": "met-police",
      "kind": "article",
      "title": "PS, Just Culture & Met Police",
      "url": "https://psychsafety.com/psychological-safety-just-culture-and-the-met-police/",
      "page": "https://explore.psychsafety.com/?node=met-police",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "power",
        "equity"
      ],
      "weight": 6,
      "date": "2023-03-31",
      "summary": "A newsletter connecting just culture, the Metropolitan Police, and institutional accountability. Uses Steven Shorrock on just culture to show how blame within safety investigation is 'contrary to the purpose' — and what PS conditions must be established before just culture can function.",
      "keywords": [
        "just",
        "culture",
        "police",
        "story",
        "case study",
        "example",
        "real world",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "anon-feedback-woke",
      "kind": "article",
      "title": "Anonymous Feedback & 'Woke' PS",
      "url": "https://psychsafety.com/psychological-safety-anonymous-feedback-and-woke-companies/",
      "page": "https://explore.psychsafety.com/?node=anon-feedback-woke",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "power",
        "models"
      ],
      "weight": 5,
      "date": "2023-04-14",
      "summary": "Examines anonymous feedback — a well-intentioned tool that can damage PS by fostering resentment and distrust — alongside the deployment of 'woke' as a dismissal of PS concerns. Argues anonymity solves the wrong problem when the underlying conditions are unsafe.",
      "keywords": [
        "anonymous",
        "feedback",
        "woke",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "power",
        "hierarchy",
        "status"
      ]
    },
    {
      "id": "intrapersonal-safety",
      "kind": "article",
      "title": "Intrapersonal Safety",
      "url": "https://psychsafety.com/intrapersonal-safety-and-taking-interpersonal-risks/",
      "page": "https://explore.psychsafety.com/?node=intrapersonal-safety",
      "author": "Tom Geraghty",
      "themes": [
        "individual",
        "voice"
      ],
      "weight": 6,
      "date": "2023-04-25",
      "summary": "Examines the intrapersonal dimension of psychological safety — the internal dialogue, self-awareness, and emotional processing that precede the decision to speak. Argues that attending to inner experience is not separate from the social conditions of PS but its felt substrate.",
      "keywords": [
        "intrapersonal",
        "safety",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour"
      ]
    },
    {
      "id": "ps-and-belonging",
      "kind": "article",
      "title": "PS & Belonging",
      "url": "https://psychsafety.com/psychological-safety-and-belonging/",
      "page": "https://explore.psychsafety.com/?node=ps-and-belonging",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "equity",
        "individual"
      ],
      "weight": 6,
      "date": "2023-05-11",
      "summary": "Examines the relationship between psychological safety and belonging — related but distinct. You can belong without feeling safe to speak (belonging as social acceptance) and feel safe to speak without fully belonging (a team climate that includes you without really seeing you).",
      "keywords": [
        "belonging",
        "equity",
        "inclusion",
        "diversity",
        "fairness",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "everest",
      "kind": "article",
      "title": "Everest & PS",
      "url": "https://psychsafety.com/everest/",
      "page": "https://explore.psychsafety.com/?node=everest",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "power",
        "safety"
      ],
      "weight": 6,
      "date": "2023-06-16",
      "summary": "Uses the 1996 Everest disaster — documented in Krakauer's Into Thin Air — as a case study in hierarchical deference, production pressure, and the silencing of dissent. Shows how the commitment to summit (plan continuation bias) overrode the signals from those who knew it was wrong.",
      "keywords": [
        "everest",
        "story",
        "case study",
        "example",
        "real world",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "safety",
        "error"
      ]
    },
    {
      "id": "psirf",
      "kind": "article",
      "title": "PSIRF",
      "url": "https://psychsafety.com/psirf/",
      "page": "https://explore.psychsafety.com/?node=psirf",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "models",
        "stories"
      ],
      "weight": 6,
      "date": "2023-06-30",
      "summary": "Examines the NHS Patient Safety Incident Response Framework, replacing root cause analysis with systemic learning. Argues PSIRF's key contribution is recognising that psychological safety conditions must be established before Just Culture approaches can function in practice.",
      "keywords": [
        "psirf",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "model",
        "framework",
        "theory",
        "concept",
        "story",
        "case study"
      ]
    },
    {
      "id": "non-attachment",
      "kind": "article",
      "title": "Non-Attachment to Results",
      "url": "https://psychsafety.com/non-attachment-to-results/",
      "page": "https://explore.psychsafety.com/?node=non-attachment",
      "author": "Tom Geraghty",
      "themes": [
        "individual",
        "practice"
      ],
      "weight": 5,
      "date": "2023-07-14",
      "summary": "Applies the Bhagavad Gita's concept of non-attachment to results to PS practice. Argues that investing in actions rather than outcomes — Gaudí's lifelong work on the Sagrada Família as the central image — is both a spiritual practice and a practical precondition for safe-to-fail experimentation.",
      "keywords": [
        "non-attachment",
        "results",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "cia-sabotage",
      "kind": "article",
      "title": "CIA Sabotage Field Manual",
      "url": "https://psychsafety.com/cia-simple-sabotage-field-manual/",
      "page": "https://explore.psychsafety.com/?node=cia-sabotage",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "org-design",
        "power"
      ],
      "weight": 7,
      "date": "2023-07-24",
      "summary": "Uses the declassified 1944 CIA Simple Sabotage Field Manual as an accidental blueprint for how organisations destroy themselves. Notes the unsettling familiarity of its instructions — multiply procedures, hold unnecessary meetings, insist on perfect work in unimportant products.",
      "keywords": [
        "sabotage",
        "field",
        "manual",
        "story",
        "case study",
        "example",
        "real world",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org"
      ]
    },
    {
      "id": "first-org-chart",
      "kind": "article",
      "title": "The First Org Chart",
      "url": "https://psychsafety.com/the-first-organisational-chart/",
      "page": "https://explore.psychsafety.com/?node=first-org-chart",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "org-design",
        "power"
      ],
      "weight": 6,
      "date": "2023-11-10",
      "summary": "Traces the first organisational chart to Daniel McCallum's 1855 New York and Erie Railroad diagram — created to solve a genuine coordination problem at scale. Examines how visualising hierarchy encoded assumptions about authority and information flow that persist in org chart thinking today.",
      "keywords": [
        "chart",
        "story",
        "case study",
        "example",
        "real world",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "power",
        "hierarchy"
      ]
    },
    {
      "id": "selection-pressure",
      "kind": "article",
      "title": "Selection Pressure & PS",
      "url": "https://psychsafety.com/selection-pressure-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=selection-pressure",
      "author": "Tom Geraghty",
      "themes": [
        "ecological",
        "power",
        "stories"
      ],
      "weight": 6,
      "date": "2023-12-01",
      "summary": "Applies the ecological concept of selection pressure to explain why some industries adopt PS more readily than others. Argues that where failure is visible and consequential — aviation, healthcare — the selection pressure for PS-compatible behaviours is strongest.",
      "keywords": [
        "selection",
        "pressure",
        "ecology",
        "ecological",
        "systems",
        "nature",
        "resilience",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "i-can-say-whatever",
      "kind": "article",
      "title": "I Can Say Whatever I Want",
      "url": "https://psychsafety.com/i-can-say-whatever-i-want/",
      "page": "https://explore.psychsafety.com/?node=i-can-say-whatever",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "power",
        "models"
      ],
      "weight": 6,
      "date": "2024-03-15",
      "summary": "Addresses the misconception that PS means saying whatever you want. Uses a meeting with Amy Edmondson and the yogic principle of Ahimsa before Satya to argue that kindness and psychological safety are complementary — and that the opposite misconception (being extra careful not to offend) is equally wrong.",
      "keywords": [
        "whatever",
        "want",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient"
      ]
    },
    {
      "id": "psychological-capital",
      "kind": "article",
      "title": "Psychological Capital",
      "url": "https://psychsafety.com/psychological-capital/",
      "page": "https://explore.psychsafety.com/?node=psychological-capital",
      "author": "Tom Geraghty",
      "themes": [
        "individual",
        "models"
      ],
      "weight": 5,
      "date": "2024-03-18",
      "summary": "Examines Psychological Capital — hope, efficacy, resilience, optimism — as individual resources that interact with PS conditions. Argues PsyCap and PS are complementary rather than competing frameworks: structural safety enables individual capital to be expressed rather than suppressed.",
      "keywords": [
        "psychological",
        "capital",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "safeguarding",
      "kind": "article",
      "title": "PS & Safeguarding",
      "url": "https://psychsafety.com/the-link-between-psychological-safety-and-effective-safeguarding/",
      "page": "https://explore.psychsafety.com/?node=safeguarding",
      "author": "Jade Garratt",
      "themes": [
        "safety",
        "equity",
        "equity"
      ],
      "weight": 6,
      "date": "2024-05-31",
      "summary": "Argues that effective safeguarding depends on psychological safety — that warning signs go unreported and ignored in environments where people don't feel safe to raise concerns. Uses Victoria Climbié and Baby P as cases where the signs were there but the conditions for speaking weren't.",
      "keywords": [
        "safeguarding",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "academic-fraud",
      "kind": "article",
      "title": "Academic Fraud & Data Dishonesty",
      "url": "https://psychsafety.com/academic-fraud-data-and-dishonesty/",
      "page": "https://explore.psychsafety.com/?node=academic-fraud",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "power",
        "stories"
      ],
      "weight": 6,
      "date": "2024-10-19",
      "summary": "Uses the Francesca Gino Harvard Business School research misconduct case to examine academic fraud and the structural conditions that produce it. Shows how even foundational PS papers can be contaminated by proximity to flawed co-authored work — and what that means for knowledge ecosystems.",
      "keywords": [
        "academic",
        "fraud",
        "data",
        "dishonesty",
        "model",
        "framework",
        "theory",
        "concept",
        "power",
        "hierarchy",
        "status",
        "authority"
      ]
    },
    {
      "id": "being-approachable",
      "kind": "article",
      "title": "Being Approachable",
      "url": "https://psychsafety.com/being-approachable/",
      "page": "https://explore.psychsafety.com/?node=being-approachable",
      "author": "Jade Garratt",
      "themes": [
        "practice",
        "voice",
        "practice"
      ],
      "weight": 6,
      "date": "2024-10-18",
      "summary": "Examines what being approachable actually requires beyond good intentions and open door policies. Uses healthcare simulation research to challenge two misconceptions: that approachability is fixed, and that it's mostly about avoiding rudeness. Approachability is dynamic and highly situational.",
      "keywords": [
        "approachable",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour"
      ]
    },
    {
      "id": "sometimes-muck-up",
      "kind": "article",
      "title": "Sometimes I Muck Up",
      "url": "https://psychsafety.com/sometimes-i-muck-up/",
      "page": "https://explore.psychsafety.com/?node=sometimes-muck-up",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "individual",
        "practice"
      ],
      "weight": 5,
      "date": "2025-01-03",
      "summary": "A short newsletter using the 'sometimes I muck up' sticker as an entry point to reflect on what modelling fallibility actually requires of leaders. Accompanies a workshop announcement on delivering effective feedback as the complement to making mistakes safe.",
      "keywords": [
        "sometimes",
        "muck",
        "story",
        "case study",
        "example",
        "real world",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "practice",
        "how to"
      ]
    },
    {
      "id": "man-the-unknown",
      "kind": "article",
      "title": "Man, The Unknown",
      "url": "https://psychsafety.com/man-the-unknown/",
      "page": "https://explore.psychsafety.com/?node=man-the-unknown",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "individual",
        "history"
      ],
      "weight": 5,
      "date": "2025-01-06",
      "summary": "A reference page linking to Alexis Carrel's 1935 work, relevant as a historical lens on how reductive views of human nature have shaped organisational design — and as a reminder that the assumptions embedded in management practice have deep and sometimes troubling intellectual genealogies.",
      "keywords": [
        "unknown",
        "history",
        "origins",
        "history of psychological safety",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "ps-isnt-enough",
      "kind": "article",
      "title": "PS Isn't Enough",
      "url": "https://psychsafety.com/psychological-safety-isnt-enough/",
      "page": "https://explore.psychsafety.com/?node=ps-isnt-enough",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "power",
        "models"
      ],
      "weight": 7,
      "date": "2025-08-15",
      "summary": "Addresses the 'PS isn't enough' objection directly: obviously. Argues PS is a necessary condition, not a sufficient one — using the 'letting the brakes off' analogy to show that removing constraints enables capability, but teams still need goals, skills, tools, trust, and accountability.",
      "keywords": [
        "enough",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "model"
      ]
    },
    {
      "id": "coaching-ps",
      "kind": "article",
      "title": "Coaching & PS",
      "url": "https://psychsafety.com/coaching-and-psychological-safety-listening-trust-and-letting-go-of-control/",
      "page": "https://explore.psychsafety.com/?node=coaching-ps",
      "author": "Jade Garratt",
      "themes": [
        "practice",
        "individual",
        "voice"
      ],
      "weight": 6,
      "date": "2025-10-17",
      "summary": "Examines coaching as a context that requires creating and maintaining psychological safety. Uses a first-person account of learning to sit with silence to show that listening, trust, and letting go of control are the relational conditions the coach must offer before transformation becomes possible.",
      "keywords": [
        "coaching",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "voice"
      ]
    },
    {
      "id": "ps-diverse-groups",
      "kind": "article",
      "title": "PS in Diverse Groups",
      "url": "https://psychsafety.com/the-foundations-of-psychological-safety-in-diverse-groups/",
      "page": "https://explore.psychsafety.com/?node=ps-diverse-groups",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "models",
        "complexity"
      ],
      "weight": 6,
      "date": "2026-01-16",
      "summary": "Examines the foundations of psychological safety in diverse groups. Argues that standard PS approaches default to dominant cultural and neurological norms, and that designing for diversity requires explicitly challenging those defaults — in communication styles, facilitation formats, and what 'speaking up' means.",
      "keywords": [
        "diversity",
        "diverse teams",
        "inclusion",
        "gender",
        "minority",
        "diverse",
        "groups",
        "equity",
        "belonging",
        "fairness",
        "model",
        "framework"
      ]
    },
    {
      "id": "soft-hard-system",
      "kind": "article",
      "title": "Soft to Each Other, Hard on the System",
      "url": "https://psychsafety.com/be-soft-to-each-other-and-hard-on-the-system/",
      "page": "https://explore.psychsafety.com/?node=soft-hard-system",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "complexity",
        "practice"
      ],
      "weight": 7,
      "date": "2026-03-12",
      "summary": "A brief article accompanying a sticker design: 'be soft to each other and hard on the system'. A distillation of Deming's insight that a bad system beats a good person every time — and that compassion and structural critique are both necessary, not in tension.",
      "keywords": [
        "soft on people",
        "hard on the system",
        "systems thinking",
        "soft",
        "each",
        "other",
        "hard",
        "system",
        "equity",
        "inclusion",
        "diversity",
        "belonging"
      ]
    },
    {
      "id": "aviation-special",
      "kind": "article",
      "title": "PS in Aviation (Special Edition)",
      "url": "https://psychsafety.com/psychological-safety-in-aviation-special-edition/",
      "page": "https://explore.psychsafety.com/?node=aviation-special",
      "author": "Tom Geraghty",
      "themes": [
        "safety",
        "stories"
      ],
      "weight": 6,
      "date": "2025-05-30",
      "summary": "A special edition on PS in aviation, examining cockpit communication research from Fischer and Orasanu (1999) and Bienefeld and Grote (2012). Shows how power gradient has a larger effect on voice than gender or culture — and that even experienced crew members stay silent across steep gradients.",
      "keywords": [
        "aviation",
        "special",
        "edition",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "choosing-psychometric",
      "kind": "article",
      "title": "Choosing a Psychometric Tool",
      "url": "https://psychsafety.com/choosing-a-psychometric-tool/",
      "page": "https://explore.psychsafety.com/?node=choosing-psychometric",
      "author": "Tom Geraghty",
      "themes": [
        "measurement",
        "practice"
      ],
      "weight": 5,
      "date": "2023-09-01",
      "summary": "A practical guide to choosing a psychometric tool for measuring PS. Lists criteria — purpose, validity, cultural fit, risk of Goodhart — and notes that bespoke survey design is often preferable to proprietary tools, which can import their designers' assumptions about what safety looks like.",
      "keywords": [
        "choosing",
        "psychometric",
        "tool",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data",
        "practice",
        "how to",
        "practical",
        "tools"
      ]
    },
    {
      "id": "drive-dissent-checklists",
      "kind": "article",
      "title": "Drive, Dissent & Checklists",
      "url": "https://psychsafety.com/psychological-safety-70-drive-dissent-and-checklists/",
      "page": "https://explore.psychsafety.com/?node=drive-dissent-checklists",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "safety",
        "practice"
      ],
      "weight": 5,
      "date": "2022-07-29",
      "summary": "A newsletter on drive, dissent, and checklists — examining when checklists support psychological safety and when they substitute for the judgment they're meant to support. Shows how checklists used in fear cultures become performance compliance rather than genuine safety checks.",
      "keywords": [
        "drive",
        "dissent",
        "checklists",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "safety",
        "error",
        "risk",
        "incidents"
      ]
    },
    {
      "id": "definition-ps",
      "kind": "article",
      "title": "Definition of PS",
      "url": "https://psychsafety.com/the-definition-of-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=definition-ps",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "models"
      ],
      "weight": 6,
      "date": "2024-10-04",
      "summary": "Makes the case for why a clear, precise definition of psychological safety matters — not as pedantry but as practice. Examines the pressures toward semantic drift, the value of a shared compass, and what gets lost when the term becomes a synonym for comfort, niceness, or wellness.",
      "keywords": [
        "definition",
        "history",
        "origins",
        "history of psychological safety",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "psychological-anchor",
      "kind": "article",
      "title": "The Psychological Anchor",
      "url": "https://psychsafety.com/the-psychological-anchor-in-the-workplace/",
      "page": "https://explore.psychsafety.com/?node=psychological-anchor",
      "author": "Tom Geraghty",
      "themes": [
        "individual",
        "individual"
      ],
      "weight": 5,
      "date": "2019-10-20",
      "summary": "Examines the psychological anchor — clarity of role, expectations, and contribution — as a fundamental PS precondition. Argues that people cannot feel safe without knowing what's expected of them, making management competence (not just leadership inspiration) a direct PS condition.",
      "keywords": [
        "psychological",
        "anchor",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "thinking-like-ecologist",
      "kind": "article",
      "title": "Thinking Like an Ecologist",
      "url": "https://psychsafety.com/thinking-like-an-ecologist-a-field-guide-for-organisations/",
      "page": "https://explore.psychsafety.com/?node=thinking-like-ecologist",
      "author": "Tom Geraghty",
      "themes": [
        "ecological",
        "models",
        "practice"
      ],
      "weight": 7,
      "date": "2026-05-01",
      "summary": "Workshop overview for 'Thinking Like an Ecologist' — introducing six ecological principles as lenses for organisational change: emergence, substrate, diversity, weak signals, edge effects, and succession. Positions ecological thinking as a posture of stewardship rather than control.",
      "keywords": [
        "thinking",
        "like",
        "ecologist",
        "ecology",
        "ecological",
        "systems",
        "nature",
        "resilience",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "not-feeling-seen",
      "kind": "article",
      "title": "Not Feeling Seen",
      "url": "https://psychsafety.com/not-feeling-seen-eye-contact-and-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=not-feeling-seen",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "voice",
        "individual"
      ],
      "weight": 6,
      "date": "2025-08-21",
      "summary": "A critical analysis of a Harvard Business School paper claiming eye gaze builds psychological safety. Argues that prescribing sustained eye contact as a leadership behaviour enforces Western, neurotypical norms — making those already least safe feel less safe, not more.",
      "keywords": [
        "feeling",
        "seen",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour"
      ]
    },
    {
      "id": "delivering-feedback-workshop",
      "kind": "article",
      "title": "Delivering Effective Feedback (Workshop)",
      "url": "https://psychsafety.com/delivering-effective-feedback/",
      "page": "https://explore.psychsafety.com/?node=delivering-feedback-workshop",
      "author": "Tom Geraghty & Jade Garratt",
      "themes": [
        "practice",
        "individual"
      ],
      "weight": 6,
      "date": "2024-01-01",
      "summary": "Online workshop on delivering feedback that builds rather than erodes psychological safety. Covers the purpose of feedback, characteristics of good feedback, models and practices, and how to ensure what you give is actually useful — drawing on research showing only 20-30% of feedback lands well.",
      "keywords": [
        "delivering",
        "effective",
        "feedback",
        "workshop",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "individual",
        "personal"
      ]
    },
    {
      "id": "training",
      "kind": "article",
      "title": "Organisational Training",
      "url": "https://psychsafety.com/training/",
      "page": "https://explore.psychsafety.com/?node=training",
      "author": "Tom Geraghty & Jade Garratt",
      "themes": [
        "practice"
      ],
      "weight": 7,
      "date": "2024-01-01",
      "summary": "Overview of Psych Safety's organisational training offer — workshops for teams, leaders, and managers covering psychological safety fundamentals, HOP, CRM, feedback, neurodiversity, and Train the Trainer. Bespoke and open-enrolment formats for organisations of any size.",
      "keywords": [
        "organisational",
        "training",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "tool-kit",
      "kind": "article",
      "title": "Tool Kits & Resources",
      "url": "https://psychsafety.com/tool-kit/",
      "page": "https://explore.psychsafety.com/?node=tool-kit",
      "author": "Tom Geraghty & Jade Garratt",
      "themes": [
        "practice"
      ],
      "weight": 7,
      "date": "2024-01-01",
      "summary": "The Psych Safety toolkit collection — Action Pack, Trainer Toolkit, Practitioner Bundle, and sector-specific Practice Playbooks for healthcare, technology, education, and inclusion. Practical, downloadable resources for building and maintaining psychological safety.",
      "keywords": [
        "tool",
        "kits",
        "resources",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "about",
      "kind": "article",
      "title": "About Psych Safety",
      "url": "https://psychsafety.com/about/",
      "page": "https://explore.psychsafety.com/?node=about",
      "author": "Tom Geraghty & Jade Garratt",
      "themes": [
        "history"
      ],
      "weight": 5,
      "date": "2024-01-01",
      "summary": "About the Psych Safety team — Tom Geraghty and Jade Garratt — their backgrounds, approach, and the values and principles behind the site. Sets out the intellectual commitments that distinguish this work from mainstream PS discourse.",
      "keywords": [
        "psych",
        "safety",
        "history",
        "origins",
        "history of psychological safety"
      ]
    },
    {
      "id": "free-resources",
      "kind": "article",
      "title": "Free Resources",
      "url": "https://psychsafety.com/free-resources-on-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=free-resources",
      "author": "Tom Geraghty & Jade Garratt",
      "themes": [
        "practice"
      ],
      "weight": 6,
      "date": "2024-01-01",
      "summary": "A curated collection of free psychological safety resources — templates, guides, exercises, and reference material. Entry point for practitioners who want to start building PS without a budget, and a complement to the paid toolkit range.",
      "keywords": [
        "free",
        "resources",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "community",
      "kind": "article",
      "title": "PS Community",
      "url": "https://psychsafety.com/psychological-safety-community/",
      "page": "https://explore.psychsafety.com/?node=community",
      "author": "Tom Geraghty & Jade Garratt",
      "themes": [
        "practice",
        "stories"
      ],
      "weight": 6,
      "date": "2024-01-01",
      "summary": "The Psych Safety online community — a space for practitioners, researchers, and advocates to connect, share work, ask questions, and develop practice together. Hosted independently of the major platforms to keep the conversation grounded and the power dynamics visible.",
      "keywords": [
        "community",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "meet-ups",
      "kind": "article",
      "title": "Events & Meet-ups",
      "url": "https://psychsafety.com/meet-ups/",
      "page": "https://explore.psychsafety.com/?node=meet-ups",
      "author": "Tom Geraghty & Jade Garratt",
      "themes": [
        "practice",
        "stories"
      ],
      "weight": 5,
      "date": "2024-01-01",
      "summary": "Psych Safety Days and online meet-ups — regular events bringing together practitioners, researchers, and those affected by psychological safety at work. Speakers have covered neurodiversity, just culture, diversity, resilience engineering, and more.",
      "keywords": [
        "events",
        "meet-ups",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "iterum-ooda",
      "kind": "article",
      "title": "OODA Loops & Strategy (Iterum)",
      "url": "https://iterum.co.uk/ooda-loops/",
      "page": "https://explore.psychsafety.com/?node=iterum-ooda",
      "author": "Tom Geraghty",
      "themes": [
        "complexity",
        "org-design",
        "practice"
      ],
      "weight": 6,
      "date": "2023-01-01",
      "summary": "John Boyd, OODA loops and strategy. Boyd's biography, Energy-Manoeuvrability Theory, and the OODA loop as an organisational decision-making framework extending far beyond aviation.",
      "keywords": [
        "ooda",
        "loops",
        "strategy",
        "iterum",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive",
        "organisational design",
        "org design",
        "structure",
        "teams"
      ]
    },
    {
      "id": "three-horizons",
      "kind": "article",
      "title": "Three Horizons of Strategy",
      "url": "https://iterum.co.uk/the-three-horizons-of-strategy/",
      "page": "https://explore.psychsafety.com/?node=three-horizons",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "complexity",
        "practice"
      ],
      "weight": 6,
      "date": "2023-01-01",
      "summary": "McKinsey's Three Horizons model adapted by Tom. H1 sustains core business, H2 grows it, H3 explores radical futures. PS as foundational to good collective strategic decision-making.",
      "keywords": [
        "three",
        "horizons",
        "strategy",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive"
      ]
    },
    {
      "id": "anon-feedback-destroy",
      "kind": "article",
      "title": "Anonymous Feedback Can Destroy PS",
      "url": "https://tomgeraghty.co.uk/index.php/anonymous-feedback-can-destroy-your-team/",
      "page": "https://explore.psychsafety.com/?node=anon-feedback-destroy",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "power",
        "voice"
      ],
      "weight": 6,
      "date": "2021-01-01",
      "summary": "Anonymous feedback masks rather than solves the problems of unequal power dynamics and fear. Anonymity reinforces the idea it's not safe to speak up. Dialogue is what's needed.",
      "keywords": [
        "anonymous",
        "feedback",
        "destroy",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "power",
        "hierarchy",
        "status"
      ]
    },
    {
      "id": "social-science-epi",
      "kind": "article",
      "title": "Social Science vs Epidemiology",
      "url": "https://tomgeraghty.co.uk/index.php/social_science_epidemiological/",
      "page": "https://explore.psychsafety.com/?node=social-science-epi",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "measurement",
        "stories"
      ],
      "weight": 5,
      "date": "2020-01-01",
      "summary": "Masters coursework: when is social science appropriate as an alternative to epidemiological methods? Ebola in Sierra Leone as case study. Qualitative evidence as actionable, rapid, and legitimate.",
      "keywords": [
        "social",
        "science",
        "epidemiology",
        "model",
        "framework",
        "theory",
        "concept",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data"
      ]
    },
    {
      "id": "org-transformation-factors",
      "kind": "article",
      "title": "180 Factors of Transformation",
      "url": "https://tomgeraghty.co.uk/index.php/organisational-and-digital-transformation-an-incomplete-list-of-factors/",
      "page": "https://explore.psychsafety.com/?node=org-transformation-factors",
      "author": "Tom Geraghty",
      "themes": [
        "org-design",
        "practice",
        "complexity"
      ],
      "weight": 5,
      "date": "2020-01-01",
      "summary": "An extensive reference list of factors to discover and address in organisational and digital transformations — organisation, people, process, data, products, technology.",
      "keywords": [
        "factors",
        "transformation",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques"
      ]
    },
    {
      "id": "critique-safe",
      "kind": "article",
      "title": "Critique of SAFe",
      "url": "https://tomgeraghty.co.uk/index.php/a-short-critique-of-safe/",
      "page": "https://explore.psychsafety.com/?node=critique-safe",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "org-design",
        "power"
      ],
      "weight": 6,
      "date": "2021-01-01",
      "summary": "Ten reasons why the Scaled Agile Framework is inappropriate for most organisations. SAFe scales up the solution rather than scaling down the problem. Normalises batch sizing, encourages top-down planning, kills retrospectives.",
      "keywords": [
        "critique",
        "safe",
        "model",
        "framework",
        "theory",
        "concept",
        "organisational design",
        "org design",
        "structure",
        "teams",
        "org",
        "power"
      ]
    },
    {
      "id": "personality-profiling-bs",
      "kind": "article",
      "title": "Critique of Personality Profiling",
      "url": "https://tomgeraghty.co.uk/index.php/the-fallacy-of-applying-complicated-models-to-complex-problems-aka-why-personality-profiling-is-bs/",
      "page": "https://explore.psychsafety.com/?node=personality-profiling-bs",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "models",
        "complexity"
      ],
      "weight": 6,
      "date": "2021-01-01",
      "summary": "Myers-Briggs, DISC, Predictive Index and similar tools try to map complicated frameworks onto complex problems. People are complex systems — cause and effect changes constantly. Little evidential basis, significant evidence against. One of the most weaponised management tools ever created.",
      "keywords": [
        "critique",
        "personality",
        "profiling",
        "model",
        "framework",
        "theory",
        "concept",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive"
      ]
    },
    {
      "id": "ten-ways",
      "kind": "article",
      "title": "Top 10 Ways to Foster PS",
      "url": "https://psychsafety.com/top-10-ways-to-foster-psychological-safety-in-the-workplace/",
      "page": "https://explore.psychsafety.com/?node=ten-ways",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "voice",
        "power"
      ],
      "weight": 8,
      "date": "2024-06-14",
      "summary": "A practitioner-led synthesis of the top ten (10) most effective approaches to fostering psychological safety, drawn from years of workshop and consultancy experience across healthcare, aviation, education and technology. The ten: levelling power gradients; establishing shared norms; effective listening and giving space; clear and compassionate communication; rewarding speaking up; framing work as experiments; practising retrospectives and futurespectives; addressing persistent problematic behaviour; embracing differences; and accepting human error as normal. Each is grounded in empirical evidence and situated in the reality that psychological safety looks different across contexts — there is no cookie-cutter version. One of the most widely-shared and practically-oriented articles on the site.",
      "keywords": [
        "ways",
        "foster",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns"
      ]
    },
    {
      "id": "can-you-see-the-cat",
      "kind": "article",
      "title": "Can You See The Cat?",
      "url": "https://psychsafety.com/can-you-see-the-cat/",
      "page": "https://explore.psychsafety.com/?node=can-you-see-the-cat",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "ecological"
      ],
      "weight": 6,
      "date": "2024-09-19",
      "summary": "Uses the Georgist 'see the cat' meme from 1879 as a metaphor for how understanding psychological safety changes what you see — once seen, it cannot be unseen. Connects Henry George's economics of land enclosure and inequality to the ubiquity of PS across all human interaction. Covers the Amazon RTO mandate, the UK Employment Rights Bill, and the Ockenden maternity safety review.",
      "keywords": [
        "history",
        "origins",
        "history of psychological safety",
        "ecology",
        "ecological",
        "systems",
        "nature",
        "resilience"
      ]
    },
    {
      "id": "how-to-promote-psychological-safety-at-work",
      "kind": "article",
      "title": "How to Promote Psychological Safety at Work",
      "url": "https://psychsafety.com/how-to-promote-psychological-safety-at-work/",
      "page": "https://explore.psychsafety.com/?node=how-to-promote-psychological-safety-at-work",
      "author": "Tom Geraghty",
      "themes": [
        "practice"
      ],
      "weight": 5,
      "date": "2022-11-14",
      "summary": "A practical summary covering the main approaches to creating and maintaining psychological safety: modelling openness, responding well to voice, structuring meetings, and building trust. A useful entry point for practitioners wanting a concise overview.",
      "keywords": [
        "promote",
        "psychological",
        "safety",
        "work",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "is-your-team-psychologically-safe-the-ten-statement-quiz",
      "kind": "article",
      "title": "Is Your Team Psychologically Safe? Take This Quiz.",
      "url": "https://psychsafety.com/is-your-team-psychologically-safe-the-ten-statement-quiz/",
      "page": "https://explore.psychsafety.com/?node=is-your-team-psychologically-safe-the-ten-statement-quiz",
      "author": "Tom Geraghty",
      "themes": [
        "measurement"
      ],
      "weight": 5,
      "date": "2020-08-01",
      "summary": "A ten-statement self-assessment quiz for teams and leaders to evaluate psychological safety. Presents key behavioural indicators of high and low PS as a quick diagnostic tool or conversation starter.",
      "keywords": [
        "team",
        "psychologically",
        "safe",
        "take",
        "quiz",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data"
      ]
    },
    {
      "id": "overcoming-toxic-work-culture",
      "kind": "article",
      "title": "Overcoming Toxic Work Culture",
      "url": "https://psychsafety.com/overcoming-toxic-work-culture-4-tips-to-improve-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=overcoming-toxic-work-culture",
      "author": "Tom Geraghty",
      "themes": [
        "practice"
      ],
      "weight": 5,
      "date": "2022-08-19",
      "summary": "Four practical approaches to improving psychological safety in toxic or low-trust workplace cultures: diagnosing toxicity, creating conditions for honest voice, modelling vulnerability, and making structural changes that reduce interpersonal risk.",
      "keywords": [
        "overcoming",
        "toxic",
        "work",
        "culture",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "paper-collection-power-safety",
      "kind": "article",
      "title": "Paper Collection: Power, Safety and Authority Gradients",
      "url": "https://psychsafety.com/paper-collection-on-power-safety-authority-gradients-and-more/",
      "page": "https://explore.psychsafety.com/?node=paper-collection-power-safety",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "voice"
      ],
      "weight": 7,
      "date": "2024-03-28",
      "summary": "A curated compendium of academic papers on power dynamics in organisations — social power, systemic and relational power, power gradients, voice, authority, and patient safety. One of the most comprehensive collections of power-relevant research on the site, directly supporting the argument that psychological safety cannot be understood without accounting for structural power.",
      "keywords": [
        "collection",
        "power",
        "safety",
        "authority",
        "gradients",
        "hierarchy",
        "status",
        "power gradient",
        "voice",
        "speaking up",
        "silence",
        "raising concerns"
      ]
    },
    {
      "id": "project-aristotle-guide",
      "kind": "article",
      "title": "Project Aristotle: Guide to Team Effectiveness",
      "url": "https://psychsafety.com/project-aristotle-guide-to-team-effectiveness/",
      "page": "https://explore.psychsafety.com/?node=project-aristotle-guide",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "practice"
      ],
      "weight": 6,
      "date": "2024-11-21",
      "summary": "An overview of Google's Project Aristotle research identifying psychological safety as the single most important factor in high-performing teams. Covers the five team effectiveness factors, what the research actually showed, and how it has been interpreted and misinterpreted in practice.",
      "keywords": [
        "project",
        "aristotle",
        "guide",
        "team",
        "effectiveness",
        "model",
        "framework",
        "theory",
        "concept",
        "practice",
        "how to",
        "practical"
      ]
    },
    {
      "id": "psychological-safety-a-timeline",
      "kind": "article",
      "title": "Psychological Safety: A Timeline",
      "url": "https://psychsafety.com/psychological-safety-a-timeline/",
      "page": "https://explore.psychsafety.com/?node=psychological-safety-a-timeline",
      "author": "Tom Geraghty",
      "themes": [
        "history"
      ],
      "weight": 6,
      "date": "2024-05-03",
      "summary": "Charts the emergence of psychological safety using Google Trends data alongside academic and cultural milestones — Edmondson's 1999 paper, Project Aristotle's publication, and the Covid-19 pandemic. A useful historical frame for understanding why PS has become so prominent in the last decade.",
      "keywords": [
        "psychological",
        "safety",
        "timeline",
        "history",
        "origins",
        "history of psychological safety"
      ]
    },
    {
      "id": "psychological-safety-checklists",
      "kind": "article",
      "title": "Psychological Safety: Checklists",
      "url": "https://psychsafety.com/psychological-safety-checklists/",
      "page": "https://explore.psychsafety.com/?node=psychological-safety-checklists",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "measurement"
      ],
      "weight": 6,
      "date": "2023-04-21",
      "summary": "Examines the role of checklists in reducing error and building consistency, drawing on Atul Gawande's work. Explores where checklists support psychological safety — reducing cognitive load, making expectations explicit — and where they undermine it by replacing genuine engagement with compliance. Connects aviation CRM, surgery, and organisational practice.",
      "keywords": [
        "psychological",
        "safety",
        "checklists",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "measurement",
        "measuring",
        "metrics"
      ]
    },
    {
      "id": "psychological-safety-in-2023-unwrapped",
      "kind": "article",
      "title": "Psychological Safety in 2023: Unwrapped",
      "url": "https://psychsafety.com/psychological-safety-in-2023-unwrapped/",
      "page": "https://explore.psychsafety.com/?node=psychological-safety-in-2023-unwrapped",
      "author": "Tom Geraghty",
      "themes": [
        "history"
      ],
      "weight": 4,
      "date": "2023-12-22",
      "summary": "Annual review of the year in psychological safety, covering major research findings, events, and developments across 2023. Includes reflections on the growing mainstreaming of PS, concerns about dilution and misuse, and highlights from the site's work during the year.",
      "keywords": [
        "psychological",
        "safety",
        "2023",
        "unwrapped",
        "history",
        "origins",
        "history of psychological safety"
      ]
    },
    {
      "id": "psychological-safety-in-healthcare",
      "kind": "article",
      "title": "Psychological Safety in Healthcare",
      "url": "https://psychsafety.com/psychological-safety-in-healthcare/",
      "page": "https://explore.psychsafety.com/?node=psychological-safety-in-healthcare",
      "author": "Tom Geraghty",
      "themes": [
        "safety"
      ],
      "weight": 7,
      "date": "2021-11-01",
      "summary": "A curated collection of resources and research on psychological safety in healthcare and clinical settings. Covers Edmondson's foundational operating theatre research, patient safety applications, NHS context, CRM in healthcare, and the specific challenges of status hierarchies in clinical teams.",
      "keywords": [
        "healthcare",
        "NHS",
        "nurses",
        "doctors",
        "patient safety",
        "hospitals",
        "psychological",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents"
      ]
    },
    {
      "id": "three-ways-to-build-psychological-safety",
      "kind": "article",
      "title": "Three Ways to Build Psychological Safety",
      "url": "https://psychsafety.com/three-ways-to-build-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=three-ways-to-build-psychological-safety",
      "author": "Tom Geraghty",
      "themes": [
        "practice"
      ],
      "weight": 5,
      "date": "2020-08-21",
      "summary": "A concise piece covering three foundational approaches: leader behaviour (modelling fallibility), structural changes (meeting norms, feedback channels), and relational practices (one-to-ones, contracting). Uses the four lenses framework. A short, accessible entry point for practitioners.",
      "keywords": [
        "three",
        "ways",
        "build",
        "psychological",
        "safety",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "things-you-might-hear",
      "kind": "article",
      "title": "Things You Might Hear When a Team Feels Psychologically Safe",
      "url": "https://psychsafety.com/things-you-might-hear-when-a-team-feels-psychologically-safe/",
      "page": "https://explore.psychsafety.com/?node=things-you-might-hear",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "measurement"
      ],
      "weight": 5,
      "date": "2022-11-25",
      "summary": "A collection of phrases and conversational indicators that suggest high psychological safety — both direct ('I made a mistake and I need help') and subtle ('I disagree with that approach'). A practical listening guide for leaders and facilitators.",
      "keywords": [
        "things",
        "might",
        "hear",
        "team",
        "feels",
        "psychologically",
        "safe",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques"
      ]
    },
    {
      "id": "newsletter-43-weird-bad-bosses",
      "kind": "article",
      "title": "Newsletter #43: WEIRD People and Bad Bosses",
      "url": "https://psychsafety.com/psychological-safety-43/",
      "page": "https://explore.psychsafety.com/?node=newsletter-43-weird-bad-bosses",
      "author": "Tom Geraghty",
      "themes": [
        "stories"
      ],
      "weight": 3,
      "date": "2022-01-07",
      "summary": "Newsletter issue covering WEIRD (Western, Educated, Industrialised, Rich, Democratic) bias in psychological research and its implications for PS, alongside reflections on bad management behaviours.",
      "keywords": [
        "newsletter",
        "weird",
        "people",
        "bosses",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "newsletter-57-trust",
      "kind": "article",
      "title": "Newsletter #57: Trust",
      "url": "https://psychsafety.com/psychological-safety-57-trust/",
      "page": "https://explore.psychsafety.com/?node=newsletter-57-trust",
      "author": "Tom Geraghty",
      "themes": [
        "stories"
      ],
      "weight": 3,
      "date": "2022-06-24",
      "summary": "Newsletter issue focused on trust and psychological safety — the distinctions between the two concepts and how trust functions as both antecedent and outcome of PS.",
      "keywords": [
        "newsletter",
        "trust",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "newsletter-94-agile",
      "kind": "article",
      "title": "Newsletter #94: Psychological Safety and Agile",
      "url": "https://psychsafety.com/psychological-safety-94-agile/",
      "page": "https://explore.psychsafety.com/?node=newsletter-94-agile",
      "author": "Tom Geraghty",
      "themes": [
        "stories"
      ],
      "weight": 3,
      "date": "2023-01-13",
      "summary": "Newsletter issue exploring the intersection of psychological safety and Agile methodologies — Scrum, iterative working, failure tolerance — and where Agile implementations can undermine or support safe team environments.",
      "keywords": [
        "newsletter",
        "psychological",
        "safety",
        "agile",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "newsletter-129-crm",
      "kind": "article",
      "title": "Newsletter #129: CRM, Diversity of Thought, PSIRF",
      "url": "https://psychsafety.com/psychological-safety-129/",
      "page": "https://explore.psychsafety.com/?node=newsletter-129-crm",
      "author": "Tom Geraghty",
      "themes": [
        "stories"
      ],
      "weight": 3,
      "date": "2023-09-29",
      "summary": "Newsletter issue covering the 1977 Tenerife disaster and the history of Crew Resource Management, diversity of thought in teams, and the NHS Patient Safety Incident Response Framework.",
      "keywords": [
        "newsletter",
        "diversity",
        "thought",
        "psirf",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "newsletter-first-edition",
      "kind": "article",
      "title": "Newsletter: First Edition",
      "url": "https://psychsafety.com/psychological-safety-newsletter-first-edition/",
      "page": "https://explore.psychsafety.com/?node=newsletter-first-edition",
      "author": "Tom Geraghty",
      "themes": [
        "stories"
      ],
      "weight": 3,
      "date": "2020-07-01",
      "summary": "The first edition of the Psychological Safety newsletter, marking the beginning of the regular newsletter series.",
      "keywords": [
        "newsletter",
        "edition",
        "story",
        "case study",
        "example",
        "real world"
      ]
    },
    {
      "id": "issue-150",
      "kind": "article",
      "title": "Newsletter #150: A Milestone",
      "url": "https://psychsafety.com/issue-150/",
      "page": "https://explore.psychsafety.com/?node=issue-150",
      "author": "Tom Geraghty",
      "themes": [
        "stories",
        "history"
      ],
      "weight": 4,
      "date": "2024-03-01",
      "summary": "The 150th issue of the Psychological Safety newsletter — a milestone edition covering the state of the field, and a marker of where psychological safety had reached by early 2024.",
      "keywords": [
        "newsletter",
        "milestone",
        "150th issue",
        "state of the field",
        "retrospective",
        "anniversary"
      ]
    },
    {
      "id": "qualitative-measurement",
      "kind": "article",
      "title": "Qualitative Measurement of PS",
      "url": "https://psychsafety.com/qualitative-measurement-of-psychological-safety/",
      "page": "https://explore.psychsafety.com/?node=qualitative-measurement",
      "author": "Jade Garratt",
      "themes": [
        "measurement",
        "individual"
      ],
      "weight": 7,
      "date": "2026-05-22",
      "summary": "Argues that qualitative measurement — conversations, observation, interviews, focus groups — tells you things that quantitative surveys can't: the context, nuance, and reasons behind the numbers. A heat map of red and orange rectangles can tell you where psychological safety is low, but not why; a short conversation can reveal a tyrannical former manager, a culture of private channels, or a team whose prioritisation conflicts stem from unclear purpose. Draws on Terry Pratchett's maxim that 'the best research you can do is talk to people', and critiques the assumption that numbers are rigour and words are merely impressions. Includes practical approaches to gathering qualitative data: open text fields in surveys, observation in meetings, interviews, exit interviews, and focus groups. Connects to the broader argument that measuring PS requires curiosity and care, not just countable outputs.",
      "keywords": [
        "qualitative",
        "interviews",
        "conversations",
        "words not numbers",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data",
        "individual",
        "personal",
        "self"
      ]
    },
    {
      "id": "ps-books",
      "kind": "article",
      "title": "Psychological Safety Books",
      "url": "https://psychsafety.com/psychological-safety-books/",
      "page": "https://explore.psychsafety.com/?node=ps-books",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "history"
      ],
      "weight": 6,
      "date": "2020-11-10",
      "summary": "A curated reading list of books that illuminate psychological safety from multiple angles — Edmondson's The Fearless Organisation as the essential text, Schein's Humble Inquiry on asking over telling, Vaughan's Challenger Launch Decision on normalisation of deviance, Conklin's 5 Principles of Human Performance, Dekker's Field Guide to Understanding Human Error, Marquet's Turn the Ship Around, Mitchell's Complexity: A Guided Tour, and others covering equity, restorative practice, voice, and organisational design. Updated regularly. Includes a frank caution on Clarke's Four Stages model ('wrong, but interesting'). A practical gateway into the broader literature for practitioners and workshop participants.",
      "keywords": [
        "psychological",
        "safety",
        "books",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "history",
        "origins",
        "history of psychological safety"
      ]
    },
    {
      "id": "ps-101-course",
      "kind": "article",
      "title": "Psychological Safety 101 Course",
      "url": "https://learn.psychsafety.com/products/courses/psychological-safety-course",
      "page": "https://explore.psychsafety.com/?node=ps-101-course",
      "author": "Tom Geraghty",
      "themes": [
        "practice"
      ],
      "weight": 6,
      "date": "2024-01-01",
      "summary": "A self-paced online course covering the foundations of psychological safety across 9 chapters and 19 lessons. Moves from what PS is and why it matters, through the evidence base (Edmondson, Project Aristotle), collective responsibility, learning from disasters (Tenerife, PACE assertiveness), understanding and measuring your team's PS, practical ways to build it, and what to do when it breaks down. Built by Tom Geraghty and Jade Garratt from years of doing this work, not just studying it. Designed as a solid foundation for practitioners, leaders, and facilitators.",
      "keywords": [
        "psychological",
        "safety",
        "course",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace"
      ]
    },
    {
      "id": "accountability",
      "kind": "article",
      "title": "Accountability",
      "url": "https://psychsafety.com/accountability/",
      "page": "https://explore.psychsafety.com/?node=accountability",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "safety",
        "voice"
      ],
      "weight": 8,
      "date": "2026-05-29",
      "summary": "Reclaims accountability from the apparatus of blame. Accountability — account-ability — is etymologically the capacity to give an honest narrative of what happened, situated in context. It has been colonised by its near-opposite: the imposition of consequences on whoever is nearest to a bad outcome. The distinction matters structurally. Responsibility involves doing; accountability involves reporting — they are not synonyms, and legislation that treats them as such (as in New Zealand's Maritime Transport Act) produces predictable injustices. Draws on Tetlock's finding that accounts are shaped by the anticipated audience rather than the truth; Roberts's relational framing of accountability as dialogic rather than monologic; O'Neill's observation that systems designed to demonstrate transparency often produce performances of it instead; and Dekker's argument that the question after failure is not just 'who is accountable' but 'how do we learn'. The Bawa-Garba and Vaught cases illustrate the mechanism: both clinicians were honest about what happened in systemically compromised conditions, both were prosecuted, and the lesson other clinicians drew was not 'be more careful' but 'be less transparent'. Accountability without context is blame. Blame is cognitively cheap, emotionally satisfying, politically useful, and operationally useless. Genuine accountability is rare because it asks the powerful to give honest accounts of themselves — and in cultures where blame secures position, a genuine account risks it.",
      "keywords": [
        "accountability",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents",
        "voice"
      ]
    },
    {
      "id": "privilege-hypothesis",
      "kind": "article",
      "title": "Who Gets to Decide if PS Matters?",
      "url": "https://psychsafety.com/who-gets-to-decide-if-psychological-safety-matters/",
      "page": "https://explore.psychsafety.com/?node=privilege-hypothesis",
      "author": "Tom Geraghty & Jade Garratt",
      "themes": [
        "equity",
        "power",
        "voice"
      ],
      "weight": 9,
      "date": "2026-06-02",
      "summary": "An exploratory study of the LinkedIn discourse around psychological safety, analysing sentiment across 14 threads and approximately 170 substantive comments from around 200 unique authors across 12+ countries. The central finding supports a privilege hypothesis: scepticism about psychological safety correlates with structural advantage. Three distinct discourse communities emerged — an advocacy stratum (practitioners, HR professionals, clinical workers; predominantly positive, predominantly women), an academic-critical stratum (researchers and scholars; the most negative stratum at 38% critical, predominantly men), and an inner circle stratum (prominent figures in the field; almost entirely positive). On gender: women were substantially more positive (55%) and less negative (9%) than men (42% positive, 24% negative). On seniority: academics were the most negative group (48% negative); clinical NHS staff and operational safety professionals were among the least negative (6%). Senior men account for 46% of negative comments despite being a much smaller share of the dataset. The most significant structural finding: the people most likely to benefit from psychological safety — junior employees, frontline workers, people in genuinely unsafe workplaces — are almost entirely absent from the LinkedIn discourse. The conversation is conducted among the relatively privileged, largely without the people it is ostensibly about. The hypothesis is not that critics are ignorant but that those who engage most critically tend to be people whose professional lives have not required them to test the concept against personal cost. Scepticism about psychological safety may be a luxury position.",
      "keywords": [
        "gets",
        "decide",
        "matters",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "power",
        "hierarchy",
        "status",
        "authority"
      ]
    },
    {
      "id": "reading-the-air",
      "kind": "article",
      "title": "High & Low Context Communication",
      "url": "https://psychsafety.com/reading-the-air-high-and-low-context-communication-in-teams/",
      "page": "https://explore.psychsafety.com/?node=reading-the-air",
      "author": "Jade Garratt",
      "themes": [
        "voice",
        "practice",
        "equity"
      ],
      "weight": 7,
      "date": "2026-06-08",
      "summary": "Explores Edward Hall's framework of high and low context communication and its implications for psychological safety in teams. High context communication, where meaning is carried implicitly through shared history, tone and what is left unsaid, favours insiders and creates equity barriers for new joiners, neurodivergent people, those from different cultural backgrounds, and anyone outside the dominant professional culture. The implicit meanings and unspoken norms that mark insiders create gradients of access that track closely with who was there first. Drawing on Erin Meyer's The Culture Map and Waller and Kaplan's work on crisis-ready teams, the article argues that deliberately practising low context communication (making expectations, norms and roles explicit) both widens the circle of participation and prepares teams for high-stakes moments when clarity becomes critical. High-performing crisis teams spend significantly more time building shared mental models and pooling information before conditions deteriorate. The article also acknowledges the costs: for those accustomed to implicit styles, enforced explicitness can feel patronising, and imposing low context norms without honesty about why risks becoming a power move in its own right.",
      "keywords": [
        "high",
        "context",
        "communication",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour",
        "practice",
        "how to",
        "practical",
        "tools"
      ]
    },
    {
      "id": "tenerife",
      "kind": "article",
      "title": "The Tenerife Disaster",
      "url": "https://psychsafety.com/the-tenerife-disaster-of-1977-were-going/",
      "page": "https://explore.psychsafety.com/?node=tenerife",
      "author": "Tom Geraghty",
      "themes": [
        "voice",
        "power",
        "stories",
        "safety"
      ],
      "weight": 8,
      "date": "2026-06-25",
      "summary": "A close reading of the 1977 Tenerife runway collision (583 dead, still the worst disaster in civil aviation) as a study in the power gradient and the calculus of voice. KLM captain van Zanten — chief instructor on the 747, the airline's advertising face, senior on every axis — began his takeoff roll while a Pan Am 747 was still on the foggy runway. Flight engineer Schreuder twice asked whether the Pan Am was clear, had his concern dismissed with certainty, and then fell silent for the final fifteen seconds. The article uses this to make a structural point: if the calculus of voice tips toward silence when the downside is death and your own life is at stake, we should not be surprised when it tips toward silence in a marketing meeting. Develops the four types of power (formal, informal, demographic, expert) drawing on French and Raven, and shows how in van Zanten they stacked rather than offsetting. Crucially resists the tyrant narrative: van Zanten asked to be called 'Jaap', believed in partnership, and the gradient did its silencing work anyway — because gradients form between positions, not from personality. Closes on Crew Resource Management as the structural answer (working on both the act of speaking up and the steepness of the gradient itself), the PACE graded-assertiveness ladder, and the parallel case of Elaine Bromiley in an operating theatre.",
      "keywords": [
        "Tenerife",
        "air disaster",
        "aviation",
        "KLM",
        "runway",
        "hierarchical distortion",
        "authority gradient",
        "tenerife",
        "disaster",
        "voice",
        "speaking up",
        "silence"
      ]
    },
    {
      "id": "strange-confidence-360",
      "kind": "article",
      "title": "The Strange Confidence of 360° Feedback",
      "url": "https://psychsafety.com/the-strange-confidence-of-360-degree-feedback/",
      "page": "https://explore.psychsafety.com/?node=strange-confidence-360",
      "author": "Jade Garratt",
      "themes": [
        "measurement",
        "practice",
        "voice"
      ],
      "weight": 7,
      "date": "2026-06-25",
      "summary": "A critical examination of 360 degree feedback: its murky origins, thin evidence base, and the ways it can undermine the very honesty it promises. Traces the practice from officer selection in the 1930s German Reichswehr to its 1980s trademarking by an assessment firm, noting that attempts to trademark a practice should raise a red flag. The evidence is strikingly weak for something so embedded: the Institute for Employment Studies concluded adoption reflects 'faith rather than proven validity', and the authoritative 2005 meta-analysis (Smither, London & Reilly) found performance improvements 'generally small', with little new research since even as usage climbs. Develops several psychological-safety-relevant critiques: averaging many biased ratings doesn't cancel bias but blends it into something smoother and harder to attribute, with gender and racial bias accumulating behind a falsely objective aggregate; the forms ask how a person is performing but rarely about the pressures and constraints they faced, so the individual ends up holding the weight of the system around them; and a formal annual feedback mechanism exerts a gravitational pull that suppresses the ordinary, low-stakes, day-to-day feedback that actually helps. On anonymity: it can't be shortcut to safety — what people need is consistent, lived experience that speaking honestly won't cost them, which an anonymous form cannot manufacture. The deeper point is that candid feedback isn't a system you install.",
      "keywords": [
        "360 feedback",
        "360-degree",
        "multisource feedback",
        "anonymity",
        "appraisal",
        "strange",
        "confidence",
        "feedback",
        "measurement",
        "measuring",
        "metrics",
        "survey"
      ]
    },
    {
      "id": "observer-effect",
      "kind": "article",
      "title": "The PS Observer Effect",
      "url": "https://psychsafety.com/how-you-respond-matters/",
      "page": "https://explore.psychsafety.com/?node=observer-effect",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "voice"
      ],
      "weight": 7,
      "date": "2025-07-11",
      "summary": "Frames the observer effect as a powerful driver of psychological safety, built on Todd Conklin's principle from The Five Principles of Human and Organisational Performance: people determine how to move forward after both success and failure by watching how leaders respond to good and bad information. When someone admits a mistake, raises a concern, or takes an interpersonal risk, others observe the response and use it to predict how safe it is for them to take similar risks. Respond poorly and it has a chilling effect, discouraging future disclosure of important ('bad') news, especially upward to leadership. Crucially the 'you' is collective: leadership appears at every level, and you don't need to be told you're a leader to be one — whether or not you hold formal authority, how you react when others take interpersonal risks shapes their willingness to do so again. As Conklin puts it, people will only tell you what you make it safe to tell you.",
      "keywords": [
        "observer",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "candour"
      ]
    },
    {
      "id": "ps-books-children",
      "kind": "article",
      "title": "PS Books for Children",
      "url": "https://psychsafety.com/psychological-safety-books-for-children/",
      "page": "https://explore.psychsafety.com/?node=ps-books-children",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "individual",
        "stories"
      ],
      "weight": 5,
      "date": "2025-08-01",
      "summary": "A curated list of psychological safety books for children, built on the premise that children deserve psychological safety just as much as adults — perhaps more so. All children should know they can speak up, ask questions, share worries, and crucially that it's ok to make mistakes. The selected books each address a facet of this: 'It's OK to Make Mistakes' (Annelies Draws) and 'Beautiful Oops!' on embracing and learning from mistakes; 'Say Something' (Peter H. Reynolds) on finding your voice, including non-verbally; 'Bird and Bear' (Ranae Wooley), inspired by Mary Parker Follett, on resolving conflict by thinking beyond fighting or compromise (psychological safety doesn't mean the absence of conflict, but being able to address it); 'Kindness Makes Us Strong' (Sophie Beer) on everyday inclusivity; and 'The Invisible Boy' (Trudy Ludwig) on inclusion, exclusion, and empathy. The throughline is that building psychological safety isn't confined to workplaces — it permeates all our relationships, and children's books are a gentle, powerful way to open conversations about mistakes, voice, conflict, and kindness.",
      "keywords": [
        "books",
        "children",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "individual",
        "personal",
        "self",
        "wellbeing"
      ]
    },
    {
      "id": "safety-stat",
      "kind": "article",
      "title": "Safety, Stat!",
      "url": "https://psychsafety.com/safety-stat/",
      "page": "https://explore.psychsafety.com/?node=safety-stat",
      "author": "Robert Slocomb",
      "themes": [
        "safety",
        "power",
        "stories"
      ],
      "weight": 4,
      "date": "2026-06-26",
      "summary": "A guest post from safety specialist Robert Slocomb (writing from the US water/wastewater construction industry) on why good lead-men often decline to step up to foreman. The reasons are structural rather than personal: foremen are 'time poor', working unpaid overtime and giving up family time, while leads control their own overtime; good leads have job security and don't get fired, whereas foremen, managers and directors are dismissed for the smallest offence; and most damagingly, foremen get blamed for every injury affecting their crew — the quickest resolution for 'time poor' managers — making the role thankless and prone to being dumped on. Slocomb diagnoses the root as a lack of unity between field and management: there should be one team and one purpose, but there are two. His proposed remedy is a 'trinity business' of three equal, mutually respectful parts — Production, Quality Control, and Safety — bound together by psychological safety as the glue. The piece is grounded in the lived reality of construction sites and the one-second, physiologically-driven calculations workers make under pressure, and frames psychological safety as attractive precisely because it engages with how people actually think and function.",
      "keywords": [
        "safety",
        "stat",
        "error",
        "risk",
        "incidents",
        "accidents",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "story"
      ]
    },
    {
      "id": "why-create-ps",
      "kind": "article",
      "title": "Why Create PS?",
      "url": "https://psychsafety.com/why/",
      "page": "https://explore.psychsafety.com/?node=why-create-ps",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "equity"
      ],
      "weight": 6,
      "date": "2021-11-24",
      "summary": "Asks the question beneath the practice: why do we want to foster psychological safety at all? Retention, productivity, risk reduction, innovation — or simply because it is the right thing to do for people? The piece is candid that the business benefits are often the quickest way to light a fire under an organisation and inspire action, because most organisations exist to make money, provide a service, or solve a problem, not primarily to provide a humanistic and safe workplace. Within a capitalist system we therefore hold conflicting goals: the organisation's goal, and our moral imperative to treat each other with kindness and create a more just and safe world. The serendipity of psychological safety is that it serves both at once — we don't have to choose between doing right by people and doing right by the organisation. But that is not licence to relax: the article warns against commoditising psychological safety and generative cultures, and flinches at proprietary tools, systems and frameworks that smack of gatekeeping knowledge and co-opting the best part of humanity. The deeper questions are why we are doing this work, who we are creating it for, whether anyone is being excluded, and what we expect the result to be. An early statement of the anti-commodification, rights-first position.",
      "keywords": [
        "create",
        "history",
        "origins",
        "history of psychological safety",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness"
      ]
    },
    {
      "id": "power-follett",
      "kind": "article",
      "title": "Power & Mary Parker Follett",
      "url": "https://psychsafety.com/psychological-safety-74-power/",
      "page": "https://explore.psychsafety.com/?node=power-follett",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "history"
      ],
      "weight": 6,
      "date": "2022-08-26",
      "summary": "A deeper dive into power dynamics through Mary Parker Follett (1868–1933) — writer, social worker, political theorist and organisational consultant, called 'the woman who invented management' and named as his guru by Peter Drucker, whose 1950s reframing of businesses as social as well as economic systems was directly inspired by her. Because of society's attitude to women at the time her ideas were not widely known, yet she addressed the LSE and advised President Theodore Roosevelt. Follett breathed humanity and common sense into a world dominated by Tayloristic views of work as a machine with humans as components, framing organisations instead as social institutions of complex interactions between people, processes, tools and economics. Her central contribution here is the typology of power the practice still uses: power-over (extractive — getting more of the pie, taken from other people or the natural world), power-with (collective action — making the pie bigger by making it together), and power-to (productive and generative — the power to create new things, even a different pie). She also framed social interdependence through three expectations: expect to need others, expect to be needed, and expect to be changed. A foundational source for the practice's whole approach to power and the flattening of gradients.",
      "keywords": [
        "power",
        "mary",
        "parker",
        "follett",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "history",
        "origins",
        "history of psychological safety"
      ]
    },
    {
      "id": "leadership-healthcare-crm",
      "kind": "article",
      "title": "Leadership in Healthcare (CRM)",
      "url": "https://psychsafety.com/the-evolution-of-leadership-and-management-in-healthcare-lessons-from-aviation-and-crew-resource-management/",
      "page": "https://explore.psychsafety.com/?node=leadership-healthcare-crm",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "safety",
        "history"
      ],
      "weight": 6,
      "date": "2024-03-19",
      "summary": "An essay on how leadership and management in healthcare might evolve by drawing on aviation and Crew Resource Management. As healthcare systems grow in scale and complexity, hierarchies and management layers become necessary for operational capability, but they also create sometimes steep power gradients — and it is these power dynamics that can worsen rather than improve patient outcomes, through their impact on psychological safety and the resulting safety silence among those at the sharp end (drawing on Green et al. 2017, O'Donovan & McAuliffe 2020, Grailey et al. 2021). The piece examines why people don't feel safe to speak up in healthcare's power structures, how leadership and organisational structure shape psychological safety, and what the future might hold for mitigating these effects — with aviation's CRM as the central analogue, since aviation faced and substantially addressed the same authority-gradient problem. Grounded in the author's own work with healthcare organisations. Referenced in the Reducing Power Gradients piece as further reading on the aviation-to-healthcare translation.",
      "keywords": [
        "leadership",
        "healthcare",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "safety",
        "error",
        "risk",
        "incidents",
        "accidents"
      ]
    },
    {
      "id": "schein-three-layers",
      "kind": "article",
      "title": "Schein's Three Layers of Culture",
      "url": "https://psychsafety.com/psychological-safety-edgar-scheins-three-layers-of-organisational-culture/",
      "page": "https://explore.psychsafety.com/?node=schein-three-layers",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "history",
        "org-design"
      ],
      "weight": 6,
      "date": "2023-02-03",
      "summary": "Written on the death of Edgar Schein (1928–2023), former MIT Sloan professor and a foundational figure in organisational culture and change, author of Humble Inquiry, Humble Leadership and Humble Consulting and originator of 'here-and-now humility'. The piece notes that Schein, with Warren Bennis in their 1965 book Personal and Organizational Change through Group Methods, was among the very first to use the term 'psychological safety' in the academic literature in an organisational sense. Its core content is Schein's model of organisational culture as three layers: artefacts (the visible surface level — what you can see, hear and feel in an organisation), espoused values (the stated strategies, goals and philosophies — what an organisation says it believes), and basic underlying assumptions (the deepest level — the unconscious, taken-for-granted beliefs that actually drive behaviour). The practical insight is that culture change targeting only the visible artefacts or espoused values, without reaching the underlying assumptions, will not stick — a direct parallel to why psychological safety and Just Culture initiatives fail when imposed at the surface. A tribute and a working model in one.",
      "keywords": [
        "schein",
        "three",
        "layers",
        "culture",
        "model",
        "framework",
        "theory",
        "concept",
        "history",
        "origins",
        "history of psychological safety",
        "organisational design"
      ]
    },
    {
      "id": "safe-meetings",
      "kind": "article",
      "title": "Psychologically Safe Meetings",
      "url": "https://psychsafety.com/six-ways-to-run-psychologically-safe-meetings/",
      "page": "https://explore.psychsafety.com/?node=safe-meetings",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "voice"
      ],
      "weight": 6,
      "date": "2021-02-08",
      "summary": "A practical guide to running meetings — where many of us spend up to 90% of the working day — in ways that let everyone contribute. Meetings can be highly productive, but only if attendees feel psychologically safe enough to listen, present ideas, and challenge others. The techniques: start with short introductions or warm-up questions, because evidence shows people are far more able to speak up once they have already spoken in the group, even just to name a favourite food; have a leader admit a recent mistake, ideally as a story, to model that it's safe to do so; appoint a chair who is not a senior leader, to manage the schedule, prevent people being spoken over, and stop louder voices drowning out quieter but equally valuable ones (a senior leader asking the chair's permission to contribute is a powerful signal); invite women (and other quieter or less-represented voices) to speak first when several want to contribute, since speaking order shapes who is heard; and use structured turn-taking and think-time so contribution doesn't default to the most confident. Points to companion pieces on 1-1 meetings and Lean Coffee. The throughline: meeting safety is engineered through deliberate facilitation choices, not assumed.",
      "keywords": [
        "psychologically",
        "safe",
        "meetings",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "voice",
        "speaking up",
        "silence"
      ]
    },
    {
      "id": "ps-students",
      "kind": "article",
      "title": "PS for Students",
      "url": "https://psychsafety.com/psychological-safety-for-students/",
      "page": "https://explore.psychsafety.com/?node=ps-students",
      "author": "Bea Poyton",
      "themes": [
        "stories",
        "individual",
        "equity"
      ],
      "weight": 5,
      "date": "2024-04-04",
      "summary": "A first-person account by Beatriz Poyton of how psychological safety — and its absence — shaped her own education. In schools, she writes, psychological safety is hard to create but easy to destroy: her willingness to put herself and her ideas forward was seriously damaged when teachers laughed at her 15-year-old self for daring to apply to Oxford, reflecting their disbelief that anyone from her school could reach such an institution. Facing that scepticism she withdrew, stopped sharing ideas for fear of ridicule, and lost the point in working hard — an impact that cast a long shadow over her academic confidence. What changed it was a new school that actively encouraged her to aim high; teachers who made clear there were no wrong answers, who let every student voice opinions, and who showed faith in her, created the safe environment that let her see the value others held in her. A vivid illustration that psychological safety is not only a workplace concern — it is formed (or damaged) early, it is unequally distributed, and the people with least of it are often those already told they don't belong.",
      "keywords": [
        "students",
        "story",
        "case study",
        "example",
        "real world",
        "individual",
        "personal",
        "self",
        "wellbeing",
        "equity",
        "inclusion",
        "diversity"
      ]
    },
    {
      "id": "fifteen-five-reports",
      "kind": "article",
      "title": "15/5 Reports",
      "url": "https://psychsafety.com/15-5-reports/",
      "page": "https://explore.psychsafety.com/?node=fifteen-five-reports",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "measurement"
      ],
      "weight": 5,
      "date": "2023-10-27",
      "summary": "A practical management tool for building the consistent, high-cadence, light-touch feedback channels that foster psychological safety. 15/5 reports — originated by Patagonia founder Yvon Chouinard, and apparently inspired by Scrum standup questions — are so named because they should take no more than 15 minutes to write and 5 minutes to read. Chouinard, often out of the office, needed a way to keep a regular information pulse across the organisation without burdening those reporting. The format is a few core questions answered weekly: what are your main achievements this week (opening on a positive, with non-work achievements welcome — in tough times even 'I've made it through so far'); is there anything worrying or concerning you in or outside of work (the critical question — it's fine if the answer is 'nothing', but keep asking, so that when concerns do arise it's clear they are expected and welcome); and others on help needed and what's coming up. Because many people find it easier to communicate in writing — it gives time to think about what to say — 15/5s offer a low-risk, routine vehicle for surfacing issues early, to be followed up in regular 1-1s. A concrete example of designing routine, low-threat disclosure into how a team works.",
      "keywords": [
        "reports",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data"
      ]
    },
    {
      "id": "employment-rights-2023",
      "kind": "article",
      "title": "Employment Rights newsletter",
      "url": "https://psychsafety.com/employment-rights/",
      "page": "https://explore.psychsafety.com/?node=employment-rights-2023",
      "author": "Tom Geraghty",
      "themes": [
        "power",
        "equity"
      ],
      "weight": 5,
      "date": "2023-08-03",
      "summary": "Explores how legal employment protections relate to psychological safety. Prompted by Mona Chalabi's illustrations of unionisation and the wage premium union members tend to enjoy, the piece contrasts employment regimes: much of Europe — and especially Germany, with its Works Councils (Betriebsräte), employee-set internal bodies that help ensure laws and protections are applied — gives workers strong, well-defined rights, including protection from arbitrary dismissal without a fair documented process and legal protection against workplace discrimination. Most US states, by contrast, operate 'at-will' employment, where either party can end the relationship at any time without notice or cause, with narrow and hard-to-prove exceptions for protected characteristics. The article's hypothesis, drawn from the author's global work, is that strong, well-defined worker rights appear to correlate with greater psychological safety: culture and behaviour still play the largest roles, but robust rights at least signal to workers that they should be treated fairly — and telling your boss bad news is easier when you don't fear being sacked or demoted for it. The piece launches a reader survey to research the link between employment protection and the felt safety of giving 'bad news'.",
      "keywords": [
        "employment",
        "rights",
        "newsletter",
        "power",
        "hierarchy",
        "status",
        "authority",
        "power gradient",
        "equity",
        "inclusion",
        "diversity",
        "belonging"
      ]
    },
    {
      "id": "ps-framework",
      "kind": "article",
      "title": "The PS Framework",
      "url": "https://psychsafety.com/psychological-safety-framework/",
      "page": "https://explore.psychsafety.com/?node=ps-framework",
      "author": "Tom Geraghty",
      "themes": [
        "models",
        "practice",
        "measurement"
      ],
      "weight": 6,
      "date": "2021-06-15",
      "summary": "Sets out the Psych Safety implementation framework — the action-oriented model underpinning the Psychological Safety Action Pack. Because psychological safety is an emergent property of a group, felt differently by its members, it is hard but worthwhile to study, and many have tried to codify it. The piece situates itself against existing models (Clark's Four Stages, the SAFETY model — of which the author is openly sceptical, feeling it was 'an acronym looking for a model') and explains the gap it set out to fill: a framework that doesn't just structure learning about psychological safety but also includes ways to sensitively sense it, alongside practical, achievable actions for leaders and team members to build it. It explicitly stands 'on the shoulders of giants', building on Deming and Edmondson, and disclaims ownership of the concepts — the goal is collective progress toward psychological safety being the norm. Its engine is Deming's PDSA cycle (Plan-Do-Study-Act; Deming preferred 'study' over 'check' as less perfunctory), applied iteratively to measure, build and maintain psychological safety. A statement of the practice's own method, and of its anti-proprietary stance.",
      "keywords": [
        "model",
        "framework",
        "theory",
        "concept",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "measurement",
        "measuring"
      ]
    },
    {
      "id": "learning-at-psychsafety",
      "kind": "article",
      "title": "Learning at Psych Safety",
      "url": "https://psychsafety.com/learning-at-psych-safety/",
      "page": "https://explore.psychsafety.com/?node=learning-at-psychsafety",
      "author": "Jade Garratt",
      "themes": [
        "practice",
        "individual"
      ],
      "weight": 5,
      "date": "2025-06-13",
      "summary": "Jade Garratt sets out the five principles behind how learning is designed at Psych Safety — for open-enrolment workshops and bespoke sessions alike — on the premise that learning is relational and cultural, not just transactional: what matters is not only what people take away but how it feels to be there. (1) Learning requires psychological safety — it would be hypocritical to teach psychological safety without attending to how safe the room feels, and without it learning stays surface-level; this is also why sessions aren't recorded and the Chatham House Rule is used, since people participate more fully when privacy is respected. (2) Design for how people actually learn — drawing on educational psychology and cognitive science, including the ASRI model (Attention, Sense-making, Retention, Internalisation), giving space for contextualisation, thought-provoking questions, and consolidation, and meeting people wherever they are, from first-timers to those with a PhD in the subject. The remaining principles continue the theme that good learning is built deliberately, as an environment, not merely delivered as content. A window onto the pedagogy behind the practice's training, and Jade's distinct education-facing voice.",
      "keywords": [
        "learning",
        "psych",
        "safety",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "individual",
        "personal",
        "self"
      ]
    },
    {
      "id": "ps-101-fundamentals",
      "kind": "article",
      "title": "PS 101: Fundamentals",
      "url": "https://psychsafety.com/psychological-safety-101-fundamentals/",
      "page": "https://explore.psychsafety.com/?node=ps-101-fundamentals",
      "author": "Tom Geraghty",
      "themes": [
        "history",
        "models"
      ],
      "weight": 5,
      "date": "2022-04-02",
      "summary": "A foundational explainer of psychological safety: the belief, held in a group, that we are safe to take interpersonal risks — to speak up with ideas, questions, concerns and mistakes without suffering negative social or professional consequences. First brought to prominence by Amy Edmondson in 1999, it is framed here as the bedrock on which organisations build a culture of openness, learning and continuous improvement, and as an interpersonal climate where candour is encouraged and vulnerability is treated not as weakness but as a contribution. The piece works through what psychological safety is and is not, why it matters for innovative, resilient and effective teams, and how it underpins high performance — serving as an accessible entry point (and an on-ramp to the courses) for readers new to the concept. A 'start here' overview rather than a deep argument.",
      "keywords": [
        "fundamentals",
        "history",
        "origins",
        "history of psychological safety",
        "model",
        "framework",
        "theory",
        "concept"
      ]
    },
    {
      "id": "knowledge-map-announce",
      "kind": "article",
      "title": "The PS Knowledge Map",
      "url": "https://psychsafety.com/the-psych-safety-knowledge-map/",
      "page": "https://explore.psychsafety.com/?node=knowledge-map-announce",
      "author": "Tom Geraghty",
      "themes": [
        "practice",
        "ecological"
      ],
      "weight": 4,
      "date": "2026-05-15",
      "summary": "The announcement of explore.psychsafety.com — the semantic knowledge map itself — going generally available. Born from a long-held wish to make the nearly 300 psychsafety.com articles accessible and searchable in an organic way: rather than typing a keyword into a search bar, readers can explore concepts such as power, voice, and organisational ecological thinking without knowing in advance exactly what they're looking for. The piece explains how to read the map: a visual network of all the articles (plus a few from partner sites), filterable by theme and author, searchable by keyword, with line thickness showing strength of connection, node size showing how connected a piece is, colours representing themes, and dotted rings marking 'hub' articles; a 'Surprise me' button offers serendipitous exploration. A self-referential node — the map describing its own arrival.",
      "keywords": [
        "knowledge",
        "practice",
        "how to",
        "practical",
        "tools",
        "techniques",
        "workplace",
        "ecology",
        "ecological",
        "systems",
        "nature",
        "resilience"
      ]
    },
    {
      "id": "affordability-pricing",
      "kind": "article",
      "title": "Affordability Based Pricing",
      "url": "https://psychsafety.com/affordability-based-pricing/",
      "page": "https://explore.psychsafety.com/?node=affordability-pricing",
      "author": "Tom Geraghty",
      "themes": [
        "equity",
        "practice"
      ],
      "weight": 5,
      "date": "2024-02-16",
      "summary": "Reflections on pricing the open-enrolment workshops by what people can actually afford, in service of the mission to make work safer, higher-performing, more inclusive and equitable — which would ring hollow if training were only reachable by people in wealthy countries and large, well-budgeted organisations. The piece reframes familiar discounts (student, veteran, pensioner) as 'price discrimination' that uses category as a proxy for affordability, and describes the attempt to remove the proxy and price directly on means, via three tiers: a subsidised rate for the unwaged or those in low-income countries; a self-funded rate for individuals paying personally; and an organisation-funded rate where a business covers the place. One fully free scholarship place is offered on every workshop for those for whom any payment is out of reach, with preference for people from disadvantaged or under-represented backgrounds. A concrete expression of the equity-and-access principle that runs through the practice's values.",
      "keywords": [
        "affordability",
        "based",
        "pricing",
        "equity",
        "inclusion",
        "diversity",
        "belonging",
        "fairness",
        "practice",
        "how to",
        "practical",
        "tools"
      ]
    },
    {
      "id": "ethical-measurement",
      "kind": "article",
      "title": "Principles of Ethical Measurement",
      "url": "https://psychsafety.com/principles-of-ethical-measurement-in-organisations/",
      "page": "https://explore.psychsafety.com/?node=ethical-measurement",
      "author": "Jade Garratt",
      "themes": [
        "measurement",
        "power",
        "practice"
      ],
      "weight": 7,
      "date": "2026-07-10",
      "summary": "Seven principles for measuring people without mistaking them for data, inspired by UKRI's principles of ethical research, and the newsletter that gathers the practice's measurement writing into one place. Jade's argument is that measurement is never neutral: someone always chooses what to count, what it means and how to present it, and it is rarely the people being counted, so a badly run survey can teach that speaking up is pointless just as easily as a good one can help; she calls this trap 'survey theatre'. The principles codify the ethical alternative: measure to benefit, not to surveil; make participation voluntary and informed; be honest about power; protect the people who answer; focus on learning, not judgement; work with integrity and transparency; and close the loop, or don't open it. The capstone to the measurement edition, and the ethical spine beneath its streetlight-effect and Goodhart's-law critiques.",
      "keywords": [
        "ethics",
        "ethical measurement",
        "survey theatre",
        "principles",
        "consent",
        "surveillance",
        "ethical",
        "measurement",
        "measuring",
        "metrics",
        "survey",
        "data"
      ]
    },
    {
      "id": "edmondson-2002",
      "kind": "paper",
      "title": "Managing the Risk of Learning: Psychological Safety in Work Teams",
      "label": "Edmondson (2002)",
      "url": "https://www.hbs.edu/ris/Publication%20Files/02-062_0b5726a8-443d-4629-9e75-736679b870fc.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-2002",
      "author": "Edmondson",
      "topics": [
        "team-learning",
        "foundations"
      ],
      "type": "primary",
      "journal": "International Handbook of Organizational Teamwork (Blackwell)",
      "doi": null,
      "openAccess": true,
      "citation": "Edmondson, A.C. (2002) 'Managing the risk of learning: Psychological safety in work teams', in West, M.A. (ed.) *International Handbook of Organizational Teamwork and Cooperative Working*. London: Blackwell, pp. 255–275.",
      "weight": 8,
      "date": "2002-01-01",
      "summary": "Formally distinguishes psychological safety from trust across three dimensions: temporal focus, self vs other orientation, and level of analysis. Introduces the four interpersonal risks that inhibit learning — being seen as ignorant, incompetent, negative, or disruptive — and proposes PS as a moderator between compelling goals and team learning behaviour.",
      "keywords": [
        "risk of learning",
        "speaking up",
        "team learning",
        "teams",
        "learning",
        "performance",
        "psychological safety",
        "foundations",
        "managing",
        "risk",
        "psychological"
      ],
      "relatedArticles": [
        "what-is-ps",
        "trust",
        "calculus",
        "barriers",
        "history",
        "how-respond"
      ]
    },
    {
      "id": "edmondson-2004",
      "kind": "paper",
      "title": "Psychological Safety, Trust, and Learning in Organizations: A Group-Level Lens",
      "label": "Edmondson (2004)",
      "url": "https://www.researchgate.net/publication/268328210_Psychological_Safety_Trust_and_Learning_in_Organizations_A_Group-level_Lens",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-2004",
      "author": "Edmondson",
      "topics": [
        "trust-interpersonal",
        "foundations",
        "team-learning"
      ],
      "type": "theoretical",
      "journal": "Trust and Distrust in Organizations (Russell Sage Foundation)",
      "doi": null,
      "openAccess": true,
      "citation": "Edmondson, A.C. (2004) 'Psychological safety, trust, and learning in organizations: A group-level lens', in Kramer, R.M. and Cook, K.S. (eds.) *Trust and Distrust in Organizations: Dilemmas and Approaches*. New York: Russell Sage Foundation, pp. 239–272.",
      "weight": 8,
      "date": "2004-01-01",
      "summary": "Edmondson's group-level conceptual chapter is the standard reference for distinguishing psychological safety from interpersonal trust, and it is the piece that keeps the two constructs from collapsing into one another. Both turn on a willingness to be vulnerable to others' actions, but Edmondson separates them along three dimensions. The first is object of focus: trust concerns whether others' future actions will be favourable to one's interests (a focus on the other), whereas psychological safety concerns whether others will give oneself the benefit of the doubt when one asks a question, admits a mistake, or proposes an idea (a focus on the self). The second is temporal frame: the tacit calculus of psychological safety weighs the very short-term interpersonal consequences of a specific act, while trust ranges over anticipated consequences across a much wider horizon. The third is level of analysis: psychological safety is theorised as an emergent property of the group, holding at the team level because members are subject to shared influences and develop beliefs out of shared experience, whereas trust operates primarily in the dyad. Around this distinction the chapter builds a fuller model than Edmondson's earlier statements of it: five antecedents of team psychological safety (leader behaviour that is accessible, invites input and models fallibility; trusting and respectful peer relationships; the use of off-line 'practice fields'; supportive organisational context; and emergent, informal group dynamics) and five learning-oriented consequences (help-seeking, feedback-seeking, speaking up about errors and concerns, innovative behaviour, and boundary spanning), with psychological safety positioned as the substrate that lowers the interpersonal cost of each. Drawing together field data from operating-room, nursing, new-product-development, management and manufacturing teams, it also reviews the survey- and interview-based measures used to operationalise the construct across those settings. Trust, on this account, is likely a prerequisite for team psychological safety but is not the same thing; the chapter's lasting contribution is to make that boundary explicit and defensible, and it is the reference later work (Carmeli and Gittell, in this corpus) leans on when it needs to hold the two apart.",
      "keywords": [
        "trust",
        "learning",
        "relationships",
        "interpersonal",
        "psychological safety",
        "foundations",
        "team learning",
        "teams",
        "performance",
        "psychological",
        "safety"
      ],
      "relatedArticles": [
        "trust",
        "what-is-ps",
        "calculus",
        "barriers",
        "being-approachable"
      ]
    },
    {
      "id": "bradley-et-al-2012",
      "kind": "paper",
      "title": "Reaping the Benefits of Task Conflict in Teams: The Critical Role of Team Psychological Safety Climate",
      "label": "Bradley et al (2012)",
      "url": "https://doi.org/10.1037/a0024200",
      "page": "https://explore.psychsafety.com/?mode=papers&node=bradley-et-al-2012",
      "author": "Bradley",
      "topics": [
        "team-learning",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Journal of Applied Psychology",
      "doi": "https://doi.org/10.1037/a0024200",
      "openAccess": false,
      "citation": "Bradley, B.H., Postlethwaite, B.E., Klotz, A.C., Hamdani, M.R. and Brown, K.G. (2012) 'Reaping the benefits of task conflict in teams: The critical role of team psychological safety climate', *Journal of Applied Psychology*, 97(1), pp. 151–158.",
      "weight": 7,
      "date": "2012-01-01",
      "summary": "An empirical study that identifies psychological safety as the condition under which task conflict helps rather than harms a team. The conflict literature had long been ambivalent: disagreement about the task (as distinct from interpersonal or relationship conflict) sometimes improves performance by surfacing information and testing assumptions, but often does not, and the field knew little about which conditions made the difference. Bradley and colleagues argue, and find across 117 project teams, that a team-level climate of psychological safety is one such condition: psychological safety climate moderates the relationship between task conflict and team performance, so that task conflict is positively associated with performance when psychological safety is high and loses that benefit (turning neutral or harmful) when it is low. The mechanism is the one that runs through this whole literature: where members do not fear humiliation or reprisal, disagreement can be aired, examined and resolved on its merits rather than suppressed or left to curdle into personal antagonism; where safety is absent, the same disagreement is read as threat and either goes unspoken or escalates. The paper's value in this corpus is that it ties the conflict and dissent strand to the psychological-safety core, reframing 'productive disagreement' not as a fixed property of certain teams but as something psychological safety enables, and giving an empirical warrant for treating conflict as a feature rather than a bug of safe teams. As neither the primary text (APA) nor the author copy was reachable, this node is built from the paper's abstract and cross-checked secondary sources rather than the full text; the sample and the direction of the moderation are reported at the level those sources support, and finer methodological detail is not summarised here.",
      "keywords": [
        "task conflict",
        "conflict",
        "team performance",
        "team learning",
        "teams",
        "learning",
        "performance",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "reaping",
        "benefits"
      ],
      "relatedArticles": [
        "conflict",
        "drive-dissent-checklists"
      ]
    },
    {
      "id": "hirak-et-al-2012",
      "kind": "paper",
      "title": "Linking Leader Inclusiveness to Work Unit Performance: The Importance of Psychological Safety and Learning from Failures",
      "label": "Hirak et al (2012)",
      "url": "https://coller.tau.ac.il/sites/nihul.tau.ac.il/files/media_server/Recanati/management/hurvitz/forms/articles/more_articles/Linking_leader_inclusiveness_to_work_unit%20_performance%20_The_importance_of.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=hirak-et-al-2012",
      "author": "Hirak",
      "topics": [
        "team-learning",
        "safety-error"
      ],
      "type": "primary",
      "journal": "The Leadership Quarterly",
      "doi": "https://doi.org/10.1016/j.leaqua.2011.11.009",
      "openAccess": true,
      "citation": "Hirak, R., Peng, A.C., Carmeli, A. and Schaubroeck, J.M. (2012) 'Linking leader inclusiveness to work unit performance: The importance of psychological safety and learning from failures', *The Leadership Quarterly*, 23(1), pp. 107–117.",
      "weight": 7,
      "date": "2012-01-01",
      "summary": "A three-wave longitudinal field study, conducted across 55 clinical units (224 members) in a large hospital, that traces a chain from leader behaviour to unit performance and positions psychological safety as its pivot. The model is sequential: leader inclusiveness — leaders being open to input and making themselves accessible and available, the Nembhard and Edmondson (2006) conception — raises members' psychological safety; unit psychological safety climate enables the unit to learn from its failures (reflecting on what went wrong and addressing root causes rather than hiding or repeating them); and that learning in turn predicts subsequent unit performance, judged independently by senior managers two waves later. Measuring the constructs at separate times and from separate sources, the study finds that learning from failures fully mediates the link between psychological safety climate and later performance: once learning from failures is in the model, psychological safety no longer predicts performance directly, which is strong evidence for the long-standing claim that psychological safety is the substrate for learning rather than a performance driver in its own right. The paper's distinctive contribution is a moderation: leader inclusiveness matters most where units are already performing poorly. In low-performing units, whose members are more disoriented and more sensitive to their leaders' cues, inclusive behaviour does the most to lift psychological safety, narrowing the gap with high-performing units (whose members tend to feel safe regardless). The authors read this as a way to break a vicious cycle in which poor performance brings repercussions, repercussions erode safety, and low safety suppresses the voice and failure-learning that might have improved performance. A supplementary analysis adds that climate strength matters alongside climate level: psychological safety climate predicts performance most strongly when it is also shared, meaning there is low within-unit variance in members' perceptions. For this corpus the paper does two jobs at once: it thickens the thin leadership-antecedent strand by carrying Nembhard and Edmondson's inclusiveness construct through to a hard, independently-rated outcome, and it supplies a clean empirical instance of the psychological-safety-enables-learning mechanism. The design is longitudinal and multi-source but remains correlational, so the causal ordering is inferred from timing and measurement separation rather than established by intervention.",
      "keywords": [
        "leader inclusiveness",
        "learning from failure",
        "work unit performance",
        "team learning",
        "teams",
        "learning",
        "performance",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "linking",
        "leader"
      ],
      "relatedArticles": [
        "being-approachable",
        "categorising-failure",
        "bawa-garba"
      ]
    },
    {
      "id": "carmeli-reiter-palmon-ziv-2010",
      "kind": "paper",
      "title": "Inclusive Leadership and Employee Involvement in Creative Tasks in the Workplace: The Mediating Role of Psychological Safety",
      "label": "Carmeli, Reiter-Palmon & Ziv (2010)",
      "url": "https://digitalcommons.unomaha.edu/psychfacpub/30",
      "page": "https://explore.psychsafety.com/?mode=papers&node=carmeli-reiter-palmon-ziv-2010",
      "author": "Carmeli, Reiter-Palmon & Ziv",
      "topics": [
        "voice-silence",
        "culture-context"
      ],
      "type": "primary",
      "journal": "Creativity Research Journal",
      "doi": "https://doi.org/10.1080/10400419.2010.504654",
      "openAccess": true,
      "citation": "Carmeli, A., Reiter-Palmon, R. and Ziv, E. (2010) 'Inclusive leadership and employee involvement in creative tasks in the workplace: The mediating role of psychological safety', *Creativity Research Journal*, 22(3), pp. 250–260.",
      "weight": 7,
      "date": "2010-01-01",
      "summary": "An empirical study, using structural equation modelling on two-wave data from 150 employees in the R&D units of eight knowledge-intensive technology firms, that establishes psychological safety as the mechanism connecting inclusive leadership to employee creativity. Building directly on Nembhard and Edmondson's (2006) notion of leader inclusiveness, and on Edmondson's (2004) account of leaders who are open, available and accessible, the authors develop a nine-item inclusive-leadership measure (the scale later adopted by Hirak et al., 2012) and test a simple chain: leader inclusiveness (measured at Time 1) raises psychological safety, which in turn raises employee involvement in creative work (both at Time 2). The finding is a clean full mediation: inclusive leadership predicts psychological safety, psychological safety predicts creative involvement, and the direct path from inclusive leadership to creativity falls to non-significance once psychological safety is in the model. The mechanism is voice: where leaders signal by their openness and availability that it is safe to speak up, question norms and float half-formed ideas, employees will risk the interpersonal exposure that novel, potentially-wrong ideas require; where that safety is absent, people default to a defensive orientation and withhold. The paper's place in this corpus is as the creativity-outcome companion to Hirak et al. (2012), which carries the same inclusive-leadership construct through to unit performance: together they show psychological safety mediating inclusive leadership toward two different ends, creativity and performance. It also thickens the thin leadership-antecedent strand and supplies the measurement instrument much of that strand relies on. The design separates predictor and outcome in time and checks for common-method bias, but remains largely cross-sectional and rests on self-reported, self-perceived creativity, so the authors are cautious about strong causal claims.",
      "keywords": [
        "inclusive leadership",
        "creativity",
        "involvement",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "culture",
        "climate",
        "context",
        "national culture",
        "inclusive",
        "leadership",
        "employee"
      ],
      "relatedArticles": [
        "being-approachable",
        "creativity",
        "drive-dissent-checklists"
      ]
    },
    {
      "id": "morrison-2014",
      "kind": "paper",
      "title": "Employee Voice and Silence",
      "label": "Morrison (2014)",
      "url": "https://www.researchgate.net/publication/275508087_Employee_Voice_and_Silence",
      "page": "https://explore.psychsafety.com/?mode=papers&node=morrison-2014",
      "author": "Morrison",
      "topics": [
        "voice-silence"
      ],
      "type": "review",
      "journal": "Annual Review of Organizational Psychology and Organizational Behavior",
      "doi": "https://doi.org/10.1146/annurev-orgpsych-031413-091328",
      "openAccess": true,
      "citation": "Morrison, E.W. (2014) 'Employee voice and silence', *Annual Review of Organizational Psychology and Organizational Behavior*, 1, pp. 173–197.",
      "weight": 9,
      "date": "2014-01-01",
      "summary": "Morrison's agenda-setting review is the piece that consolidated the scattered voice-and-silence literature into a single field and set its research programme; it is the review her own 2023 'decade later' revisits. It first does definitional work: voice is informal, discretionary, improvement-oriented upward communication of ideas, concerns or problem information to someone who could act on it, a constructive but status-quo-challenging act; silence is the withholding of such input, and crucially not the mere absence of speech (someone with nothing to say is not silent in this sense). At the centre sits the decision calculus the field had converged on: whether to speak is governed by two judgements, efficacy (will voice actually change anything?) and safety or risk (will it rebound on me?), with voice more likely as both rise and silence more likely as they fall. This two-judgement efficacy-and-safety calculus is the direct ancestor of later two-gate treatments of the voice decision. Morrison's distinctive move is to argue that this rational-calculus picture is incomplete in two ways. Much silence is not a deliberate weighing of costs and benefits at all but an automatic, emotionally-driven response: fear can short-circuit systematic processing, and people carry implicit voice theories, taken-for-granted schemas about the danger of speaking up in a hierarchy (learned early, perhaps partly evolved) that fire regardless of how approachable a given manager actually is. And voice is not purely prosocial, since image, career and identity motives also pull toward speaking. She integrates all this into a single model in which a latent voice opportunity resolves into voice or silence according to the balance of motivators and inhibitors, a Lewinian force field of driving and restraining forces operating through prosocial motivation, the expected-utility calculus, and automatic processes, which then feeds unit-level outcomes (performance, turnover) and outcomes for the employee (how the voice is evaluated, which depends heavily on what is said, how, and to whom). Psychological safety appears here as one motivator among many rather than the whole story, and the review notes the useful finding (Liang et al.) that safety is more tightly bound to prohibitive, problem-focused voice than to promotive, suggestion-focused voice. For this corpus it is the foundational anchor of the voice-silence cluster and the upstream source for the calculus-of-voice work, sitting alongside Morrison and Milliken (2000) on organisational silence and the Detert-and-colleagues strand on leadership and implicit voice theories.",
      "keywords": [
        "employee voice",
        "silence",
        "review",
        "voice",
        "speaking up",
        "raising concerns",
        "psychological safety",
        "foundations",
        "employee"
      ],
      "relatedArticles": [
        "calculus",
        "job-security",
        "drive-dissent-checklists"
      ]
    },
    {
      "id": "detert-trevino-2010",
      "kind": "paper",
      "title": "Speaking Up to Higher-Ups: How Supervisors and Skip-Level Leaders Influence Employee Voice",
      "label": "Detert & Treviño (2010)",
      "url": "https://www.jstor.org/stable/27765963",
      "page": "https://explore.psychsafety.com/?mode=papers&node=detert-trevino-2010",
      "author": "Detert & Treviño",
      "topics": [
        "voice-silence",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Organization Science",
      "doi": "https://doi.org/10.1287/orsc.1080.0405",
      "openAccess": false,
      "citation": "Detert, J.R. and Treviño, L.K. (2010) 'Speaking up to higher-ups: How supervisors and skip-level leaders influence employee voice', *Organization Science*, 21(1), pp. 249–270.",
      "weight": 8,
      "date": "2010-01-01",
      "summary": "An inductive, theory-building interview study (89 interviews across four units of a Fortune 500 high-tech firm, chosen as matched high/low pairs on a company 'speak up' survey) that reshapes how the field thinks about which leaders govern voice. The prevailing picture had two figures: the immediate supervisor, who directly shapes whether it feels safe to speak, and distant top management, who shape a climate for silence indirectly. Detert and Treviño find instead a whole constellation of leaders at work, and in particular they name the skip-level leader (any leader two to five levels above the employee), who turns out to be referenced nearly as often as the immediate boss when people explain their beliefs about speaking up. Skip-level leaders shape those beliefs both indirectly (through diffused stories, and through the policies, structures and physical arrangements they control) and, more surprisingly, directly, because the ordinary managerial functions they perform (gathering information, solving problems, allocating material and human resources) keep bringing them into face-to-face contact with subordinates several levels down. The study also refines what actually inhibits voice. For immediate supervisors, futility outweighs fear (roughly 1.8 to 1): people expect the boss to be unable to act. For skip-level leaders the balance tips the other way, toward lack of safety, and the flavour of each belief differs too: supervisor-directed futility is about personal or structural weakness (cannot act), whereas skip-level futility is about disinterest (will not act). Much of the fear attached to higher-ups, moreover, is not a response to anything a particular leader did but a near-automatic deference to authority itself, a socialised authority-ranking script, which makes it structurally harder for a distal leader to make speaking up feel safe even when behaving exactly as an approachable supervisor would. The paper's most pointed finding is counterintuitive: the more leaders lean on formal voice mechanisms (open-door policies, hotlines, ombudspersons, scripted skip-level meetings, climate surveys), the less safe employees may feel, because the very existence of such machinery concedes that speaking up is inherently risky (as one informant asked, 'Who pays the ombudsman's salary?'). A strategic-contingency argument closes the analysis: the echelon that matters most for a unit's overall voice climate is whichever one holds the power to resolve that unit's key uncertainties (plant directors in manufacturing, divisional leaders in R&D). For this corpus it is the anchor for speaking up to higher-ups, the piece that ties the voice-silence cluster to power and authority (via French and Raven), and the origin of the observation, taken up by Morrison (2014), that many well-meaning leaders unintentionally reinforce an authority-ranking frame in which employees enter organisations expecting to tread lightly around those in power.",
      "keywords": [
        "skip-level",
        "supervisors",
        "speaking up",
        "leaders",
        "voice",
        "silence",
        "raising concerns",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "speaking",
        "higher-ups"
      ],
      "relatedArticles": [
        "calculus",
        "being-approachable",
        "job-security"
      ]
    },
    {
      "id": "lei-naveh-novikov-2016",
      "kind": "paper",
      "title": "Errors in Organizations: An Integrative Review via Level of Analysis, Temporal Dynamism, and Priority Lenses",
      "label": "Lei, Naveh & Novikov (2016)",
      "url": "https://journals.sagepub.com/doi/10.1177/0149206316633745",
      "page": "https://explore.psychsafety.com/?mode=papers&node=lei-naveh-novikov-2016",
      "author": "Lei, Naveh & Novikov",
      "topics": [
        "safety-error",
        "team-learning",
        "complexity"
      ],
      "type": "review",
      "journal": "Journal of Management",
      "doi": "https://doi.org/10.1177/0149206316633745",
      "openAccess": false,
      "citation": "Lei, Z., Naveh, E. and Novikov, Z. (2016) 'Errors in organizations: An integrative review via level of analysis, temporal dynamism, and priority lenses', *Journal of Management*, 42(5), pp. 1315–1343.",
      "weight": 7,
      "date": "2016-01-01",
      "summary": "An integrative review of the organisational-error literature (some sixty-five studies across twenty-five years) that reads error research through three lenses and, in doing so, becomes the corpus's anchor for the error-management tradition running alongside the Edmondson learning-from-failure lineage. It first fixes the object: errors are unintended, potentially avoidable deviations from goals or standards, distinct from violations (intentional rule-breaking), failures (bad outcomes, which errors may or may not cause), and risks (environmental hazards). Against that definition it sets the field's central fault line, between an error-prevention paradigm that treats errors as wholly negative and works through routine, standardisation and control, and an error-management paradigm (Frese and Keith) that treats them as feedback and as openings for learning and innovation, and works through adaptation, flexibility and quick correction. The three lenses organise the synthesis. The level-of-analysis lens sorts errors into individual, team, and organisational or system errors, and shows their antecedents interacting across levels. The temporal lens follows an error over time, through before, during and after phases, and takes in latent errors (Reason) that lie dormant until other conditions trigger them, error-amplifying and error-correcting feedback loops, and the timing of responses, where both too-slow and too-fast reactions can breed further error. The priority lens examines what happens when error elimination competes with other goals, and it is here the review is sharpest: strategies that suppress error at one level or phase routinely raise it at another, and the positive effects of a given error practice tend to turn negative when pushed too far. The running theme is non-monotonicity and tension rather than a tidy set of best practices; one striking example is the finding (Katz-Navon and colleagues) that a high priority of safety combined with a high active-learning climate produces more errors, not fewer, because the two pull against each other. Psychological safety features throughout, but as one team-level antecedent among several: the review draws on Edmondson (1996) linking psychological safety to open reporting of error, on Leroy and colleagues finding that a safety priority reduces error most where psychological safety is high, and on Nembhard and Edmondson on the tendency to cover errors up, reading all of these through the error-management frame rather than the psychological-safety one. Its place in this corpus is as a review-level bridge: it connects the psychological-safety and learning-from-failure work to the wider error-management, high-reliability and normal-accident literatures (Goodman et al., Perrow, Weick and Sutcliffe), and supplies the multilevel, temporal and priority vocabulary that the corpus's error material had lacked a single home for.",
      "keywords": [
        "errors",
        "levels of analysis",
        "review",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "team learning",
        "teams",
        "learning",
        "performance",
        "complexity",
        "complex systems"
      ],
      "relatedArticles": [
        "human-error",
        "categorising-failure",
        "just-culture"
      ]
    },
    {
      "id": "weaver-1948",
      "kind": "paper",
      "title": "Science and Complexity",
      "label": "Weaver (1948)",
      "url": "https://fernandonogueiracosta.wordpress.com/wp-content/uploads/2015/08/warren-weaver-science-and-complexity-1948.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=weaver-1948",
      "author": "Weaver",
      "topics": [
        "complexity"
      ],
      "type": "theoretical",
      "journal": "American Scientist",
      "doi": null,
      "openAccess": true,
      "citation": "Weaver, W. (1948) 'Science and complexity', *American Scientist*, 36(4), pp. 536–544. (Reprinted in *Emergence: Complexity & Organization*, 6(3), 2004, pp. 65–74.)",
      "weight": 8,
      "date": "1948-01-01",
      "summary": "Weaver's short essay is the historical starting point for the science of complexity, and the piece that named its central object. Writing in 1948, out of the wartime experience of operations research and the first electronic computers, Weaver sorts the problems science can pose into three kinds. Problems of simplicity involve a few variables (two or three) and were the triumph of the physical sciences from the seventeenth to the nineteenth century: the mechanics of a billiard ball, of planetary motion. Problems of disorganised complexity lie at the opposite extreme, involving enormous numbers of variables whose individual behaviour is erratic or unknown but whose aggregate can be described with great precision through the statistics of averages and probabilities, as in statistical mechanics or the actuarial treatment of a population. Between these two, and largely untouched by either the analytic methods of the first or the statistical methods of the second, lies the vast territory Weaver calls organised complexity: problems with a sizeable but moderate number of variables that are interrelated into an organic whole, so that they can be reduced neither to a simple formula nor to the law of averages. Most of the important questions in biology, medicine, economics, politics and the social sciences, he argues, are problems of this middle kind, and they are precisely the ones science had so far been least able to handle. The essay's second move is prescriptive: organised complexity will yield, Weaver predicts, to two developments born of the war, the electronic computer (which can hold and manipulate far more interacting variables than the unaided mind) and the interdisciplinary 'mixed team' whose members are drawn from many fields and work in genuine collaboration. For a corpus built around the complexity of organisations, Weaver supplies the founding vocabulary: the recognition that an organisation is neither a simple mechanism to be solved nor a mere aggregate to be averaged, but an organised complex whole, is the premise on which the later complex-adaptive-systems and ecological traditions (Holling, and in this corpus the resilience and normal-accident literatures) would be built. (Text drawn from the 1948 American Scientist essay as reproduced, with an editorial summary, in the 2004 E:CO Classical Papers reprint; the scanned original body was not machine-readable.)",
      "keywords": [
        "organised complexity",
        "disorganised complexity",
        "science",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "psychological safety",
        "foundations"
      ],
      "relatedArticles": [
        "complexity",
        "ecotones"
      ]
    },
    {
      "id": "simon-1962",
      "kind": "paper",
      "title": "The Architecture of Complexity",
      "label": "Simon (1962)",
      "url": "https://faculty.sites.iastate.edu/tesfatsi/archive/tesfatsi/ArchitectureOfComplexity.HSimon1962.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=simon-1962",
      "author": "Simon",
      "topics": [
        "complexity"
      ],
      "type": "theoretical",
      "journal": "Proceedings of the American Philosophical Society",
      "doi": null,
      "openAccess": true,
      "citation": "Simon, H.A. (1962) 'The architecture of complexity', *Proceedings of the American Philosophical Society*, 106(6), pp. 467–482.",
      "weight": 9,
      "date": "1962-01-01",
      "summary": "Simon's essay is the second pillar of the complexity-foundations set and, for anyone thinking about organisations, the more directly useful of the two: it supplies the concepts of hierarchy and near-decomposability that let one treat an organisation as a complex system rather than a machine. Simon begins where Weaver (whom he cites) leaves off, concerned with organised complexity, and defines a complex system loosely as one made of many parts that interact in a non-simple way, such that, given the parts and the rules of their interaction, it is not trivial to infer the behaviour of the whole (a stance he sums up by saying that in the face of complexity an in-principle reductionist may be at the same time a pragmatic holist). His central claim is that complexity in nature overwhelmingly takes the form of hierarchy: systems nested within systems, each level composed of subsystems down to some arbitrarily chosen elementary unit. Crucially, Simon widens hierarchy beyond the authority-relation sense the word usually carries (he notes that in real organisations the formal chart exists only on paper, and the flesh-and-blood organisation has many relations other than the lines of authority) to mean any system decomposable into successive subsystems, whether or not one part commands another. He then makes three moves. First, an evolutionary argument, carried by the parable of the two watchmakers Hora and Tempus: the one who builds his watches from stable sub-assemblies finishes vastly faster than the one who must start over from loose parts whenever he is interrupted, so that among possible complex forms the hierarchies built from stable intermediate forms are the ones that have time to evolve. Second, and most useful for organisations, the property of near-decomposability: in a hierarchy the interactions within a subsystem are stronger than those between subsystems, so that in the short run each part behaves almost independently of the others and in the long run each depends on the others only in an aggregate way (his worked example is heat flowing between the rooms and cubicles of an insulated building). This is what makes a complex system analysable at all, since one can study a part without tracing every interaction to every other part. Third, a discussion of description, distinguishing state descriptions (blueprints) from process descriptions (recipes) and observing that nearly-decomposable systems are richly redundant and so can be described economically, an 'empty world' in which most things are only weakly connected to most others. For a corpus about organisational complexity, near-decomposability is the load-bearing idea: it warrants treating teams, units and functions as semi-autonomous subsystems with their own internal dynamics rather than as cogs whose every motion is set from outside, and it underwrites later work on loose coupling, modularity, resilience and the nested adaptive cycles of ecological systems (Holling), while cautioning that a system which is genuinely non-decomposable would tend to escape our understanding altogether.",
      "keywords": [
        "hierarchy",
        "near decomposability",
        "architecture",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "psychological safety",
        "foundations"
      ],
      "relatedArticles": [
        "complexity",
        "ecotones"
      ]
    },
    {
      "id": "anderson-1972",
      "kind": "paper",
      "title": "More Is Different",
      "label": "Anderson (1972)",
      "url": "https://www.tkm.kit.edu/downloads/TKM1_2011_more_is_different_PWA.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=anderson-1972",
      "author": "Anderson",
      "topics": [
        "complexity"
      ],
      "type": "theoretical",
      "journal": "Science",
      "doi": "10.1126/science.177.4047.393",
      "openAccess": true,
      "citation": "Anderson, P.W. (1972) 'More is different', *Science*, 177(4047), pp. 393–396.",
      "weight": 9,
      "date": "1972-08-04",
      "summary": "Anderson's two-page essay is the canonical statement of emergence and the classical-science counterweight to reductionism at this end of the complexity-foundations set. Anderson, a condensed-matter physicist, grants the reductionist premise in full (all ordinary matter obeys the same fundamental laws, and he says outright that he accepts reductionism) and then cuts it away from the inference usually smuggled alongside it, which he names the constructionist hypothesis: the belief that being able to reduce everything to a few fundamental laws entails being able to start from those laws and reconstruct the behaviour of everything built out of them. That converse, he argues, breaks down against the twin difficulties of scale and complexity, because at each new level of size and complication entirely new properties appear that cannot be read off the properties of the parts, and accounting for them takes research as fundamental as any done on the underlying laws. From this comes the picture the paper is remembered for: the sciences arranged in a loose hierarchy in which the elementary entities of one obey the laws of the one beneath (chemistry under many-body physics, molecular biology under chemistry, psychology under physiology), yet no science is merely an applied version of the one below it, since each level demands new concepts, laws and generalisations calling for as much originality as the last. Psychology is not applied biology, nor biology applied chemistry. His mechanism for how new levels arise is broken symmetry: as an aggregate grows towards the large-number limit it passes through sharp transitions into states whose symmetry is lower than that of the laws governing the parts (the crystal, the ferromagnet, the superconductor), so the whole ends up not merely more than but qualitatively different from the sum of its parts, and the relation between system and parts becomes a one-way street on which analysis can be fruitful while synthesis is all but impossible. For a corpus about organisational complexity the value is conceptual rather than methodological: this is the rigorous, physics-grounded warrant for refusing to treat an organisation, a team or a culture as reducible to the aggregated attributes of its individuals, and for expecting each level of organisation to carry its own irreducible dynamics — the same conclusion Simon's near-decomposability and Weaver's organised complexity reach from the structural side, and that the later ecological and complex-adaptive-systems traditions inherit. Its limits for that use are worth stating plainly: Anderson's emergence is drawn wholly from inanimate physical systems at or near equilibrium, and the step from broken symmetry in a superconductor to emergence in a human organisation is an analogy he gestures toward but does not license, so the paper secures the anti-reductionist stance without supplying a transferable account of how social or organisational emergence actually operates. (Text drawn from the original 1972 Science essay, vol. 177, no. 4047, pp. 393–396.)",
      "keywords": [
        "more is different",
        "emergence",
        "reductionism",
        "irreducibility",
        "complexity",
        "complex systems",
        "adaptive systems",
        "psychological safety",
        "foundations",
        "different"
      ],
      "relatedArticles": [
        "complexity",
        "five-ecological"
      ]
    },
    {
      "id": "holland-1992",
      "kind": "paper",
      "title": "Complex Adaptive Systems",
      "label": "Holland (1992)",
      "url": "https://www.jstor.org/stable/20025416",
      "page": "https://explore.psychsafety.com/?mode=papers&node=holland-1992",
      "author": "Holland",
      "topics": [
        "complexity"
      ],
      "type": "theoretical",
      "journal": "Daedalus",
      "doi": null,
      "openAccess": true,
      "citation": "Holland, J.H. (1992) 'Complex adaptive systems', *Daedalus*, 121(1), pp. 17–30.",
      "weight": 9,
      "date": "1992-01-01",
      "summary": "Holland's Daedalus essay is where complex adaptive systems acquires its name and its canonical characterisation, and it anchors the systems-science half of the complexity-foundations set alongside Anderson's emergence and Simon's hierarchy. Holland, a computer scientist at Michigan and the Santa Fe Institute (and the inventor of the genetic algorithm), starts from a puzzle about simulation: aircraft wings and bridges yield to equation-based modelling, but economies, ecologies, immune systems, developing embryos and brains do not, because each has an evolving structure that continually reorganises its own parts to adapt to its surroundings, making it a moving target rather than a fixed object. What these otherwise unlike systems share, he argues, is a common kernel, and he pins it to three properties. They evolve: the parts adapt or learn in Darwinian fashion, which he calls the pivotal characteristic. They exhibit aggregate behaviour that is not simply the sum of the parts but emerges from their interactions (the immune system's ability to tell self from other, an economy's supply-and-demand network). And they anticipate: the parts carry internal models that let them act on expected outcomes, so that expectations reshape behaviour even when they never come true (the anticipated oil shortage that raises prices on its own). Holland singles out this last property, the forming and using of internal models, as the fundamental attribute that separates complex adaptive systems from merely complicated ones. A second, load-bearing claim is that such systems have no single governing equation and little or no central control: behaviour is distributed across many parts each following its own condition/action rules, adapted over time by credit assignment (rewarding rules that contribute to good performance) and rule discovery (recombining useful building blocks, the logic of his genetic algorithms), with the system perpetually balancing exploration against exploitation. Critically, complex adaptive systems operate far from equilibrium and never reach a stable optimum; it is the process of becoming, not any end-state, that has to be studied, which is why the equilibrium-based mathematics of linear systems, fixed points and attractors is of little help. For a corpus about organisations this is the source text for the now-routine claim that an organisation is a complex adaptive system: it grounds the probe-and-adapt stance, the primacy of emergence over central design, and the treatment of change as continual adaptation rather than the execution of a plan (the intuition Cynefin, the adaptive cycle and the corpus's own complexity articles all draw on). Its framing should be read critically, though. Holland's account is thoroughly computational, built from rule-following agents, genetic algorithms and massively parallel simulation, and its transfer to human organisations runs through an analogy that can quietly re-mechanise the very thing it means to de-mechanise, recasting people as agents executing and recombining rules; its optimism about policy makers flight-testing societies on a simulator is very much of its 1992 moment; and its vocabulary of adaptation and fitness is easily co-opted into exactly the managerial technique a complexity-informed practice should resist. (Text drawn from the 1992 Daedalus essay, 121(1), pp. 17–30, released under CC BY-NC 4.0.)",
      "keywords": [
        "complex adaptive systems",
        "CAS",
        "agents",
        "adaptation",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "psychological safety",
        "foundations",
        "complex",
        "adaptive",
        "systems"
      ],
      "relatedArticles": [
        "complexity",
        "adaptive-cycle"
      ]
    },
    {
      "id": "levin-1998",
      "kind": "paper",
      "title": "Ecosystems and the Biosphere as Complex Adaptive Systems",
      "label": "Levin (1998)",
      "url": "https://www.cs.columbia.edu/~traub/sloan/LevinEcos.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=levin-1998",
      "author": "Levin",
      "topics": [
        "complexity",
        "ecological-commons"
      ],
      "type": "theoretical",
      "journal": "Ecosystems",
      "doi": null,
      "openAccess": true,
      "citation": "Levin, S.A. (1998) 'Ecosystems and the biosphere as complex adaptive systems', *Ecosystems*, 1(5), pp. 431–436.",
      "weight": 8,
      "date": "1998-01-01",
      "summary": "Levin's short paper is the ecology bridge of the complexity-foundations set: it takes the complex-adaptive-systems framework that Holland had drawn largely from computation and economics and grounds it in ecosystems and the biosphere, which Levin calls prototypical complex adaptive systems, in which macroscopic properties (trophic structure, diversity-productivity relationships, patterns of nutrient flux) emerge from localised interactions and selection at lower levels and then feed back to shape the interactions that produced them. Its first contribution is definitional discipline. Against the fashionable six-property checklists (Levin cites Arthur and colleagues: dispersed interaction, no global controller, cross-cutting hierarchy, continual adaptation, perpetual novelty, far-from-equilibrium dynamics), he argues that the actual definition of a complex adaptive system should be more parsimonious, resting on just three basic mechanisms: sustained diversity and individuality of components, localised interactions among them, and an autonomous process that selects, on the basis of the outcomes of those local interactions, some subset of components for replication or enhancement. The familiar six properties, he shows, are emergent consequences of these three, not primitives; natural selection is the prototypical autonomous process, while artificial selection is not, because it relies on a global controller. The second contribution is a methodological caution that matters for anyone tempted to mysticism about complexity: Levin uses the CAS lens explicitly to dissolve the Gaia hypothesis, arguing that treating the biosphere as a self-regulating superorganism smuggles in group selection at levels far above the primary units of selection, and that recognising ecosystems and the biosphere as complex adaptive systems lets one explain system-level regularity and homeostasis through established mechanisms rather than by appeal to hypothetical whole-system processes. Working through Holland's four properties (aggregation, nonlinearity, diversity, flows) he draws out the ideas most useful to an ecological reading of organisations: that aggregation and hierarchy emerge from local interaction rather than being imposed, and once formed constrain what follows; that nonlinearity produces path dependency, frozen accidents and alternative stable states, so that a system's history is written into its present; that diversity matters below and above the species level, with Paine's keystone species and keystone functional groups exerting influence out of all proportion to their abundance; and that flows of energy, materials and information are what turn a random collection of parts into an integrated whole. The pivotal claim for organisational work is the one about resilience: heterogeneity is what lets a complex adaptive system keep adapting, and heavily managed systems (Levin's examples are agriculture and forestry) are not really complex adaptive systems at all, because their simplified structures are imposed from outside rather than arising endogenously, which is exactly what makes them fragile and prone to sudden collapse under a single stress. That distinction (endogenous heterogeneity as resilience versus imposed simplification as fragility) is the scientific spine beneath the corpus's efficiency-versus-resilience and ecological arguments, and it makes Levin, more than any other node here, a genuine source rather than a metaphor for the ecological vocabulary. The usual caution applies to the analogy's reach: human organisations are not literally under natural selection, and the transfer of keystones, functional groups and autonomous selection to a world of intention, power and culture is suggestive rather than exact. Levin himself models the right scepticism, flagging the self-organised-criticality and edge-of-chaos claims (Bak, Kauffman) as stimulating but still without substantial empirical support. (Text drawn from the 1998 Ecosystems paper, 1(5), pp. 431–436.)",
      "keywords": [
        "ecosystems",
        "complex adaptive systems",
        "biosphere",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "ecology",
        "ecological",
        "commons",
        "resilience",
        "systems",
        "psychological safety",
        "foundations"
      ],
      "relatedArticles": [
        "efficiency-resilience",
        "adaptive-cycle"
      ]
    },
    {
      "id": "holling-1973",
      "kind": "paper",
      "title": "Resilience and Stability of Ecological Systems",
      "label": "Holling (1973)",
      "url": "https://pure.iiasa.ac.at/id/eprint/26/1/RP-73-003.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=holling-1973",
      "author": "Holling",
      "topics": [
        "ecological-commons",
        "complexity"
      ],
      "type": "theoretical",
      "journal": "Annual Review of Ecology and Systematics",
      "doi": null,
      "openAccess": true,
      "citation": "Holling, C.S. (1973) 'Resilience and stability of ecological systems', *Annual Review of Ecology and Systematics*, 4, pp. 1–23.",
      "weight": 9,
      "date": "1973-01-01",
      "summary": "Holling's paper is the origin of resilience as a technical concept, and the taproot beneath everything else in the ecological-commons set: Walker and colleagues, Levin, and Holling's own later panarchy work all grow from the distinction it draws here. Its move is to separate two properties that ecology had long run together under the single word stability. Stability, in Holling's usage, is the tendency of a system to return to an equilibrium after a disturbance, measured by how fast it returns and how little it fluctuates on the way. Resilience is something else entirely: the capacity of a system to absorb disturbance and reorganise while still keeping the same essential relationships between its variables, measured not by constancy but by persistence, by how much shock it can take before it flips into a qualitatively different state. The two can vary independently, and Holling's central and counter-intuitive claim is that they often trade off against each other. His worked cases carry the argument: the spruce budworm forest is wildly unstable in its numbers and precisely because of that instability enormously resilient, while the climatically buffered, heavily managed fisheries of the Great Lakes stay steady right up until they collapse and then do not recover, because the pursuit of a constant maximum sustained yield strips out the very variability that let them absorb shocks. Underneath sits the idea the paper is most cited for, domains of attraction: a system does not have one equilibrium but several, separated by thresholds, and the question that matters is not how stable it is within its current basin but how likely a disturbance is to push it across a boundary into another, from which return may be difficult or impossible. The management conclusions are where the paper speaks most directly to organisational work. A regime built to maximise efficiency and predictable yield buys short-term stability at the cost of resilience, and so manufactures fragility, engineering out the slack and heterogeneity a system needs to survive the unexpected; the alternative Holling sketches rests not on a presumption of sufficient knowledge but on the recognition of ignorance, not on the assumption that the future can be predicted but on the certainty that it will surprise us, and therefore on keeping options open, thinking regionally rather than locally, and preserving the heterogeneity that underwrites adaptive capacity. For a corpus that resists the engineering-away of complexity and the optimisation of psychological safety into a measurable, constant deliverable, this is the scientific bedrock: the efficiency-versus-resilience argument, the case against maximum sustained yield as a model for anything living, and the reframing of safety as a capacity to absorb the unexpected rather than a state of enforced constancy all begin here. Two cautions are worth stating. First, resilience is morally neutral in Holling's hands and stays that way: a degraded, locked-in or pathological state can be highly resilient too (his later work makes this explicit), so resilience is not a synonym for health or a thing to be maximised without first asking resilience of what, to what, and for whom. Second, the word has since been thinned in management and wellbeing discourse into an individual virtue, a capacity to bounce back that relocates the burden of a brittle system onto the people inside it, which is close to the reverse of Holling's systems-level, structural meaning; read against the original, most organisational uses of the term are really reaching for stability. (Text drawn from the 1973 Annual Review of Ecology and Systematics paper, vol. 4, pp. 1–23.)",
      "keywords": [
        "resilience",
        "ecosystems",
        "stability",
        "ecology",
        "ecological",
        "commons",
        "systems",
        "psychological safety",
        "foundations",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems"
      ],
      "relatedArticles": [
        "efficiency-resilience",
        "adaptive-cycle"
      ]
    },
    {
      "id": "folke-2006",
      "kind": "paper",
      "title": "Resilience: The Emergence of a Perspective for Social–Ecological Systems Analyses",
      "label": "Folke (2006)",
      "url": "https://artlesstanzim.wordpress.com/wp-content/uploads/2014/05/21.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=folke-2006",
      "author": "Folke",
      "topics": [
        "ecological-commons",
        "complexity"
      ],
      "type": "review",
      "journal": "Global Environmental Change",
      "doi": "10.1016/j.gloenvcha.2006.04.002",
      "openAccess": true,
      "citation": "Folke, C. (2006) 'Resilience: the emergence of a perspective for social–ecological systems analyses', *Global Environmental Change*, 16(3), pp. 253–267.",
      "weight": 8,
      "date": "2006-01-01",
      "summary": "Folke's review is the paper that turned resilience from an idea in ecology into a travelling framework for coupled human and natural systems, and it is the natural review anchor for this cluster: where Holling (1973) supplies the origin and Walker and colleagues the tight definition, Folke supplies the map of how the perspective grew and what it now contains. Its most useful contribution for organisational readers is a distinction it draws sharply and then tabulates: engineering resilience versus ecological resilience. Engineering resilience is the speed with which a system returns to a single equilibrium after a shock, and its concerns are return time, efficiency, constancy and recovery; it is, in Folke's phrase, about resisting disturbance and conserving what you have. Ecological resilience is something larger, the amount of disturbance a system can absorb before it crosses a threshold into a different regime altogether, and its concern is persistence across multiple possible states rather than return to one. A third and broadest reading, social-ecological resilience, adds the capacity to reorganise, learn and transform, so that resilience is not only about absorbing shocks but about what the shock opens up. The reason the distinction matters here is diagnostic: most of what passes for resilience in management and wellbeing talk is engineering resilience wearing the vocabulary of the ecological kind, a demand to bounce back fast to a prior steady state, which is close to the opposite of the adaptive, reorganising capacity the fuller concept names. Folke sets this inside the adaptive cycle and Holling and Gunderson's panarchy (exploitation, conservation, release, reorganisation, nested across scales, with the neglected 'backloop' of release and renewal treated as being as important as the orderly growth phases), and against the command-and-control pathology of resource management, in which controlling a single variable for short-term stability homogenises the system and strips out the heterogeneity that let it absorb shocks in the first place. Two things make the paper especially useful for a corpus resisting the optimisation of psychological safety into a measurable deliverable. First, Folke is explicit that resilience is not inherently good: a system can be highly resilient in a degraded or undesirable state, the lock-in trap, so the operative question (borrowed from Carpenter and colleagues) is always resilience of what, to what, and for whom. Second, the sustaining-and-developing dialectic, that too much stability and too much change both end in collapse, is a direct rebuke to management regimes that pursue constancy as though it were safety. The cautions are worth stating plainly. This is avowedly a narrative rather than a technical paper, and a movement-building one, dense with citations to the author's own Resilience Alliance, so it reads at times as advocacy for a research programme as much as a neutral survey; and the social-ecological framework it consolidates has been criticised since for under-theorising power and politics, since a system's resilience can just as easily mean the durability of an unjust arrangement, which is precisely why the resilience-of-what-for-whom question has to be asked and answered rather than assumed. (Text drawn from the 2006 Global Environmental Change review, 16(3), pp. 253–267.)",
      "keywords": [
        "ecology",
        "ecological",
        "commons",
        "resilience",
        "systems",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "psychological safety",
        "foundations",
        "social"
      ],
      "relatedArticles": [
        "efficiency-resilience",
        "adaptive-cycle"
      ]
    },
    {
      "id": "edmondson-bohmer-pisano-2001",
      "kind": "paper",
      "title": "Disrupted Routines: Team Learning and New Technology Implementation in Hospitals",
      "label": "Edmondson, Bohmer & Pisano (2001)",
      "url": "https://doi.org/10.2307/3094828",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-bohmer-pisano-2001",
      "author": "Edmondson",
      "topics": [
        "team-learning",
        "safety-error"
      ],
      "type": "primary",
      "journal": "Administrative Science Quarterly",
      "doi": "https://doi.org/10.2307/3094828",
      "openAccess": false,
      "citation": "Edmondson, A.C., Bohmer, R.M. and Pisano, G.P. (2001) 'Disrupted routines: Team learning and new technology implementation in hospitals', *Administrative Science Quarterly*, 46(4), pp. 685–716.",
      "weight": 8,
      "date": "2001-01-01",
      "summary": "Field study of cardiac surgery teams implementing a radical new technology. Found that psychological safety enabled non-surgeons to speak up across steep status hierarchies, renegotiating ingrained roles to make the technology work. Teams that established PS were significantly more successful implementers — one of the most cited empirical demonstrations of PS in high-stakes settings.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "disrupted",
        "routines",
        "team"
      ],
      "relatedArticles": [
        "crm",
        "reducing-power-gradients",
        "just-culture",
        "how-respond",
        "watermelon",
        "civility-saves-lives"
      ]
    },
    {
      "id": "weick-roberts-1993",
      "kind": "paper",
      "title": "Collective Mind in Organizations: Heedful Interrelating on Flight Decks",
      "label": "Weick & Roberts (1993)",
      "url": "https://doi.org/10.2307/2393372",
      "page": "https://explore.psychsafety.com/?mode=papers&node=weick-roberts-1993",
      "author": "Weick",
      "topics": [
        "team-learning"
      ],
      "type": "theoretical",
      "journal": "Administrative Science Quarterly",
      "doi": "https://doi.org/10.2307/2393325",
      "openAccess": false,
      "citation": "Weick, K.E. and Roberts, K.H. (1993) 'Collective mind in organizations: Heedful interrelating on flight decks', *Administrative Science Quarterly*, 38(3), pp. 357–381.",
      "weight": 7,
      "date": "1993-01-01",
      "summary": "Introduced 'collective mind' — the way groups develop heedful interrelating, a form of attentive, connected action that makes complex systems reliable. Based on naval flight deck operations. Argues that reliability is a social achievement, not a technical one, and that heedfulness — attending carefully to others' contributions — is what prevents catastrophic failure.",
      "keywords": [
        "heedful interrelating",
        "aircraft carriers",
        "collective mind",
        "HRO",
        "team learning",
        "teams",
        "learning",
        "performance",
        "psychological safety",
        "foundations",
        "collective",
        "organizations",
        "heedful"
      ],
      "relatedArticles": [
        "wai-wad",
        "crm",
        "aviation",
        "sociotechnical",
        "normal-accidents",
        "safety-i-ii"
      ]
    },
    {
      "id": "argyris-schon-1978",
      "kind": "paper",
      "title": "Organizational Learning: A Theory of Action Perspective",
      "label": "Argyris & Schön (1978)",
      "url": "https://archive.org/details/organizationalle00chri",
      "page": "https://explore.psychsafety.com/?mode=papers&node=argyris-schon-1978",
      "author": "Argyris",
      "topics": [
        "team-learning",
        "foundations"
      ],
      "type": "theoretical",
      "journal": "Addison-Wesley",
      "doi": null,
      "openAccess": true,
      "citation": "Argyris, C. and Schön, D.A. (1978) *Organizational Learning: A Theory of Action Perspective*. Reading, MA: Addison-Wesley.",
      "weight": 7,
      "date": "1978-01-01",
      "summary": "Foundational text on organisational learning, introducing single-loop learning (correcting errors within existing frameworks) and double-loop learning (questioning the frameworks themselves). Argued that defensive routines — the organisational equivalent of self-protection — are the primary barrier to genuine learning. The intellectual precursor to much of the PS field.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "psychological safety",
        "foundations",
        "organizational",
        "action"
      ],
      "relatedArticles": [
        "wai-wad",
        "learning-teams",
        "retrospectives",
        "just-culture",
        "history",
        "barriers"
      ]
    },
    {
      "id": "janis-1982",
      "kind": "paper",
      "title": "Groupthink: Psychological Studies of Policy Decisions and Fiascos",
      "label": "Janis (1982)",
      "url": "https://doi.org/10.1177/001872678303600103",
      "page": "https://explore.psychsafety.com/?mode=papers&node=janis-1982",
      "author": "Janis",
      "topics": [
        "team-learning",
        "voice-silence"
      ],
      "type": "theoretical",
      "journal": "Houghton Mifflin",
      "doi": null,
      "openAccess": false,
      "citation": "Janis, I.L. (1982) *Groupthink: Psychological Studies of Policy Decisions and Fiascos*. 2nd edn. Boston: Houghton Mifflin.",
      "weight": 7,
      "date": "1982-01-01",
      "summary": "Defined groupthink — the deterioration of mental efficiency, reality testing, and moral judgment in cohesive groups under pressure toward unanimity. The canonical account of what happens when psychological safety is absent and conformity replaces honest dissent. Used to explain the Bay of Pigs, Challenger, and numerous other catastrophic decisions.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "groupthink",
        "psychological",
        "studies",
        "policy"
      ],
      "relatedArticles": [
        "challenger",
        "chernobyl",
        "silence-types",
        "open-secrets",
        "barriers",
        "ps-not-comfortable"
      ]
    },
    {
      "id": "rogers-1954",
      "kind": "paper",
      "title": "Towards a Theory of Creativity",
      "label": "Rogers (1954)",
      "url": "https://psychsafety.com/wp-content/uploads/2026/03/Carl-Rogers-psych-safety-in-1970-vernon-creativity.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=rogers-1954",
      "author": "Rogers",
      "topics": [
        "foundations",
        "trust-interpersonal"
      ],
      "type": "theoretical",
      "journal": "ETC: A Review of General Semantics (1954); reprinted in Vernon, Creativity (1970)",
      "doi": null,
      "openAccess": true,
      "citation": "Rogers, C.R. (1954) 'Towards a theory of creativity', *ETC: A Review of General Semantics*, 11(4), pp. 249–260. Reprinted in Vernon, P.E. (ed.) (1970) *Creativity*. Harmondsworth: Penguin, pp. 137–151.",
      "weight": 9,
      "date": "1954-01-01",
      "summary": "The paper that coined the term 'psychological safety'. Rogers argued that creativity requires two external conditions: psychological safety — established through unconditional worth, absence of external evaluation, and empathic understanding — and psychological freedom. Predates Schein & Bennis by eleven years and Kahn by 36.",
      "keywords": [
        "psychological safety",
        "foundations",
        "trust",
        "relationships",
        "interpersonal",
        "creativity"
      ],
      "relatedArticles": [
        "creativity",
        "history",
        "what-is-ps"
      ]
    },
    {
      "id": "kahn-1990",
      "kind": "paper",
      "title": "Psychological Conditions of Personal Engagement and Disengagement at Work",
      "label": "Kahn (1990)",
      "url": "https://doi.org/10.2307/256287",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kahn-1990",
      "author": "Kahn",
      "topics": [
        "foundations",
        "trust-interpersonal"
      ],
      "type": "primary",
      "journal": "Academy of Management Journal",
      "doi": "https://doi.org/10.2307/256287",
      "openAccess": false,
      "citation": "Kahn, W.A. (1990) 'Psychological conditions of personal engagement and disengagement at work', *Academy of Management Journal*, 33(4), pp. 692–724.",
      "weight": 10,
      "date": "1990-01-01",
      "summary": "Kahn's paper is the one the field treats as the origin of psychological safety as a workplace construct, though it is more accurately the first sustained articulation of the idea in organisational behaviour than its invention. Kahn draws openly on earlier thinking he names: Schein and Bennis (1965) on the safety people need before they will change, Carl Rogers on the therapeutic conditions that let a person explore, and, clinically, Sandler (1960) on 'the background of safety'. What Kahn adds is to gather these into a single named condition and ground it in the fine grain of working life. Across two qualitative, theory-generating field studies (summer-camp counsellors and members of an architecture firm) he asks when people bring their 'preferred self' into a role and when they hold it back, distinguishing personal engagement (employing and expressing the self physically, cognitively and emotionally in a role) from personal disengagement (withdrawing and defending it). People, he argues, tacitly put three questions to each situation and engage or disengage on the answers: how meaningful is it to bring myself in, how safe is it to do so, and how available am I to do so. These are the three psychological conditions of meaningfulness, safety and availability. Psychological safety itself is defined as feeling able to show and employ oneself 'without fear of negative consequences to self-image, status, or career' (1990: 708), and is experienced where situations are trustworthy, predictable and non-threatening. Kahn locates its sources in supportive, trusting interpersonal relationships; in group and intergroup dynamics, including the unconscious roles people are cast into (his architecture firm organises itself around a 'father' figure, with 'mother', 'favoured son' and 'bad son' characters who enjoy very different room to speak); in a management style that is supportive, consistent and non-punitive; and in organisational norms clear enough that people know the boundary they are working within. Throughout, the felt safety to engage tracks power and status: people withdraw faster from conflict with those above them than with peers, and those cast into low-status roles find the least room to bring themselves in. The study is explicitly descriptive rather than confirmatory (its ratings illustrate the model rather than test it) and individual and experiential rather than group-level, but it supplies the definition of psychological safety that later group-level work, above all Edmondson's, would take up, refine and carry into teams.",
      "keywords": [
        "engagement",
        "disengagement",
        "personal engagement",
        "origin",
        "psychological safety",
        "foundations",
        "trust",
        "relationships",
        "interpersonal",
        "psychological",
        "conditions",
        "personal"
      ],
      "relatedArticles": [
        "history",
        "what-is-ps",
        "calculus",
        "creativity"
      ]
    },
    {
      "id": "edmondson-1999",
      "kind": "paper",
      "title": "Psychological Safety and Learning Behavior in Work Teams",
      "label": "Edmondson (1999)",
      "url": "https://web.mit.edu/curhan/www/docs/Articles/15341_Readings/Group_Performance/Edmondson%20Psychological%20safety.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-1999",
      "author": "Edmondson",
      "topics": [
        "foundations",
        "voice-silence",
        "team-learning",
        "measurement-method"
      ],
      "type": "primary",
      "journal": "Administrative Science Quarterly",
      "doi": "https://doi.org/10.2307/2666999",
      "openAccess": true,
      "citation": "Edmondson, A.C. (1999) 'Psychological safety and learning behavior in work teams', *Administrative Science Quarterly*, 44(2), pp. 350–383.",
      "weight": 10,
      "date": "1999-01-01",
      "summary": "The landmark paper that operationalised psychological safety at team level. Introduced the shared belief definition, the 7-item survey scale, and the empirical link between PS and team learning behaviour. The paper the modern field is built on.",
      "keywords": [
        "team psychological safety",
        "learning behaviour",
        "seminal",
        "canonical",
        "psychological safety",
        "foundations",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "team learning",
        "teams",
        "learning",
        "performance"
      ],
      "relatedArticles": [
        "history",
        "what-is-ps",
        "measurement",
        "project-aristotle"
      ]
    },
    {
      "id": "edmondson-bransby-2023",
      "kind": "paper",
      "title": "Psychological Safety Comes of Age: Observed Themes in an Established Literature",
      "label": "Edmondson & Bransby (2023)",
      "url": "https://psychsafety.com/wp-content/uploads/2023/06/annurev-orgpsych-120920-055217.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-bransby-2023",
      "author": "Edmondson",
      "topics": [
        "foundations"
      ],
      "type": "review",
      "journal": "Annual Review of Organizational Psychology and Organizational Behavior",
      "doi": "https://doi.org/10.1146/annurev-orgpsych-120920-055217",
      "openAccess": true,
      "citation": "Edmondson, A.C. and Bransby, D.P. (2023) 'Psychological safety comes of age: Observed themes in an established literature', *Annual Review of Organizational Psychology and Organizational Behavior*, 10, pp. 55–78.",
      "weight": 8,
      "date": "2023-01-01",
      "summary": "A comprehensive review of the psychological safety literature identifying four dominant themes: getting things done, learning behaviours, improving the work experience, and leadership. Maps the field's development since the 1990s and identifies directions for future research.",
      "keywords": [
        "psychological safety",
        "foundations",
        "psychological",
        "safety",
        "observed"
      ],
      "relatedArticles": [
        "history",
        "benefits",
        "measurement"
      ]
    },
    {
      "id": "edmondson-2003",
      "kind": "paper",
      "title": "Psychological Safety, Trust, and Learning in Organizations: A Group-level Lens",
      "label": "Edmondson (2003a)",
      "url": "https://www.researchgate.net/publication/268328210_Psychological_Safety_Trust_and_Learning_in_Organizations_A_Group-level_Lens",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-2003",
      "author": "Edmondson",
      "topics": [
        "safety-error",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Russell Sage Foundation",
      "doi": null,
      "openAccess": true,
      "citation": "Edmondson, A.C. (2003) 'Psychological safety, trust, and learning in organizations: A group-level lens', in Kramer, R.M. and Cook, K.S. (eds.) *Trust and Distrust in Organizations*. New York: Russell Sage Foundation, pp. 239–272.",
      "weight": 8,
      "date": "2003-01-01",
      "summary": "Distinguishes psychological safety from trust and examines how both enable team learning. Proposes PS as a moderator between learning goals and learning behaviour, and presents a group-level model drawing on field studies in healthcare, product development, and management teams.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "psychological",
        "trust",
        "learning"
      ],
      "relatedArticles": [
        "crm",
        "reducing-power-gradients",
        "watermelon",
        "just-culture",
        "civility-saves-lives"
      ]
    },
    {
      "id": "nembhard-edmondson-2006",
      "kind": "paper",
      "title": "Making it Safe: The Effects of Leader Inclusiveness and Professional Status on Psychological Safety and Improvement Efforts in Health Care Teams",
      "label": "Nembhard & Edmondson (2006)",
      "url": "https://www.researchgate.net/publication/227521893_Making_It_Safe_The_Effects_of_Leader_Inclusiveness_and_Professional_Status_on_Psychological_Safety_and_Improvement_Efforts_in_Health_Care_Teams",
      "page": "https://explore.psychsafety.com/?mode=papers&node=nembhard-edmondson-2006",
      "author": "Nembhard",
      "topics": [
        "power-equity",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Human Relations",
      "doi": "https://doi.org/10.1177/0018726706070178",
      "openAccess": true,
      "citation": "Nembhard, I.M. and Edmondson, A.C. (2006) 'Making it safe: The effects of leader inclusiveness and professional status on psychological safety and improvement efforts in health care teams', *Human Relations*, 59(7), pp. 941–969.",
      "weight": 7,
      "date": "2006-01-01",
      "summary": "Examined how leader inclusiveness moderates the relationship between hierarchical status and psychological safety in neonatal intensive care units. Found that PS mediates the relationship between inclusiveness and quality improvement engagement — particularly for lower-status workers.",
      "keywords": [
        "leader inclusiveness",
        "professional status",
        "healthcare",
        "nurses",
        "doctors",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "voice",
        "speaking up",
        "silence",
        "raising concerns"
      ],
      "relatedArticles": [
        "reducing-power-gradients",
        "inclusion",
        "team-safest-person",
        "how-respond"
      ]
    },
    {
      "id": "bransby-kerrissey-edmondson-2024",
      "kind": "paper",
      "title": "Paradise Lost (and Restored?): A Study of Psychological Safety over Time",
      "label": "Bransby, Kerrissey & Edmondson (2024)",
      "url": "https://web.archive.org/web/20240416072614/https://www.hbs.edu/ris/Publication%20Files/edmondson_bransby_kerrissey_ba07666b-9b1a-41da-810a-1f40079da327.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=bransby-kerrissey-edmondson-2024",
      "author": "Bransby",
      "topics": [
        "team-learning"
      ],
      "type": "primary",
      "journal": "Academy of Management Discoveries",
      "doi": "https://doi.org/10.5465/amd.2023.0084",
      "openAccess": true,
      "citation": "Bransby, D.P., Kerrissey, M. and Edmondson, A.C. (2025) 'Paradise lost (and restored?): A study of psychological safety over time', *Academy of Management Discoveries*, 11(3), pp. 403–422.",
      "weight": 7,
      "date": "2025-09-01",
      "summary": "A longitudinal study using multilevel growth modelling on data from over 10,000 healthcare workers, tracking how psychological safety actually changes over an individual's time on a team rather than assuming it simply builds with tenure and familiarity, as most cross-sectional psychological safety research implicitly does. The central finding, the 'Paradise Lost' effect the title refers to: newcomers with less than a year of tenure report higher psychological safety than their more-tenured colleagues, and this advantage erodes as tenure accrues rather than continuing to build. The proposed explanation runs through socialisation: new arrivals are initially given a kind of grace period, seen as still learning and not yet expected to know the ropes, which makes admitting uncertainty or raising concerns feel lower-stakes; as tenure accrues, that latitude narrows, people are increasingly judged against established norms and assumed competence, and interpersonal risk starts to feel more consequential. A strong departmental-level psychological safety climate dampens this downward trajectory for newcomers, meaning the erosion isn't inevitable and can be buffered by the surrounding team and organisational context. A further, genuinely important multilevel finding: as tenure increases, an increasing share of the variance in an individual's psychological safety is explained by person-level factors rather than group-level climate, meaning psychological safety becomes progressively more individualised and less climate-driven the longer someone has been on a team, which complicates any simple 'just fix the team climate and everyone benefits equally' assumption. Proposes an integrated multilevel framework connecting individual-level and group-level factors to explain both the emergence and the ongoing fluctuation of psychological safety over time, arguing it shouldn't be treated as a stable team-level trait that simply increases with familiarity, but as something dynamically co-produced by situated interactions between individual dispositions and experiences on one hand and group climate on the other, capable of falling as readily as it rises depending on what happens along the way.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "paradise",
        "restored",
        "psychological"
      ],
      "relatedArticles": [
        "emergence",
        "rebuilding",
        "tuckman"
      ]
    },
    {
      "id": "frazier-et-al-2017",
      "kind": "paper",
      "title": "Psychological Safety: A Meta-Analytic Review and Extension",
      "label": "Frazier et al (2017)",
      "url": "https://digitalcommons.odu.edu/cgi/viewcontent.cgi?article=1018&context=management_fac_pubs",
      "page": "https://explore.psychsafety.com/?mode=papers&node=frazier-et-al-2017",
      "author": "Frazier",
      "topics": [
        "foundations",
        "measurement-method"
      ],
      "type": "review",
      "journal": "Personnel Psychology",
      "doi": "https://doi.org/10.1111/peps.12183",
      "openAccess": true,
      "citation": "Frazier, M.L., Fainshmidt, S., Klinger, R.L., Pezeshkan, A. and Vracheva, V. (2017) 'Psychological safety: A meta-analytic review and extension', *Personnel Psychology*, 70(1), pp. 113–165.",
      "weight": 9,
      "date": "2017-01-01",
      "summary": "The definitive meta-analysis of the PS literature, synthesising 136 samples. Confirmed PS's relationships with outcomes (learning, performance, engagement) and antecedents (leadership, team design). The most comprehensive quantitative summary of what the field has established.",
      "keywords": [
        "meta-analysis",
        "antecedents",
        "outcomes",
        "review",
        "psychological safety",
        "foundations",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "psychological",
        "safety",
        "meta-analytic"
      ],
      "relatedArticles": [
        "measurement",
        "benefits",
        "project-aristotle",
        "high-performing-teams"
      ]
    },
    {
      "id": "newman-donohue-eva-2017",
      "kind": "paper",
      "title": "Psychological Safety: A Systematic Review of the Literature",
      "label": "Newman, Donohue & Eva (2017)",
      "url": "https://doi.org/10.1016/j.hrmr.2017.01.001",
      "page": "https://explore.psychsafety.com/?mode=papers&node=newman-donohue-eva-2017",
      "author": "Newman",
      "topics": [
        "foundations",
        "measurement-method"
      ],
      "type": "review",
      "journal": "Human Resource Management Review",
      "doi": "https://doi.org/10.1016/j.hrmr.2017.01.001",
      "openAccess": false,
      "citation": "Newman, A., Donohue, R. and Eva, N. (2017) 'Psychological safety: A systematic review of the literature', *Human Resource Management Review*, 27(3), pp. 521–535.",
      "weight": 8,
      "date": "2017-01-01",
      "summary": "Systematic review examining PS's antecedents, outcomes, and boundary conditions across 62 studies. Identified leadership, trust, and team design as consistent antecedents, and highlighted significant gaps in cross-cultural and longitudinal research.",
      "keywords": [
        "systematic review",
        "literature review",
        "antecedents",
        "psychological safety",
        "foundations",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "psychological",
        "safety",
        "systematic",
        "literature"
      ],
      "relatedArticles": [
        "measurement",
        "benefits",
        "trust",
        "history"
      ]
    },
    {
      "id": "detert-burris-harrison-martin-2013",
      "kind": "paper",
      "title": "Voice Flows to and around Leaders: Understanding When Units Are Helped or Hurt by Employee Voice",
      "label": "Detert, Burris, Harrison & Martin (2013)",
      "url": "https://repositories.lib.utexas.edu/server/api/core/bitstreams/4762aba9-6365-4dd5-918e-d9dccdf8a1cd/content",
      "page": "https://explore.psychsafety.com/?mode=papers&node=detert-burris-harrison-martin-2013",
      "author": "Detert",
      "topics": [
        "voice-silence",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Administrative Science Quarterly",
      "doi": "https://doi.org/10.1177/0001839213510151",
      "openAccess": true,
      "citation": "Detert, J.R., Burris, E.R., Harrison, D.A. and Martin, S.R. (2013) 'Voice flows to and around leaders: Understanding when units are helped or hurt by employee voice', *Administrative Science Quarterly*, 58(4), pp. 624–668.",
      "weight": 7,
      "date": "2013-01-01",
      "summary": "Examines when and why employee voice benefits or harms unit performance. Found that voice directed upward to leaders helps when leaders are receptive and have the power to act, but can hurt when it is not acted upon — raising the cost of speaking up for future attempts. Introduces a flow model of voice that goes beyond individual-level antecedents.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "around",
        "leaders"
      ],
      "relatedArticles": [
        "calculus",
        "barriers",
        "watermelon",
        "how-respond",
        "reducing-power-gradients"
      ]
    },
    {
      "id": "detert-burris-2007",
      "kind": "paper",
      "title": "Leadership Behavior and Employee Voice: Is the Door Really Open?",
      "label": "Detert & Burris (2007)",
      "url": "https://www.researchgate.net/publication/255576931_Leadership_Behavior_and_Employee_Voice_Is_The_Door_Really_Open",
      "page": "https://explore.psychsafety.com/?mode=papers&node=detert-burris-2007",
      "author": "Detert",
      "topics": [
        "voice-silence",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Academy of Management Journal",
      "doi": "https://doi.org/10.5465/amj.2007.24160885",
      "openAccess": true,
      "citation": "Detert, J.R. and Burris, E.R. (2007) 'Leadership behavior and employee voice: Is the door really open?', *Academy of Management Journal*, 50(4), pp. 869–884.",
      "weight": 8,
      "date": "2007-01-01",
      "summary": "Introduced the concept of voice climate and the affect-laden expectancy calculus — the implicit cost-benefit analysis employees run before speaking up. Showed that managerial openness and transformational leadership shape whether employees believe voice will be safe and worthwhile.",
      "keywords": [
        "leadership",
        "openness",
        "voice",
        "managers",
        "speaking up",
        "silence",
        "raising concerns",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "behavior",
        "employee"
      ],
      "relatedArticles": [
        "calculus",
        "ambiguity",
        "barriers",
        "how-respond",
        "watermelon"
      ]
    },
    {
      "id": "morrison-milliken-2000",
      "kind": "paper",
      "title": "Organizational Silence: A Barrier to Change and Development in a Pluralistic World",
      "label": "Morrison & Milliken (2000)",
      "url": "https://doi.org/10.2307/259200",
      "page": "https://explore.psychsafety.com/?mode=papers&node=morrison-milliken-2000",
      "author": "Morrison",
      "topics": [
        "voice-silence",
        "power-equity"
      ],
      "type": "theoretical",
      "journal": "Academy of Management Review",
      "doi": "https://doi.org/10.2307/259220",
      "openAccess": false,
      "citation": "Morrison, E.W. and Milliken, F.J. (2000) 'Organisational silence: A barrier to change and development in a pluralistic world', *Academy of Management Review*, 25(4), pp. 706–725.",
      "weight": 8,
      "date": "2000-01-01",
      "summary": "Introduced 'organisational silence' as a collective phenomenon — the widespread withholding of concerns, information, and opinions. Argued that managerial beliefs and structural features create climates in which silence becomes the default. A foundational paper for understanding the supply side of voice.",
      "keywords": [
        "organisational silence",
        "silence",
        "climate of silence",
        "voice",
        "speaking up",
        "raising concerns",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "organizational",
        "barrier",
        "change"
      ],
      "relatedArticles": [
        "silence-types",
        "barriers",
        "watermelon",
        "open-secrets",
        "calculus",
        "tenerife"
      ]
    },
    {
      "id": "edmondson-lei-2014",
      "kind": "paper",
      "title": "Psychological Safety: The History, Renaissance, and Future of an Interpersonal Construct",
      "label": "Edmondson & Lei (2014)",
      "url": "https://cerebra.co.nz/wp-content/uploads/2022/11/annurev-orgpsych-031413-091305-2.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-lei-2014",
      "author": "Edmondson",
      "topics": [
        "foundations",
        "measurement-method"
      ],
      "type": "review",
      "journal": "Annual Review of Organizational Psychology and Organizational Behavior",
      "doi": "https://doi.org/10.1146/annurev-orgpsych-031413-091305",
      "openAccess": true,
      "citation": "Edmondson, A.C. and Lei, Z. (2014) 'Psychological safety: The history, renaissance, and future of an interpersonal construct', *Annual Review of Organizational Psychology and Organizational Behavior*, 1, pp. 23–43.",
      "weight": 8,
      "date": "2014-01-01",
      "summary": "The Annual Review piece covering the PS literature from the 1990s to 2012 — the predecessor to the 2023 'Comes of Age' review. Synthesises the field's early development, maps antecedents and outcomes, and identifies gaps that motivated a decade of subsequent research.",
      "keywords": [
        "review",
        "history",
        "renaissance",
        "construct",
        "psychological safety",
        "foundations",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "psychological",
        "safety"
      ],
      "relatedArticles": [
        "history",
        "measurement",
        "benefits",
        "what-is-ps"
      ]
    },
    {
      "id": "detert-edmondson-2011",
      "kind": "paper",
      "title": "Implicit Voice Theories: Taken-for-Granted Rules of Self-Censorship at Work",
      "label": "Detert & Edmondson (2011)",
      "url": "https://www.researchgate.net/publication/280298144_Implicit_Voice_Theories_Taken-for-Granted_Rules_of_Self-Censorship_at_Work",
      "page": "https://explore.psychsafety.com/?mode=papers&node=detert-edmondson-2011",
      "author": "Detert",
      "topics": [
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Academy of Management Journal",
      "doi": "https://doi.org/10.5465/amj.2011.0188",
      "openAccess": true,
      "citation": "Detert, J.R. and Edmondson, A.C. (2011) 'Implicit voice theories: Taken-for-granted rules of self-censorship at work', *Academy of Management Journal*, 54(3), pp. 461–488.",
      "weight": 7,
      "date": "2011-01-01",
      "summary": "Introduced the concept of 'implicit voice theories' — taken-for-granted rules people use to decide whether speaking up is safe or worthwhile, without consciously deliberating. Showed that these rules operate below awareness and are shaped by early socialisation, explaining why voice is suppressed even in objectively safe environments.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "psychological safety",
        "foundations",
        "implicit",
        "taken-for-granted",
        "rules"
      ],
      "relatedArticles": [
        "calculus",
        "ambiguity",
        "barriers",
        "silence-types",
        "local-rationality"
      ]
    },
    {
      "id": "liang-farh-farh-2012",
      "kind": "paper",
      "title": "Psychological Antecedents of Promotive and Prohibitive Voice: A Two-Wave Examination",
      "label": "Liang, Farh & Farh (2012)",
      "url": "https://doi.org/10.5465/amj.2010.0176",
      "page": "https://explore.psychsafety.com/?mode=papers&node=liang-farh-farh-2012",
      "author": "Liang",
      "topics": [
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Academy of Management Journal",
      "doi": "https://doi.org/10.5465/amj.2010.0128",
      "openAccess": false,
      "citation": "Liang, J., Farh, C.I.C. and Farh, J.-L. (2012) 'Psychological antecedents of promotive and prohibitive voice: A two-wave examination', *Academy of Management Journal*, 55(1), pp. 71–92.",
      "weight": 7,
      "date": "2012-01-01",
      "summary": "Developed the influential promotive/prohibitive voice distinction — promotive voice advocates for improvements, prohibitive voice raises concerns about harmful practices. Showed these have different antecedents and consequences. The five-item scale is one of the most widely used individual-level PS measures.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "psychological safety",
        "foundations",
        "psychological",
        "antecedents",
        "promotive",
        "prohibitive"
      ],
      "relatedArticles": [
        "calculus",
        "silence-types",
        "barriers",
        "measurement",
        "whistleblowing"
      ]
    },
    {
      "id": "baer-frese-2003",
      "kind": "paper",
      "title": "Innovation is not Enough: Climates for Initiative and Psychological Safety, Process Innovations, and Firm Performance",
      "label": "Baer & Frese (2003)",
      "url": "https://www.researchgate.net/publication/227786247_Innovation_is_Not_Enough_Climates_for_Initiative_and_Psychological_Safety_Process_Innovations_and_Firm_Performance",
      "page": "https://explore.psychsafety.com/?mode=papers&node=baer-frese-2003",
      "author": "Baer",
      "topics": [
        "team-learning",
        "foundations"
      ],
      "type": "primary",
      "journal": "Organizational Behavior and Human Decision Processes",
      "doi": "https://doi.org/10.1016/S0749-5978(02)00500-7",
      "openAccess": true,
      "citation": "Baer, M. and Frese, M. (2003) 'Innovation is not enough: Climates for initiative and psychological safety, process innovations, and firm performance', *Journal of Organizational Behavior*, 24(1), pp. 45–68.",
      "weight": 6,
      "date": "2003-01-01",
      "summary": "Examined psychological safety at the organisational level — shifting from Edmondson's team-level construct to an organisation-wide climate. Found PS climate mediated between initiative climate and firm performance, and between process innovation and performance. The seven-item organisational-level scale is widely cited.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "psychological safety",
        "foundations",
        "innovation",
        "enough",
        "climates",
        "initiative"
      ],
      "relatedArticles": [
        "measurement",
        "scaling",
        "westerns-typologies"
      ]
    },
    {
      "id": "bresman-edmondson-2022",
      "kind": "paper",
      "title": "Exploring the Relationship between Team Diversity, Psychological Safety and Team Performance: Evidence from Pharmaceutical Drug Development",
      "label": "Bresman & Edmondson (2022)",
      "url": "https://www.hbs.edu/ris/Publication%20Files/22-055_f2e2780c-e291-4a38-9813-655457827760.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=bresman-edmondson-2022",
      "author": "Bresman",
      "topics": [
        "team-learning",
        "culture-context"
      ],
      "type": "primary",
      "journal": "Harvard Business School Working Paper",
      "doi": null,
      "openAccess": true,
      "citation": "Bresman, H. and Edmondson, A.C. (2022) 'Exploring the relationship between team diversity, psychological safety and team performance: Evidence from pharmaceutical drug development'. Harvard Business School Working Paper 22-055.",
      "weight": 7,
      "date": "2022-01-01",
      "summary": "Examines how psychological safety mediates the relationship between team diversity and performance in pharmaceutical drug development. Found that PS is a prerequisite for diversity to translate into better outcomes — diverse teams with low PS underperformed homogeneous ones. One of the most important empirical papers connecting PS to equity and inclusion.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "culture",
        "climate",
        "context",
        "national culture",
        "exploring",
        "relationship",
        "team",
        "diversity"
      ],
      "relatedArticles": [
        "diversity-performance",
        "inclusion",
        "dei-ps",
        "team-safest-person",
        "not-same-for-everyone"
      ]
    },
    {
      "id": "bienefeld-grote-2014",
      "kind": "paper",
      "title": "Shared Leadership in Multiteam Systems: How Cockpit and Cabin Crews Lead Each Other to Safety",
      "label": "Bienefeld & Grote (2014)",
      "url": "https://doi.org/10.1177/0018720813488137",
      "page": "https://explore.psychsafety.com/?mode=papers&node=bienefeld-grote-2014",
      "author": "Bienefeld",
      "topics": [
        "voice-silence",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Human Relations",
      "doi": "https://doi.org/10.1177/0018720813488137",
      "openAccess": false,
      "citation": "Bienefeld, N. and Grote, G. (2014) 'Shared leadership in multiteam systems: How cockpit and cabin crews lead each other to safety', *Human Factors*, 56(2), pp. 270–286.",
      "weight": 6,
      "date": "2014-01-01",
      "summary": "Studied speaking up among nearly 1,500 aircrews in a European airline. Found PS mediated the relationship between status and voice within teams, but not across teams — where it was the boundary-spanning role of cabin managers that mattered. A nuanced empirical demonstration of how PS operates in multi-team systems.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "shared",
        "leadership",
        "multiteam",
        "systems"
      ],
      "relatedArticles": [
        "aviation",
        "crm",
        "reducing-power-gradients",
        "fabric",
        "watermelon",
        "tenerife"
      ]
    },
    {
      "id": "cohen-et-al-2024",
      "kind": "paper",
      "title": "Safety amid the Scalpels: Creating Psychological Safety in the Operating Room",
      "label": "Cohen et al (2024)",
      "url": "https://doi.org/10.1097/ACO.0000000000001431",
      "page": "https://explore.psychsafety.com/?mode=papers&node=cohen-et-al-2024",
      "author": "Cohen",
      "topics": [
        "safety-error",
        "power-equity"
      ],
      "type": "review",
      "journal": "Current Opinion in Anaesthesiology",
      "doi": "https://doi.org/10.1097/ACO.0000000000001431",
      "openAccess": false,
      "citation": "Cohen, J.B., Feldman-Brillembourg, J.A., Cheng, J. and Rangrass, G. (2024) 'Safety amid the scalpels: Creating psychological safety in the operating room', *Current Opinion in Anaesthesiology*, 37(6), pp. 669–675.",
      "weight": 5,
      "date": "2024-12-01",
      "summary": "Narrative review examining how psychological safety can be created in anaesthesiology and surgical teams. Argues that while PS benefits are well described in the healthcare literature, specific actionable steps for leaders are rarely provided. Covers how to foster environments where trainees and team members can raise concerns and admit mistakes without fear of ostracism.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "amid",
        "scalpels",
        "creating"
      ],
      "relatedArticles": [
        "crm",
        "civility-saves-lives",
        "how-respond",
        "reducing-power-gradients",
        "just-culture"
      ]
    },
    {
      "id": "perkins-et-al-2022",
      "kind": "paper",
      "title": "The Persistence of Safety Silence: How Flight Deck Microcultures Influence the Efficacy of Crew Resource Management",
      "label": "Perkins et al (2022)",
      "url": "https://commons.erau.edu/ijaaa/vol9/iss3/6/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=perkins-et-al-2022",
      "author": "Perkins",
      "topics": [
        "voice-silence",
        "safety-error"
      ],
      "type": "primary",
      "journal": "International Journal of Aviation, Aeronautics, and Aerospace",
      "doi": "https://doi.org/10.15394/ijaaa.2022.1728",
      "openAccess": true,
      "citation": "Perkins, K., Ghosh, S., Vera, J., Aragon, C. and Hyland, A. (2022) 'The persistence of safety silence: How flight deck microcultures influence the efficacy of crew resource management', *International Journal of Aviation, Aeronautics, and Aerospace*, 9(3).",
      "weight": 6,
      "date": "2022-10-01",
      "summary": "Survey of 822 airline pilots finding that two-thirds reported hesitating to speak up about safety concerns 1–10 times per year when acting as First Officer — despite decades of CRM training. Qualitative data showed First Officers often feel undervalued, micromanaged, or subjected to demeaning remarks, undermining PS and producing safety silence. Captains who invited feedback, used inclusive language, and acknowledged fallibility fostered greater PS. Argues CRM must be redesigned to explicitly centre psychological safety.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "persistence",
        "flight"
      ],
      "relatedArticles": [
        "crm",
        "aviation",
        "watermelon",
        "reducing-power-gradients",
        "barriers",
        "tenerife"
      ]
    },
    {
      "id": "bienefeld-grote-2012",
      "kind": "paper",
      "title": "Silence That May Kill: When Aircrew Members Don't Speak Up and Why",
      "label": "Bienefeld & Grote (2012)",
      "url": "https://aviation-english.com/sayagain/pdfs/SilencethatmaykillBienefeld_Grote.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=bienefeld-grote-2012",
      "author": "Bienefeld",
      "topics": [
        "voice-silence",
        "culture-context"
      ],
      "type": "primary",
      "journal": "Aviation Psychology and Applied Human Factors",
      "doi": "https://doi.org/10.1027/2192-0923/a000021",
      "openAccess": true,
      "citation": "Bienefeld, N. and Grote, G. (2012) 'Silence that may kill: When aircrew members don't speak up and why', *Aviation Psychology and Applied Human Factors*, 2(1), pp. 1–10.",
      "weight": 7,
      "date": "2012-01-01",
      "summary": "Survey of 1,751 cockpit and cabin crew members finding that silence occurred in half of all speaking-up episodes. Silence was highest for First Officers and pursers, driven by fears of damaging relationships, punishment, and operational pressure. Different occupational groups had distinct barriers — arguing for group-specific rather than generic CRM interventions.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "culture",
        "climate",
        "context",
        "national culture",
        "kill",
        "aircrew",
        "members"
      ],
      "relatedArticles": [
        "trust",
        "aviation",
        "crm",
        "barriers",
        "silence-types",
        "reducing-power-gradients",
        "watermelon"
      ]
    },
    {
      "id": "milanovich-driskell-stout-salas-1998",
      "kind": "paper",
      "title": "Status and Cockpit Dynamics: A Review and Empirical Study",
      "label": "Milanovich et al. (1998)",
      "url": "https://www.researchgate.net/publication/11804719_Status_and_cockpit_dynamics_A_review_and_empirical_study",
      "page": "https://explore.psychsafety.com/?mode=papers&node=milanovich-driskell-stout-salas-1998",
      "author": "Milanovich",
      "topics": [
        "voice-silence",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Group Dynamics: Theory, Research, and Practice",
      "doi": "https://doi.org/10.1037/1089-2699.2.3.155",
      "openAccess": true,
      "citation": "Milanovich, D.M., Driskell, J.E., Stout, R.J. and Salas, E. (1998) 'Status and cockpit dynamics: A review and empirical study', *Group Dynamics: Theory, Research, and Practice*, 2(3), pp. 155–167.",
      "weight": 5,
      "date": "1998-09-01",
      "summary": "A review and empirical study of how status shapes communication and decision-making in the cockpit. Inexperienced pilots, shown two crew members described in identical terms, still expected the captain to be the more skilled — evidence that belief in another's superior expertise can discount one's own judgement before a challenge is even formed. A useful empirical anchor for how cognitive trust in expertise steepens the authority gradient that psychological safety must work against.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "cockpit",
        "dynamics",
        "empirical"
      ],
      "relatedArticles": [
        "trust",
        "crm",
        "hippo",
        "tenerife"
      ]
    },
    {
      "id": "edmondson-1996",
      "kind": "paper",
      "title": "Learning from Mistakes Is Easier Said Than Done: Group and Organizational Influences on the Detection and Correction of Human Error",
      "label": "Edmondson (1996)",
      "url": "https://journals.sagepub.com/doi/10.1177/0021886396321001",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-1996",
      "author": "Edmondson",
      "topics": [
        "team-learning"
      ],
      "type": "primary",
      "journal": "The Journal of Applied Behavioral Science",
      "doi": "https://doi.org/10.1177/0021886396321001",
      "openAccess": false,
      "citation": "Edmondson, A.C. (1996) 'Learning from mistakes is easier said than done: Group and organizational influences on the detection and correction of human error', *The Journal of Applied Behavioral Science*, 32(1), pp. 5–28.",
      "weight": 8,
      "date": "1996-01-01",
      "summary": "The hospital study that preceded and motivated the 1999 paper. Produced the famous paradoxical finding: better-performing nursing teams reported higher error rates — not because they made more mistakes, but because psychological safety made them willing to discuss them. Established that error reporting is a measure of safety culture, not error frequency.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "mistakes",
        "easier",
        "said"
      ],
      "relatedArticles": [
        "just-culture",
        "blametropism",
        "you-cant-fix-secret",
        "bawa-garba",
        "watermelon"
      ]
    },
    {
      "id": "weick-1993-manngulch",
      "kind": "paper",
      "title": "The Collapse of Sensemaking in Organizations: The Mann Gulch Disaster",
      "label": "Weick (1993)",
      "url": "https://www.civilservice.louisiana.gov/files/divisions/training/Weick%20Collapse%20of%20Sensemaking.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=weick-1993-manngulch",
      "author": "Weick",
      "topics": [
        "safety-error",
        "team-learning"
      ],
      "type": "case-study",
      "journal": "Administrative Science Quarterly",
      "doi": "https://doi.org/10.2307/2393339",
      "openAccess": true,
      "citation": "Weick, K.E. (1993) 'The collapse of sensemaking in organizations: The Mann Gulch disaster', *Administrative Science Quarterly*, 38(4), pp. 628–652.",
      "weight": 7,
      "date": "1993-12-01",
      "summary": "Analysis of the 1949 Mann Gulch fire in which 13 smokejumpers died, treated as a case study in the collapse of sensemaking and role structure under extreme conditions. Proposes four sources of organisational resilience — improvisation, virtual role systems, the attitude of wisdom, and respectful interaction — that can forestall disintegration when structure fails. A foundational text for understanding how organisations fall apart under pressure.",
      "keywords": [
        "Mann Gulch",
        "smokejumpers",
        "wildfire",
        "drop your tools",
        "collapse of sensemaking",
        "sensemaking",
        "disaster",
        "safety",
        "teams"
      ],
      "relatedArticles": [
        "normal-accidents",
        "resilience-engineering",
        "socy",
        "safety-i-ii",
        "amplifying-weak-signals"
      ]
    },
    {
      "id": "katzenbach-smith-1993",
      "kind": "paper",
      "title": "The Discipline of Teams",
      "label": "Katzenbach & Smith (1993)",
      "url": "https://www.pickardlaws.com/myleadership/myfiles/rtdocs/hbr/old/DisciplineTeamsHBR0393.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=katzenbach-smith-1993",
      "author": "Katzenbach",
      "topics": [
        "team-learning"
      ],
      "type": "theoretical",
      "journal": "Harvard Business Review",
      "doi": null,
      "openAccess": true,
      "citation": "Katzenbach, J.R. and Smith, D.K. (1993) 'The discipline of teams', *Harvard Business Review*, 71(2), pp. 111–120.",
      "weight": 7,
      "date": "1993-03-01",
      "summary": "The HBR article (later expanded into a book) that defined what distinguishes real teams from working groups. Argues that teams require mutual accountability, complementary skills, and common commitment to shared goals — not just shared values or cooperative culture. The discipline of teams is a performance discipline, not a social one.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "discipline"
      ],
      "relatedArticles": [
        "high-performing-teams",
        "tuckman",
        "collective-resp",
        "contracting"
      ]
    },
    {
      "id": "fischer-orasanu-1999",
      "kind": "paper",
      "title": "Cultural Diversity and Crew Communication",
      "label": "Fischer & Orasanu (1999)",
      "url": "https://bpb-us-e1.wpmucdn.com/sites.gatech.edu/dist/d/917/files/2018/10/Fischer_Orasanu-AIAA99.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=fischer-orasanu-1999",
      "author": "Fischer",
      "topics": [
        "culture-context",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Proceedings of the 50th International Astronautical Congress",
      "doi": null,
      "openAccess": true,
      "citation": "Fischer, U. and Orasanu, J. (1999) 'Cultural diversity and crew communication'. Paper presented at the 50th International Astronautical Congress, Amsterdam, October 1999.",
      "weight": 6,
      "date": "1999-10-01",
      "summary": "Four studies examining how rank, culture, and gender shape communication strategies among flight crews. Found that First Officers predominantly used hints to raise concerns with Captains, while Captains used commands — a status-consistent pattern that persisted even in high-risk situations. Cultural differences affected how directly status was invoked, but not the underlying hierarchy of directness.",
      "keywords": [
        "aviation",
        "cockpit",
        "crew",
        "hint and hope",
        "mitigated speech",
        "captains",
        "first officers",
        "culture",
        "climate",
        "context",
        "national culture",
        "voice",
        "speaking up",
        "silence"
      ],
      "relatedArticles": [
        "crm",
        "aviation",
        "reducing-power-gradients",
        "calculus",
        "pace",
        "tenerife"
      ]
    },
    {
      "id": "cook-long-2021",
      "kind": "paper",
      "title": "Building and Revising Adaptive Capacity Sharing for Technical Incident Response: A Case of Resilience Engineering",
      "label": "Cook & Long (2021)",
      "url": "https://www.sciencedirect.com/science/article/abs/pii/S0003687020301903",
      "page": "https://explore.psychsafety.com/?mode=papers&node=cook-long-2021",
      "author": "Cook",
      "topics": [
        "safety-error"
      ],
      "type": "case-study",
      "journal": "Applied Ergonomics",
      "doi": "https://doi.org/10.1016/j.apergo.2020.103240",
      "openAccess": false,
      "citation": "Cook, R.I. and Long, B.A. (2021) 'Building and revising adaptive capacity sharing for technical incident response: A case of resilience engineering', *Applied Ergonomics*, 90, 103240.",
      "weight": 6,
      "date": "2021-01-01",
      "summary": "Field study of how a technical organisation recruits and maintains additional human resources during anomaly handling. Shows that sharing adaptive capacity across organisational units enables graceful extensibility — the ability to scale response to unpredictably severe events. Proposes that deliberate adjustment of adaptive capacity sharing is a hallmark of resilience engineering in practice.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "building",
        "revising",
        "adaptive",
        "capacity"
      ],
      "relatedArticles": [
        "resilience-engineering",
        "richard-cook",
        "adaptive-cycle",
        "safety-i-ii"
      ]
    },
    {
      "id": "parris-2025",
      "kind": "paper",
      "title": "The Lived Experience of Accountability: A Phenomenological Study in Maritime Safety",
      "label": "Parris (2025)",
      "url": "https://lup.lub.lu.se/student-papers/record/9186204/file/9186205.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=parris-2025",
      "author": "Parris",
      "topics": [
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Lund University (thesis)",
      "doi": null,
      "openAccess": true,
      "citation": "Parris, R. (2025) *Accountability: A Lived Experience*. MSc thesis. Lund University.",
      "weight": 6,
      "date": "2023-01-01",
      "summary": "Phenomenological thesis examining accountability as a dynamic interplay between external expectations and inner experience. Defines accountability as a felt, relational obligation — distinguishing it from mere responsibility — and argues it operates in three dimensions: relational/experiential, distinguished from responsibility, and as a tool for learning and control. Applied to maritime safety contexts.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "lived",
        "experience",
        "accountability",
        "phenomenological"
      ],
      "relatedArticles": [
        "blametropism",
        "just-culture",
        "you-cant-fix-secret",
        "accountability"
      ]
    },
    {
      "id": "kletz-2011",
      "kind": "paper",
      "title": "How Not to Investigate an Accident",
      "label": "Kletz (2011)",
      "url": "https://www.icheme.org/media/9290/xxii-paper-80.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kletz-2011",
      "author": "Kletz",
      "topics": [
        "safety-error",
        "measurement-method"
      ],
      "type": "commentary",
      "journal": "Loss Prevention Bulletin",
      "doi": null,
      "openAccess": true,
      "citation": "Kletz, T. (2011) 'How not to investigate an accident', *Loss Prevention Bulletin*, 219, pp. 8–12.",
      "weight": 6,
      "date": "2011-01-01",
      "summary": "Lists eight errors accident investigators commonly make, with the worst being confirmation bias — forming a hypothesis and seeking only supporting evidence. Argues that blaming human error and individuals obscures systemic causes, and that reports lacking concrete actions are worthless. A practical, pointed guide to what passes for investigation but isn't.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "investigate",
        "accident"
      ],
      "relatedArticles": [
        "blametropism",
        "human-error",
        "just-culture",
        "you-cant-fix-secret",
        "richard-cook"
      ]
    },
    {
      "id": "silbey-2009",
      "kind": "paper",
      "title": "Taming Prometheus: Talk about Safety and Culture",
      "label": "Silbey (2009)",
      "url": "https://web.mit.edu/ssilbey/www/pdf/safety_culture.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=silbey-2009",
      "author": "Silbey",
      "topics": [
        "safety-error",
        "culture-context"
      ],
      "type": "theoretical",
      "journal": "Annual Review of Sociology",
      "doi": "https://doi.org/10.1146/annurev.soc.34.040507.134707",
      "openAccess": true,
      "citation": "Silbey, S.S. (2009) 'Taming Prometheus: Talk about safety and culture', *Annual Review of Sociology*, 35(1), pp. 341–369.",
      "weight": 7,
      "date": "2009-01-01",
      "summary": "A sociological critique of safety culture discourse, identifying three conceptions — culture as attitude, as engineered organisation, and as emergent and indeterminate. Argues that mainstream safety culture thinking deploys individualist, reductionist epistemologies that locate responsibility with lowest-status workers while ignoring power inequalities and competing interests. Sociological analysis of safety must address what the safety culture literature systematically elides.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "culture",
        "climate",
        "context",
        "national culture",
        "taming",
        "prometheus",
        "talk"
      ],
      "relatedArticles": [
        "westerns-typologies",
        "just-culture",
        "blametropism",
        "political",
        "wai-wad"
      ]
    },
    {
      "id": "schulte-cohen-klein-2010",
      "kind": "paper",
      "title": "The Coevolution of Network Ties and Perceptions of Team Psychological Safety",
      "label": "Schulte, Cohen & Klein (2010)",
      "url": "https://web.archive.org/web/20240521110713/https://citeseerx.ist.psu.edu/document?repid=rep1&type=pdf&doi=29854f240996006030c3812a6ad8bb34a99b7d0b",
      "page": "https://explore.psychsafety.com/?mode=papers&node=schulte-cohen-klein-2010",
      "author": "Schulte",
      "topics": [
        "trust-interpersonal",
        "team-learning"
      ],
      "type": "primary",
      "journal": "Organization Science",
      "doi": "https://doi.org/10.1287/orsc.1100.0582",
      "openAccess": true,
      "citation": "Schulte, M., Cohen, N.A. and Klein, K.J. (2010) 'The coevolution of network ties and perceptions of team psychological safety', *Organization Science*, 23(2), pp. 564–581.",
      "weight": 6,
      "date": "2010-01-01",
      "summary": "Longitudinal study of 69 work teams showing that social network ties and perceptions of psychological safety coevolve over time. PS predicts the formation of advice-seeking and friendship ties; those ties in turn shape PS perceptions. Challenges unidirectional models by showing the relationship is reciprocal — safety enables connection, connection enables safety.",
      "keywords": [
        "trust",
        "relationships",
        "interpersonal",
        "team learning",
        "teams",
        "learning",
        "performance",
        "coevolution",
        "network",
        "ties",
        "perceptions"
      ],
      "relatedArticles": [
        "trust",
        "emergence",
        "tuckman",
        "rebuilding"
      ]
    },
    {
      "id": "dekker-schaufeli-1995",
      "kind": "paper",
      "title": "The Effects of Job Insecurity on Psychological Health and Withdrawal: A Longitudinal Study",
      "label": "Dekker & Schaufeli (1995)",
      "url": "https://www.tandfonline.com/doi/abs/10.1080/00050069508259607",
      "page": "https://explore.psychsafety.com/?mode=papers&node=dekker-schaufeli-1995",
      "author": "Dekker",
      "topics": [
        "safety-error",
        "trust-interpersonal"
      ],
      "type": "primary",
      "journal": "Australian Psychologist",
      "doi": "https://doi.org/10.1080/00050069508259607",
      "openAccess": false,
      "citation": "Dekker, S.W.A. and Schaufeli, W.B. (1995) 'The effects of job insecurity on psychological health and withdrawal: A longitudinal study', *Australian Psychologist*, 30(1), pp. 57–63.",
      "weight": 6,
      "date": "1995-01-01",
      "summary": "Longitudinal study during major organisational restructuring, finding that job insecurity predicts psychological distress, burnout, and withdrawal — and that social support from colleagues, managers, or unions provided no buffering effect. Concludes that structural insecurity must be addressed directly; support cannot compensate for the stressor itself.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "trust",
        "relationships",
        "interpersonal",
        "insecurity",
        "psychological",
        "health",
        "withdrawal"
      ],
      "relatedArticles": [
        "job-security",
        "redundancy-layoffs",
        "employment-rights",
        "individual-resilience"
      ]
    },
    {
      "id": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "title": "From Safety-I to Safety-II: A White Paper",
      "label": "Hollnagel, Wears & Braithwaite (2015)",
      "url": "https://www.qpsolutions.vn/cgi-bin/Document/Safety%20II%20WhitePaper.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=hollnagel-wears-braithwaite-2015",
      "author": "Hollnagel",
      "topics": [
        "safety-error"
      ],
      "type": "theoretical",
      "journal": "University of Southern Denmark / University of Florida / Macquarie University",
      "doi": null,
      "openAccess": true,
      "citation": "Hollnagel, E., Wears, R.L. and Braithwaite, J. (2015) *From Safety-I to Safety-II: A White Paper*. The Resilient Health Care Net. University of Southern Denmark, University of Florida and Macquarie University.",
      "weight": 8,
      "date": "2015-01-01",
      "summary": "The canonical white paper articulating the Safety-I to Safety-II transition. Safety-I defines safety as minimising things that go wrong; Safety-II reframes it as maximising things that go right. Humans are recast from liability to resource. Argues that in complex adaptive systems, performance variability is the source of both failure and success — and safety management must attend to both.",
      "keywords": [
        "safety-II",
        "safety-I",
        "resilience",
        "work as done",
        "work as imagined",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "psychological safety",
        "foundations",
        "safety-i",
        "safety-ii"
      ],
      "relatedArticles": [
        "safety-i-ii",
        "wai-wad",
        "resilience-engineering",
        "human-error",
        "richard-cook"
      ]
    },
    {
      "id": "hollnagel-2012-tale",
      "kind": "paper",
      "title": "A Tale of Two Safeties",
      "label": "Hollnagel (2012)",
      "url": "https://www.erikhollnagel.com/A_tale_of_two_safeties.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=hollnagel-2012-tale",
      "author": "Hollnagel",
      "topics": [
        "safety-error"
      ],
      "type": "theoretical",
      "journal": "Working paper",
      "doi": null,
      "openAccess": true,
      "citation": "Hollnagel, E. (2012) 'A tale of two safeties'. Working paper. Available at: www.erikhollnagel.com.",
      "weight": 6,
      "date": "2012-01-01",
      "summary": "Working paper developing the Safety-I/Safety-II distinction with particular attention to habituation — the psychological mechanism by which attending only to failures causes organisations to stop noticing what goes right. Argues that proactive safety management must focus on how everyday performance succeeds, not only how it occasionally fails.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "psychological safety",
        "foundations",
        "tale",
        "safeties"
      ],
      "relatedArticles": [
        "safety-i-ii",
        "wai-wad",
        "amplifying-weak-signals",
        "richard-cook"
      ]
    },
    {
      "id": "kahneman-tversky-1979",
      "kind": "paper",
      "title": "Prospect Theory: An Analysis of Decision under Risk",
      "label": "Kahneman & Tversky (1979)",
      "url": "https://web.mit.edu/curhan/www/docs/Articles/15341_Readings/Behavioral_Decision_Theory/Kahneman_Tversky_1979_Prospect_theory.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kahneman-tversky-1979",
      "author": "Kahneman",
      "topics": [
        "culture-context",
        "measurement-method"
      ],
      "type": "primary",
      "journal": "Econometrica",
      "doi": "https://doi.org/10.2307/1914185",
      "openAccess": true,
      "citation": "Kahneman, D. and Tversky, A. (1979) 'Prospect theory: An analysis of decision under risk', *Econometrica*, 47(2), pp. 263–291.",
      "weight": 8,
      "date": "1979-03-01",
      "summary": "The foundational paper introducing Prospect Theory — a descriptive model of decision-making under risk that systematically departs from expected utility theory. Key findings: losses loom larger than equivalent gains (loss aversion); people are risk-averse for gains but risk-seeking for losses; outcomes are evaluated relative to a reference point, not in absolute terms. Directly relevant to the calculus of voice: the asymmetric weighting of costs and benefits explains why speaking up feels riskier than staying silent even when the expected value favours voice.",
      "keywords": [
        "culture",
        "climate",
        "context",
        "national culture",
        "psychological safety",
        "foundations",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "prospect",
        "decision"
      ],
      "relatedArticles": [
        "calculus",
        "prospect-theory",
        "ambiguity",
        "barriers",
        "silence-types"
      ]
    },
    {
      "id": "kim-lee-connerton-2020",
      "kind": "paper",
      "title": "How Psychological Safety Affects Team Performance: Mediating Role of Efficacy and Learning Behavior",
      "label": "Kim, Lee & Connerton (2020)",
      "url": "https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2020.01581/full",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kim-lee-connerton-2020",
      "author": "Kim",
      "topics": [
        "team-learning"
      ],
      "type": "review",
      "journal": "Frontiers in Psychology",
      "doi": "https://doi.org/10.3389/fpsyg.2020.01581",
      "openAccess": true,
      "citation": "Kim, S., Lee, H. and Connerton, T.P. (2020) 'How psychological safety affects team performance: Mediating role of efficacy and learning behavior', *Frontiers in Psychology*, 11, p. 1581.",
      "weight": 6,
      "date": "2020-07-14",
      "summary": "Meta-analytic structural equation modelling study showing that psychological safety affects team performance indirectly through two mediating pathways: team efficacy and team learning behaviour. PS alone does not directly produce performance — it works by enabling teams to believe they can succeed and to learn from experience. Provides a cleaner causal model than earlier studies that treated the PS-performance link as direct.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "psychological safety",
        "foundations",
        "psychological",
        "safety",
        "affects",
        "team"
      ],
      "relatedArticles": [
        "high-performing-teams",
        "learning-teams",
        "benefits",
        "measurement"
      ]
    },
    {
      "id": "amir-jordan-rand-2018",
      "kind": "paper",
      "title": "An Uncertainty Management Perspective on Long-Run Impacts of Adversity: The Influence of Childhood Socioeconomic Status on Risk, Time, and Social Preferences",
      "label": "Amir, Jordan & Rand (2018)",
      "url": "https://static1.squarespace.com/static/51ed234ae4b0867e2385d879/t/5bae7c40085229e44c32cf58/1538161745073/2018+Amir+Jordan+Rand+-+JESP.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=amir-jordan-rand-2018",
      "author": "Amir",
      "topics": [
        "power-equity",
        "trust-interpersonal"
      ],
      "type": "primary",
      "journal": "Journal of Experimental Social Psychology",
      "doi": "https://doi.org/10.1016/j.jesp.2018.07.014",
      "openAccess": true,
      "citation": "Amir, D., Jordan, M.R. and Rand, D.G. (2018) 'An uncertainty management perspective on long-run impacts of adversity: The influence of childhood socioeconomic status on risk, time, and social preferences', *Journal of Experimental Social Psychology*, 79, pp. 217–226.",
      "weight": 7,
      "date": "2018-11-01",
      "summary": "Four large samples (N=4,714) testing an uncertainty management framework for understanding how childhood deprivation shapes adult preferences. Found that childhood deprivation uniquely predicts greater risk-aversion and prosociality, supporting the argument that early adversity produces strategies that minimise the downside costs of uncertainty. Proposes 'avoid uncertainty if you can't afford the bad outcome' as the operative heuristic — directly relevant to why those from lower-SES backgrounds show greater interpersonal risk-aversion at work.",
      "keywords": [
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "trust",
        "relationships",
        "interpersonal",
        "uncertainty",
        "management",
        "long-run",
        "impacts"
      ],
      "relatedArticles": [
        "childhood-ses",
        "ses-risks",
        "calculus",
        "barriers",
        "prospect-theory"
      ]
    },
    {
      "id": "marmot-2003",
      "kind": "paper",
      "title": "Understanding Social Inequalities in Health",
      "label": "Marmot (2003)",
      "url": "https://pubmed.ncbi.nlm.nih.gov/14563071/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=marmot-2003",
      "author": "Marmot",
      "topics": [
        "power-equity"
      ],
      "type": "review",
      "journal": "Perspectives in Biology and Medicine",
      "doi": "https://doi.org/10.1353/pbm.2003.0037",
      "openAccess": false,
      "citation": "Marmot, M.G. (2003) 'Understanding social inequalities in health', *Perspectives in Biology and Medicine*, 46(3 Suppl), pp. S9–S23.",
      "weight": 7,
      "date": "2003-06-01",
      "summary": "Reviews the evidence for the social gradient in health — the finding that health and mortality worsen with every step down the social hierarchy, not just at the poverty threshold. Draws on the Whitehall studies to show that relative position, control, and social participation shape health outcomes independently of absolute deprivation. Argues that early life experiences and social environment are central to causality, with implications for policy far beyond healthcare.",
      "keywords": [
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "understanding",
        "social",
        "inequalities",
        "health"
      ],
      "relatedArticles": [
        "good-management",
        "employment-rights",
        "childhood-ses",
        "ses-risks",
        "work-doesnt-suck"
      ]
    },
    {
      "id": "alvesson-spicer-2012",
      "kind": "paper",
      "title": "A Stupidity-Based Theory of Organizations",
      "label": "Alvesson & Spicer (2012)",
      "url": "https://europe-solidarity.eu/documents/ES_stupidity.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=alvesson-spicer-2012",
      "author": "Alvesson",
      "topics": [
        "critique",
        "culture-context"
      ],
      "type": "theoretical",
      "journal": "Journal of Management Studies",
      "doi": "https://doi.org/10.1111/j.1467-6486.2012.01072.x",
      "openAccess": true,
      "citation": "Alvesson, M. and Spicer, A. (2012) 'A stupidity-based theory of organizations', *Journal of Management Studies*, 49(7), pp. 1194–1220.",
      "weight": 7,
      "date": "2012-11-01",
      "summary": "Proposes 'functional stupidity' — organisationally-supported absence of reflexivity, substantive reasoning, and justification — as an underrecognised feature of organisational life. Argues that stupidity management (repressing doubt, blocking communicative action, enforcing positive narratives) can produce short-term certainty and smooth functioning while generating long-term dissonance and fragility. A direct challenge to knowledge-management orthodoxy and a sociological complement to the PS literature's account of silence.",
      "keywords": [
        "critique",
        "criticism",
        "limitations",
        "culture",
        "climate",
        "context",
        "national culture",
        "stupidity-based",
        "organizations"
      ],
      "relatedArticles": [
        "silence-types",
        "open-secrets",
        "watermelon",
        "barriers",
        "westerns-typologies"
      ]
    },
    {
      "id": "ridgeway-2014",
      "kind": "paper",
      "title": "Why Status Matters for Inequality",
      "label": "Ridgeway (2014)",
      "url": "https://www.asanet.org/wp-content/uploads/sage_ridgeway_presidential_address.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=ridgeway-2014",
      "author": "Ridgeway",
      "topics": [
        "power-equity"
      ],
      "type": "theoretical",
      "journal": "American Sociological Review",
      "doi": "https://doi.org/10.1177/0003122413515997",
      "openAccess": true,
      "citation": "Ridgeway, C.L. (2014) 'Why status matters for inequality', *American Sociological Review*, 79(1), pp. 1–16.",
      "weight": 7,
      "date": "2014-02-01",
      "summary": "Presidential address to the American Sociological Association arguing that status — esteem and respect-based inequality — is a central mechanism behind durable patterns of social inequality, operating alongside resource and power inequalities. Cultural status beliefs about groups bias evaluations of competence and suitability for authority, direct higher-status members toward positions of power, and actively resist challenge from lower-status members. Connects Status Characteristics Theory to structural inequality at scale.",
      "keywords": [
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "psychological safety",
        "foundations",
        "matters",
        "inequality"
      ],
      "relatedArticles": [
        "power-types",
        "inclusion",
        "not-same-for-everyone",
        "dei-ps",
        "team-safest-person"
      ]
    },
    {
      "id": "reason-2000",
      "kind": "paper",
      "title": "Human Error: Models and Management",
      "label": "Reason (2000)",
      "url": "https://www.behaviouralsafetyservices.com/Content/Downloads/Reason-Paper-Human-Error.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=reason-2000",
      "author": "Reason",
      "topics": [
        "safety-error"
      ],
      "type": "theoretical",
      "journal": "BMJ",
      "doi": "https://doi.org/10.1136/bmj.320.7237.768",
      "openAccess": true,
      "citation": "Reason, J. (2000) 'Human error: Models and management', *BMJ*, 320(7237), pp. 768–770.",
      "weight": 8,
      "date": "2000-03-18",
      "summary": "The BMJ paper that brought the Swiss Cheese model and the person vs system approach to a clinical audience. Argues that the person approach — blaming individuals for forgetfulness, carelessness, or moral weakness — is emotionally satisfying but practically counterproductive. The system approach, by contrast, treats errors as consequences of upstream conditions and focuses on building defences. Introduced the concept of a 'just culture' as the precondition for an effective reporting culture.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "human",
        "management"
      ],
      "relatedArticles": [
        "just-culture",
        "blametropism",
        "human-error",
        "swiss-cheese",
        "you-cant-fix-secret"
      ]
    },
    {
      "id": "schein-1992",
      "kind": "paper",
      "title": "How Can Organizations Learn Faster? The Problem of Entering the Green Room",
      "label": "Schein (1992)",
      "url": "https://fileserver-az.core.ac.uk/download/pdf/4380058.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=schein-1992",
      "author": "Schein",
      "topics": [
        "foundations",
        "team-learning"
      ],
      "type": "theoretical",
      "journal": "MIT Sloan School of Management Working Paper",
      "doi": null,
      "openAccess": true,
      "citation": "Schein, E.H. (1992) 'How can organizations learn faster? The problem of entering the green room'. MIT Sloan School of Management Working Paper 3409-92.",
      "weight": 6,
      "date": "1992-01-01",
      "summary": "Invited address to the World Economic Forum arguing that organisations must learn to admit confusion and uncertainty before genuine learning can begin — what Schein calls 'entering the green room'. Identifies anxiety as a central mechanism that blocks learning, and argues that psychological safety is the precondition for reducing the anxiety that stops leaders from acknowledging what they don't know. An early formulation of the PS-as-learning-prerequisite argument.",
      "keywords": [
        "psychological safety",
        "foundations",
        "team learning",
        "teams",
        "learning",
        "performance",
        "organizations",
        "faster",
        "problem"
      ],
      "relatedArticles": [
        "history",
        "what-is-ps",
        "learning-teams",
        "barriers",
        "creativity"
      ]
    },
    {
      "id": "schein-1984",
      "kind": "paper",
      "title": "Coming to a New Awareness of Organizational Culture",
      "label": "Schein (1984)",
      "url": "https://psychsafety.com/wp-content/uploads/2025/04/coming-to-a-new-awareness-of-organizational-culture-schein-1984.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=schein-1984",
      "author": "Schein",
      "topics": [
        "foundations"
      ],
      "type": "theoretical",
      "journal": "Sloan Management Review",
      "doi": null,
      "openAccess": true,
      "citation": "Schein, E.H. (1984) 'Coming to a new awareness of organizational culture', *Sloan Management Review*, 25(2), pp. 3–16.",
      "weight": 7,
      "date": "1984-01-01",
      "summary": "The paper that introduced Schein's three-level model of organisational culture: artefacts (visible structures and processes), espoused values (strategies and goals), and basic underlying assumptions (unconscious, taken-for-granted beliefs). Argues that culture cannot be changed by addressing artefacts or espoused values alone — the underlying assumptions that shape perception and behaviour must be surfaced and examined. Foundational for understanding why PS interventions that don't address basic assumptions often fail.",
      "keywords": [
        "psychological safety",
        "foundations",
        "coming",
        "awareness",
        "organizational",
        "culture"
      ],
      "relatedArticles": [
        "history",
        "westerns-typologies",
        "wai-wad",
        "what-is-ps",
        "command-control"
      ]
    },
    {
      "id": "artinger-et-al-2025",
      "kind": "paper",
      "title": "Coping with Uncertainty: The Interaction of Psychological Safety and Authentic Leadership in their Effects on Defensive Decision Making",
      "label": "Artinger et al (2025)",
      "url": "https://pure.mpg.de/rest/items/item_3635883_1/component/file_3635884/content?download=true",
      "page": "https://explore.psychsafety.com/?mode=papers&node=artinger-et-al-2025",
      "author": "Artinger",
      "topics": [
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Journal of Business Research",
      "doi": "https://doi.org/10.1016/j.jbusres.2025.115240",
      "openAccess": true,
      "citation": "Artinger, F.M., Marx-Fleck, S., Junker, N.M., Gigerenzer, G., Artinger, S. and van Dick, R. (2025) 'Coping with uncertainty: The interaction of psychological safety and authentic leadership in their effects on defensive decision making', *Journal of Business Research*, 190, 115240.",
      "weight": 6,
      "date": "2025-02-07",
      "summary": "Experimental scenario study with 315 managers showing that low PS combined with low authentic leadership significantly increases defensive decision making — choosing a personally safer option over the organisationally better one. Authentic leadership can offset a lack of PS, but adds nothing when PS is already present. Estimates forgone opportunities from defensive decisions at 10.8% of annual revenue.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "psychological safety",
        "foundations",
        "coping",
        "uncertainty",
        "interaction",
        "psychological"
      ],
      "relatedArticles": [
        "calculus",
        "barriers",
        "utility",
        "how-respond",
        "ps-not-goal"
      ]
    },
    {
      "id": "berger-cohen-zelditch-1972",
      "kind": "paper",
      "title": "Status Characteristics and Social Interaction",
      "label": "Berger, Cohen & Zelditch (1972)",
      "url": "https://oaktrust.library.tamu.edu/server/api/core/bitstreams/2b787424-7e68-4b35-8c00-2d3ef08847dc/content",
      "page": "https://explore.psychsafety.com/?mode=papers&node=berger-cohen-zelditch-1972",
      "author": "Berger",
      "topics": [
        "power-equity"
      ],
      "type": "theoretical",
      "journal": "American Sociological Review",
      "doi": "https://doi.org/10.2307/2093465",
      "openAccess": true,
      "citation": "Berger, J., Cohen, B.P. and Zelditch, M. (1972) 'Status characteristics and social interaction', *American Sociological Review*, 37(3), pp. 241–255.",
      "weight": 7,
      "date": "1972-06-01",
      "summary": "The foundational paper for Status Characteristics Theory — the sociological account of how diffuse status characteristics (race, gender, age, education) shape patterns of participation, influence, and deference in task groups. Even when status is irrelevant to the task, higher-status members speak more, are listened to more, and are evaluated more positively. The theoretical underpinning of why hierarchy suppresses voice even when it shouldn't.",
      "keywords": [
        "status characteristics",
        "expectation states",
        "gender",
        "status",
        "power",
        "hierarchy",
        "equity",
        "inclusion",
        "psychological safety",
        "foundations",
        "characteristics",
        "social",
        "interaction"
      ],
      "relatedArticles": [
        "reducing-power-gradients",
        "power-types",
        "inclusion",
        "not-same-for-everyone",
        "team-safest-person"
      ]
    },
    {
      "id": "ellsberg-1961",
      "kind": "paper",
      "title": "Risk, Ambiguity, and the Savage Axioms",
      "label": "Ellsberg (1961)",
      "url": "https://web.archive.org/web/20250907122408/https://www.dklevine.com/archive/refs47605.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=ellsberg-1961",
      "author": "Ellsberg",
      "topics": [
        "voice-silence"
      ],
      "type": "primary",
      "journal": "The Quarterly Journal of Economics",
      "doi": "https://doi.org/10.2307/1884324",
      "openAccess": true,
      "citation": "Ellsberg, D. (1961) 'Risk, ambiguity, and the Savage axioms', *The Quarterly Journal of Economics*, 75(4), pp. 643–669.",
      "weight": 6,
      "date": "1961-11-01",
      "summary": "The paper that introduced the Ellsberg paradox — demonstrating that people systematically prefer known-probability risks over unknown-probability ambiguity, violating expected utility theory. Foundational for understanding ambiguity aversion: the preference for a calculable risk over an incalculable one explains part of why people stay silent when they cannot predict how voice will land.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "risk",
        "ambiguity",
        "savage",
        "axioms"
      ],
      "relatedArticles": [
        "calculus",
        "ambiguity",
        "prospect-theory",
        "barriers"
      ]
    },
    {
      "id": "harvey-edmondson-2025",
      "kind": "paper",
      "title": "Team Learning in the Field: An Organizing Framework and Avenues for Future Research",
      "label": "Harvey & Edmondson (2025)",
      "url": "https://www.hbs.edu/ris/Publication%20Files/Edmondson%20Harvey%202025_bbaaa85b-ed1a-4bc6-9f5b-6ff738424550.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=harvey-edmondson-2025",
      "author": "Harvey",
      "topics": [
        "team-learning"
      ],
      "type": "review",
      "journal": "Journal of Management",
      "doi": null,
      "openAccess": true,
      "citation": "Harvey, J.F. and Edmondson, A.C. (2025) 'Team learning in the field: An organizing framework and avenues for future research', *Journal of Management*.",
      "weight": 6,
      "date": "2025-01-01",
      "summary": "An organising framework for team learning research, synthesising decades of work to map the field's key constructs, mechanisms, and boundary conditions. Identifies psychological safety as a central enabler of team learning across contexts and points to gaps including cross-cultural variation, multilevel dynamics, and the role of technology.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "team",
        "organizing"
      ],
      "relatedArticles": [
        "learning-teams",
        "retrospectives",
        "wai-wad",
        "high-performing-teams"
      ]
    },
    {
      "id": "trist-bamforth-1951",
      "kind": "paper",
      "title": "Some Social and Psychological Consequences of the Longwall Method of Coal-Getting",
      "label": "Trist & Bamforth (1951)",
      "url": "https://journals.sagepub.com/doi/10.1177/001872675100400101",
      "page": "https://explore.psychsafety.com/?mode=papers&node=trist-bamforth-1951",
      "author": "Trist",
      "topics": [
        "power-equity"
      ],
      "type": "primary",
      "journal": "Human Relations",
      "doi": "https://doi.org/10.1177/001872675100400101",
      "openAccess": false,
      "citation": "Trist, E.L. and Bamforth, K.W. (1951) 'Some social and psychological consequences of the longwall method of coal-getting', *Human Relations*, 4(1), pp. 3–38.",
      "weight": 9,
      "date": "1951-01-01",
      "summary": "The founding text of sociotechnical systems theory, born from Tavistock Institute fieldwork in Durham coal mines. Trist and Bamforth documented how the introduction of mechanised longwall mining — which fragmented the self-organising small group structure of traditional short-wall working — destroyed the social substrate on which both safety and productivity depended. The paper introduced the principle that technical and social systems must be jointly optimised, neither subordinated to the other. It is the foundational argument that organisational performance is an emergent property of the relationship between the work design and the people doing it — a direct ancestor of both HOP and psychological safety.",
      "keywords": [
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "psychological safety",
        "foundations",
        "social",
        "psychological",
        "consequences",
        "longwall"
      ],
      "relatedArticles": [
        "sociotechnical",
        "hop",
        "local-rationality",
        "soft-hard-system"
      ]
    },
    {
      "id": "nasa-normalization-deviance-2014",
      "kind": "paper",
      "title": "The Cost of Silence: Normalization of Deviance and Groupthink",
      "label": "Wilcutt & Bell / NASA (2014)",
      "url": "https://sma.nasa.gov/docs/default-source/safety-messages/safetymessage-normalizationofdeviance-2014-11-03b.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=nasa-normalization-deviance-2014",
      "author": "Wilcutt",
      "topics": [
        "safety-error",
        "voice-silence"
      ],
      "type": "commentary",
      "journal": "NASA Safety and Mission Assurance (briefing document)",
      "doi": null,
      "openAccess": true,
      "citation": "Wilcutt, T. and Bell, H. (2014) *The Cost of Silence: Normalization of Deviance and Groupthink*. NASA Safety and Mission Assurance Senior Management ViTS Meeting, 3 November 2014.",
      "weight": 7,
      "date": "2014-11-03",
      "summary": "A NASA Safety and Mission Assurance briefing applying Diane Vaughan's normalisation of deviance concept alongside Janis's groupthink to a series of high-profile failures: Shuttle O-ring waivers, external tank foam strikes, the Costa Concordia grounding, and ISS EVA-23. Makes the connection between organisational silence and catastrophic outcome with institutional directness unusual in safety communications. Useful as a practitioner-facing synthesis of academic concepts applied to real incidents, and as evidence that the highest-stakes organisations take the cost of silence seriously as a systemic — not individual — problem.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "cost",
        "normalization",
        "deviance"
      ],
      "relatedArticles": [
        "challenger",
        "normal-accidents",
        "silence-types",
        "barriers",
        "open-secrets",
        "local-rationality"
      ]
    },
    {
      "id": "marmot-1978",
      "kind": "paper",
      "title": "Employment Grade and Coronary Heart Disease in British Civil Servants",
      "label": "Marmot et al (1978)",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC1060958/pdf/jepicomh200004-0017.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=marmot-1978",
      "author": "Marmot",
      "topics": [
        "power-equity"
      ],
      "type": "primary",
      "journal": "Journal of Epidemiology and Community Health",
      "doi": null,
      "openAccess": true,
      "citation": "Marmot, M.G., Rose, G., Shipley, M. and Hamilton, P.J.S. (1978) 'Employment grade and coronary heart disease in British civil servants', *Journal of Epidemiology and Community Health*, 32(4), pp. 244–249.",
      "weight": 9,
      "date": "1978-01-01",
      "summary": "The first Whitehall Study: a longitudinal cohort of 17,530 male civil servants followed for seven and a half years, showing a clear inverse relationship between employment grade and coronary heart disease mortality — messengers dying at 3.6 times the rate of administrators. Crucially, the gradient persisted after adjusting for all established coronary risk factors (smoking, blood pressure, cholesterol, obesity, physical activity), implying that rank itself — not just the behaviours associated with it — shapes health. This paper is the foundational empirical evidence for the social determinants of health, and for understanding control, status, and voice as biological as well as organisational phenomena.",
      "keywords": [
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "employment",
        "grade",
        "coronary"
      ],
      "relatedArticles": [
        "power-types",
        "political",
        "employment-rights",
        "childhood-ses",
        "reducing-power-gradients"
      ]
    },
    {
      "id": "harmer-bromiley-2005",
      "kind": "paper",
      "title": "Independent Review on the Care Given to Mrs Elaine Bromiley",
      "label": "Harmer / Bromiley (2005)",
      "url": "https://mobilesim.wordpress.com/wp-content/uploads/2011/03/bromiley-case-harmer-report-06.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=harmer-bromiley-2005",
      "author": "Harmer",
      "topics": [
        "safety-error",
        "power-equity"
      ],
      "type": "case-study",
      "journal": "Independent clinical review (The xx Clinic)",
      "doi": null,
      "openAccess": true,
      "citation": "Harmer, M. (2005) *Independent Review on the Care Given to Mrs Elaine Bromiley on 29 March 2005*. Prepared for The xx Clinic.",
      "weight": 8,
      "date": "2005-03-29",
      "summary": "An independent medical review of the death of Elaine Bromiley during a routine sinus operation in March 2005, commissioned by the clinic and made public by her husband Martin Bromiley so that others might learn. Three experienced clinicians failed to perform a straightforward life-saving tracheotomy while nurses who recognised the emergency were unable to make themselves heard. The case is now a landmark in patient safety education: it demonstrates normalisation under pressure, task fixation, and — critically — the silencing of lower-status voices (nursing staff) by the social dynamics of a clinical team under stress. Martin Bromiley's decision to make the report public, and subsequently to establish the Clinical Human Factors Group, transformed a personal tragedy into one of the most influential patient safety teaching cases in existence.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "independent",
        "care",
        "elaine"
      ],
      "relatedArticles": [
        "crm",
        "just-culture",
        "psirf",
        "silence-types",
        "reducing-power-gradients",
        "safeguarding",
        "barriers"
      ]
    },
    {
      "id": "pacheco-et-al-2015",
      "kind": "paper",
      "title": "Silence in Organizations and Psychological Safety: A Literature Review",
      "label": "Pacheco et al (2015)",
      "url": "https://fileserver-az.core.ac.uk/download/pdf/61446587.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=pacheco-et-al-2015",
      "author": "Pacheco",
      "topics": [
        "voice-silence"
      ],
      "type": "review",
      "journal": "European Scientific Journal",
      "doi": null,
      "openAccess": true,
      "citation": "Pacheco, D.C., Moniz, A.I.D.S.A. and Caldeira, S.N. (2015) 'Silence in organizations and psychological safety: A literature review', *European Scientific Journal*, August 2015 (Special Edition), pp. 293–308.",
      "weight": 7,
      "date": "2015-08-01",
      "summary": "A literature review mapping the relationship between organisational silence and psychological safety, synthesising the types of silence employees engage in and the factors that promote or suppress voice. Introduces a taxonomy of silence types — acquiescent, defensive, prosocial, deviant, diffident — which the psychsafety.com Types of Silence article draws on directly, adding two further categories (preparatory and filled). Useful as an accessible bridge between the academic voice literature and PS practice.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "psychological safety",
        "foundations",
        "organizations",
        "psychological",
        "safety"
      ],
      "relatedArticles": [
        "silence-types",
        "calculus",
        "barriers",
        "open-secrets"
      ]
    },
    {
      "id": "campbell-1979",
      "kind": "paper",
      "title": "Assessing the Impact of Planned Social Change",
      "label": "Campbell (1979)",
      "url": "https://www.sciencedirect.com/science/article/pii/014971897990048X",
      "page": "https://explore.psychsafety.com/?mode=papers&node=campbell-1979",
      "author": "Campbell",
      "topics": [
        "measurement-method"
      ],
      "type": "theoretical",
      "journal": "Evaluation and Program Planning",
      "doi": "https://doi.org/10.1016/0149-7189(79)90048-X",
      "openAccess": false,
      "citation": "Campbell, D.T. (1979) 'Assessing the impact of planned social change', *Evaluation and Program Planning*, 2(1), pp. 67–90.",
      "weight": 7,
      "date": "1979-01-01",
      "summary": "A foundational text in programme evaluation methodology, addressing the problem that planned social interventions rarely produce their intended effects cleanly — and that the complexity of historical change makes attribution deeply difficult. Introduces the concept of the 'experimenting society' and argues for quasi-experimental designs as the honest alternative to either randomised trials or unevaluated implementation. Essential background for anyone making empirical claims about PS interventions: the question 'did this work?' is almost always harder to answer than it looks, and Campbell's framework explains why.",
      "keywords": [
        "campbells law",
        "corruption of indicators",
        "social indicators",
        "gaming",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "psychological safety",
        "foundations",
        "assessing",
        "impact",
        "planned"
      ],
      "relatedArticles": [
        "measurement",
        "ps-and-science",
        "definition-ps",
        "wai-wad",
        "counterfactuals"
      ]
    },
    {
      "id": "ross-1977",
      "kind": "paper",
      "title": "The Intuitive Psychologist and His Shortcomings: Distortions in the Attribution Process",
      "label": "Ross (1977)",
      "url": "https://www.sciencedirect.com/science/chapter/bookseries/abs/pii/S0065260108603573",
      "page": "https://explore.psychsafety.com/?mode=papers&node=ross-1977",
      "author": "Ross",
      "topics": [
        "measurement-method"
      ],
      "type": "theoretical",
      "journal": "Advances in Experimental Social Psychology",
      "doi": "https://doi.org/10.1016/S0065-2601(08)60357-3",
      "openAccess": false,
      "citation": "Ross, L. (1977) 'The intuitive psychologist and his shortcomings: Distortions in the attribution process', *Advances in Experimental Social Psychology*, 10, pp. 173–220.",
      "weight": 8,
      "date": "1977-01-01",
      "summary": "The paper that named the fundamental attribution error: the systematic tendency to overweight dispositional explanations (character, intent, ability) and underweight situational ones (context, constraint, system) when explaining others' behaviour. Ross showed this bias is not occasional but structural — the default of the intuitive psychologist. For PS and HOP, the implication is direct: blame is not just culturally convenient but cognitively automatic. Understanding why someone stayed silent, made an error, or failed to speak up requires deliberately overriding a near-universal attributional bias. One of the most cited papers in social psychology.",
      "keywords": [
        "psychological safety",
        "foundations",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "intuitive",
        "psychologist",
        "shortcomings",
        "distortions"
      ],
      "relatedArticles": [
        "blametropism",
        "local-rationality",
        "hop",
        "just-culture",
        "human-error"
      ]
    },
    {
      "id": "dai-et-al-2022",
      "kind": "paper",
      "title": "Power Distance Belief and Workplace Communication: The Mediating Role of Fear of Authority",
      "label": "Dai et al (2022)",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC8910159/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=dai-et-al-2022",
      "author": "Dai",
      "topics": [
        "culture-context",
        "power-equity",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "International Journal of Environmental Research and Public Health",
      "doi": "https://doi.org/10.3390/ijerph19052932",
      "openAccess": true,
      "citation": "Dai, Y., Li, H., Xie, W. and Deng, T. (2022) 'Power distance belief and workplace communication: The mediating role of fear of authority', *International Journal of Environmental Research and Public Health*, 19(5), 2932.",
      "weight": 7,
      "date": "2022-03-02",
      "summary": "Four studies (N=1063) establishing that power distance belief impairs upward communication specifically — with superiors — while leaving peer and downward communication largely unaffected. The mechanism is fear of authority, which mediates the relationship between high power distance belief and communication failure with superiors. A cross-cultural replication (China and US) holds the finding across contexts. Directly relevant to the calculus of voice: it identifies the psychological pathway through which cultural power distance belief becomes suppressed upward information, and connects individual-level cultural internalisation to organisational accident risk.",
      "keywords": [
        "culture",
        "climate",
        "context",
        "national culture",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "distance"
      ],
      "relatedArticles": [
        "calculus",
        "reducing-power-gradients",
        "watermelon",
        "barriers",
        "aviation",
        "hofstede"
      ]
    },
    {
      "id": "ernst-1971",
      "kind": "paper",
      "title": "The OK Corral: The Grid for Get-on-With",
      "label": "Ernst (1971)",
      "url": "https://journals.sagepub.com/doi/10.1177/036215377100100409",
      "page": "https://explore.psychsafety.com/?mode=papers&node=ernst-1971",
      "author": "Ernst",
      "topics": [
        "trust-interpersonal"
      ],
      "type": "theoretical",
      "journal": "Transactional Analysis Journal",
      "doi": "https://doi.org/10.1177/036215377100100409",
      "openAccess": false,
      "citation": "Ernst, F.H. (1971) 'The OK Corral: The grid for get-on-with', *Transactional Analysis Journal*, 1(4), pp. 33–42.",
      "weight": 7,
      "date": "1971-10-01",
      "summary": "Introduced the OK Corral: a two-axis grid mapping four life positions derived from Eric Berne's transactional analysis — I'm OK/You're OK, I'm OK/You're not OK, I'm not OK/You're OK, I'm not OK/You're not OK. The grid provides a simple but powerful model for the psychological stance an individual brings to interpersonal interactions, with direct implications for how they approach risk, authority, and voice. The I'm OK/You're OK position is the psychological precondition for genuine psychological safety: it requires both the belief that one's own contribution is legitimate and that others can be trusted to receive it. The other three positions map onto well-recognised failure modes — deference, contempt, and withdrawal. Widely used in coaching and organisational development contexts.",
      "keywords": [
        "trust",
        "relationships",
        "interpersonal",
        "psychological safety",
        "foundations",
        "corral",
        "grid",
        "get-on-with"
      ],
      "relatedArticles": [
        "calculus",
        "local-rationality",
        "barriers",
        "four-stages"
      ]
    },
    {
      "id": "mcallister-1995",
      "kind": "paper",
      "title": "Affect- and Cognition-Based Trust as Foundations for Interpersonal Cooperation in Organizations",
      "label": "McAllister (1995)",
      "url": "https://www.jstor.org/stable/256727",
      "page": "https://explore.psychsafety.com/?mode=papers&node=mcallister-1995",
      "author": "McAllister",
      "topics": [
        "trust-interpersonal"
      ],
      "type": "primary",
      "journal": "Academy of Management Journal",
      "doi": "https://doi.org/10.2307/256727",
      "openAccess": false,
      "citation": "McAllister, D.J. (1995) 'Affect- and cognition-based trust as foundations for interpersonal cooperation in organizations', *Academy of Management Journal*, 38(1), pp. 24–59.",
      "weight": 8,
      "date": "1995-02-01",
      "summary": "Established the foundational distinction between affect-based trust (grounded in emotional bonds, care, and concern for the other's wellbeing) and cognition-based trust (grounded in reliability, competence, and track record). Using data from 194 managers and professionals, McAllister showed these are empirically distinct constructs with different antecedents and different implications for cooperative behaviour. The distinction is directly load-bearing for psychological safety: PS is closer to affect-based trust in its relational texture, but cognition-based trust in a manager's competence and reliability creates the structural conditions within which affective safety can develop. The paper is also the source of the two-dimensional trust model that the psychsafety.com trust article draws on.",
      "keywords": [
        "trust",
        "relationships",
        "interpersonal",
        "psychological safety",
        "foundations",
        "affect-",
        "cognition-based"
      ],
      "relatedArticles": [
        "trust",
        "calculus",
        "barriers",
        "what-is-ps"
      ]
    },
    {
      "id": "van-dyne-lepine-1998",
      "kind": "paper",
      "title": "Helping and Voice Extra-Role Behaviors: Evidence of Construct and Predictive Validity",
      "label": "Van Dyne & LePine (1998)",
      "url": "https://www.jstor.org/stable/256902",
      "page": "https://explore.psychsafety.com/?mode=papers&node=van-dyne-lepine-1998",
      "author": "Van Dyne",
      "topics": [
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Academy of Management Journal",
      "doi": "https://doi.org/10.5465/257373",
      "openAccess": false,
      "citation": "Van Dyne, L. and LePine, J.A. (1998) 'Helping and voice extra-role behaviors: Evidence of construct and predictive validity', *Academy of Management Journal*, 41(1), pp. 108–119.",
      "weight": 8,
      "date": "1998-01-01",
      "summary": "Established voice as a distinct extra-role behaviour — constructive, change-oriented communication intended to improve the situation — separate from helping and from in-role performance. Provides construct and predictive validity evidence distinguishing voice from compliance and from exit. Foundational for the entire organisational voice literature that the PS field draws on: when researchers ask whether PS predicts voice, it is this construct they are measuring. The distinction between voice as discretionary and voice as risky is implicit here and becomes explicit in later work by Detert, Burris, and Edmondson.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "psychological safety",
        "foundations",
        "helping",
        "extra-role",
        "behaviors"
      ],
      "relatedArticles": [
        "calculus",
        "silence-types",
        "barriers"
      ]
    },
    {
      "id": "milliken-morrison-hewlin-2003",
      "kind": "paper",
      "title": "An Exploratory Study of Employee Silence: Issues That Employees Don't Communicate Upward and Why",
      "label": "Milliken et al (2003)",
      "url": "https://doi.org/10.1111/1467-6486.00387",
      "page": "https://explore.psychsafety.com/?mode=papers&node=milliken-morrison-hewlin-2003",
      "author": "Milliken",
      "topics": [
        "voice-silence",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Journal of Management Studies",
      "doi": "https://doi.org/10.1111/1467-6486.00387",
      "openAccess": false,
      "citation": "Milliken, F.J., Morrison, E.W. and Hewlin, P.F. (2003) 'An exploratory study of employee silence: Issues that employees don't communicate upward and why', *Journal of Management Studies*, 40(6), pp. 1453–1476.",
      "weight": 8,
      "date": "2003-01-01",
      "summary": "Qualitative follow-up to Morrison & Milliken (2000), this time from the employee perspective. Interviewed 40 employees about what they chose not to raise with managers and why. Found that the most common topics withheld were concerns about management behaviour and organisational direction — precisely the high-stakes, high-value information PS is meant to unlock. Fear of being labelled negatively and damaging the relationship were the dominant reasons for silence. The paper gives the employee-side account that the 2000 organisational-level paper lacked, and the two together form the empirical foundation for the silence literature.",
      "keywords": [
        "silence",
        "why employees dont speak up",
        "issues",
        "voice",
        "speaking up",
        "raising concerns",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "exploratory",
        "employee"
      ],
      "relatedArticles": [
        "silence-types",
        "calculus",
        "barriers",
        "open-secrets",
        "building-upwards"
      ]
    },
    {
      "id": "burris-detert-chiaburu-2008",
      "kind": "paper",
      "title": "Quitting Before Leaving: The Mediating Effects of Psychological Attachment and Detachment on Voice",
      "label": "Burris et al (2008)",
      "url": "https://doi.org/10.1037/0021-9010.93.4.912",
      "page": "https://explore.psychsafety.com/?mode=papers&node=burris-detert-chiaburu-2008",
      "author": "Burris",
      "topics": [
        "voice-silence",
        "team-learning"
      ],
      "type": "primary",
      "journal": "Journal of Applied Psychology",
      "doi": "https://doi.org/10.1037/0021-9010.93.4.912",
      "openAccess": false,
      "citation": "Burris, E.R., Detert, J.R. and Chiaburu, D.S. (2008) 'Quitting before leaving: The mediating effects of psychological attachment and detachment on voice', *Journal of Applied Psychology*, 93(4), pp. 912–922.",
      "weight": 7,
      "date": "2008-01-01",
      "summary": "Showed that employees psychologically detach from the organisation before they physically exit — and that this detachment suppresses voice. The mechanism runs through attachment: those who care about the organisation speak up; those who have already mentally left do not. Directly relevant to the calculus of voice: the decision to stay silent is not always fear of consequences but sometimes prior disengagement from the stakes. Connects the PS/voice literature to turnover and withdrawal research, and has implications for how silence should be interpreted — it is not always a signal that people feel unsafe, sometimes it signals they have already given up.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "team learning",
        "teams",
        "learning",
        "performance",
        "quitting",
        "before",
        "leaving",
        "mediating"
      ],
      "relatedArticles": [
        "calculus",
        "silence-types",
        "barriers",
        "open-secrets"
      ]
    },
    {
      "id": "schaubroeck-lam-peng-2011",
      "kind": "paper",
      "title": "Cognition-Based and Affect-Based Trust as Mediators of Leader Behavior Influences on Team Performance",
      "label": "Schaubroeck et al (2011)",
      "url": "https://doi.org/10.1037/a0022625",
      "page": "https://explore.psychsafety.com/?mode=papers&node=schaubroeck-lam-peng-2011",
      "author": "Schaubroeck",
      "topics": [
        "trust-interpersonal",
        "team-learning"
      ],
      "type": "primary",
      "journal": "Journal of Applied Psychology",
      "doi": "https://doi.org/10.1037/a0022625",
      "openAccess": false,
      "citation": "Schaubroeck, J., Lam, S.S.K. and Peng, A.C. (2011) 'Cognition-based and affect-based trust as mediators of leader behavior influences on team performance', *Journal of Applied Psychology*, 96(4), pp. 863–871.",
      "weight": 7,
      "date": "2011-01-01",
      "summary": "Tested McAllister's affect/cognition trust distinction in a field study of military teams, finding that both types of trust mediate the relationship between leader behaviour and team performance — but through different pathways. Cognition-based trust mediates the link from leader competence signals; affect-based trust mediates from leader benevolence signals. Extends McAllister's framework from dyadic to team-level analysis, and provides empirical grounding for the argument that PS is not simply one thing but a product of multiple trust-building processes operating in parallel.",
      "keywords": [
        "trust",
        "relationships",
        "interpersonal",
        "team learning",
        "teams",
        "learning",
        "performance",
        "cognition-based",
        "affect-based",
        "mediators"
      ],
      "relatedArticles": [
        "trust",
        "reducing-power-gradients",
        "high-performing-teams"
      ]
    },
    {
      "id": "tucker-edmondson-2003",
      "kind": "paper",
      "title": "Why Hospitals Don't Learn from Failures: Organizational and Dynamics That Inhibit System Change",
      "label": "Tucker & Edmondson (2003)",
      "url": "https://www.utsouthwestern.edu/employees/leadership-programs/leadership-foundations/why-hospitals-dont-learn.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=tucker-edmondson-2003",
      "author": "Tucker",
      "topics": [
        "safety-error",
        "team-learning"
      ],
      "type": "primary",
      "journal": "California Management Review",
      "doi": "https://doi.org/10.2307/41166166",
      "openAccess": true,
      "citation": "Tucker, A.L. and Edmondson, A.C. (2003) 'Why hospitals don't learn from failures: Organizational dynamics that inhibit system change', *California Management Review*, 45(2), pp. 55–72.",
      "weight": 8,
      "date": "2003-01-01",
      "summary": "Observational study of 26 nurses across nine hospitals, documenting how frontline workers routinely encountered operational failures — missing supplies, wrong information, broken equipment — and responded with first-order problem-solving (workarounds) rather than second-order learning (fixing the system). The structural inhibitors were time pressure, lack of psychological safety to escalate, and a management culture that rewarded individual heroics over system improvement. One of the most cited papers connecting PS to organisational learning in healthcare, and a direct empirical ancestor of PSIRF's shift from individual incident investigation to systemic learning.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "team learning",
        "teams",
        "learning",
        "performance",
        "hospitals",
        "failures",
        "organizational"
      ],
      "relatedArticles": [
        "psirf",
        "just-culture",
        "hop",
        "wai-wad",
        "normal-accidents",
        "blametropism"
      ]
    },
    {
      "id": "siemsen-et-al-2009",
      "kind": "paper",
      "title": "The Influence of Psychological Safety and Confidence in Knowledge on Employee Knowledge Sharing",
      "label": "Siemsen et al (2009)",
      "url": "https://pubsonline.informs.org/doi/10.1287/msom.1080.0233",
      "page": "https://explore.psychsafety.com/?mode=papers&node=siemsen-et-al-2009",
      "author": "Siemsen",
      "topics": [
        "team-learning",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Manufacturing & Service Operations Management",
      "doi": "https://doi.org/10.1287/msom.1080.0233",
      "openAccess": false,
      "citation": "Siemsen, E., Roth, A.V., Balasubramanian, S. and Anand, G. (2009) 'The influence of psychological safety and confidence in knowledge on employee knowledge sharing', *Manufacturing & Service Operations Management*, 11(3), pp. 429–447.",
      "weight": 7,
      "date": "2009-01-01",
      "summary": "Examined how PS and confidence in one's own knowledge independently and jointly predict knowledge sharing in operations contexts. Found that PS is necessary but not sufficient: employees who feel safe but uncertain about the value of what they know still withhold it. The interaction effect — PS amplifies the relationship between knowledge confidence and sharing — has practical implications for PS interventions: building safety without also building epistemic confidence leaves half the mechanism inoperative. Extends PS research into knowledge management and operations, an area underrepresented in the mainstream PS literature.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "influence",
        "psychological",
        "safety",
        "confidence"
      ],
      "relatedArticles": [
        "calculus",
        "barriers",
        "wai-wad",
        "learning-teams"
      ]
    },
    {
      "id": "ericsson-simon-1980",
      "kind": "paper",
      "title": "Verbal Reports as Data",
      "label": "Ericsson & Simon (1980)",
      "url": "https://acs.ist.psu.edu/ist597/papers/ericssonS80.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=ericsson-simon-1980",
      "author": "Ericsson",
      "topics": [
        "measurement-method"
      ],
      "type": "theoretical",
      "journal": "Psychological Review",
      "doi": null,
      "openAccess": true,
      "citation": "Ericsson, K.A. and Simon, H.A. (1980) 'Verbal reports as data', *Psychological Review*, 87(3), pp. 215–251.",
      "weight": 7,
      "date": "1980-01-01",
      "summary": "Established the theoretical basis for treating verbal reports as legitimate scientific data, within the human information processing framework. The core argument: think-aloud protocols are reliable when they capture information the participant is already attending to in short-term memory, but become unreliable when instructions require inference about processes that were never directly heeded. The distinction matters for PS research because survey-based self-report measures (the dominant methodology in the field) ask respondents to report on perceptions and experiences that may or may not have been consciously attended to at the time. The paper provides the epistemological grounding for understanding when self-report data is trustworthy and when it is likely to be reconstructive rather than recollective — a relevant methodological caution for interpreting PS scale responses.",
      "keywords": [
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "psychological safety",
        "foundations",
        "verbal",
        "reports",
        "data"
      ],
      "relatedArticles": [
        "measurement",
        "ps-and-science",
        "definition-ps",
        "wai-wad",
        "counterfactuals"
      ]
    },
    {
      "id": "march-1991",
      "kind": "paper",
      "title": "Exploration and Exploitation in Organizational Learning",
      "label": "March (1991)",
      "url": "https://doi.org/10.1287/orsc.2.1.71",
      "page": "https://explore.psychsafety.com/?mode=papers&node=march-1991",
      "author": "March",
      "topics": [
        "team-learning"
      ],
      "type": "theoretical",
      "journal": "Organization Science",
      "doi": "https://doi.org/10.1287/orsc.2.1.71",
      "openAccess": false,
      "citation": "March, J.G. (1991) 'Exploration and exploitation in organizational learning', *Organization Science*, 2(1), pp. 71–87.",
      "weight": 9,
      "date": "1991-01-01",
      "summary": "Introduced the exploration/exploitation distinction as the central tension in organisational learning: exploration involves search, discovery, and variation; exploitation involves refinement, efficiency, and implementation of known approaches. March showed that the two compete for scarce resources and that organisations systematically under-invest in exploration because exploitation produces more certain, proximate returns. The distinction is load-bearing throughout the team learning literature — reflexive and vicarious learning are broadly exploitative, experimental and contextual learning exploratory — and has implications for PS: a psychologically safe environment is necessary for exploration but may also enable the more comfortable exploitation of existing knowledge.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "psychological safety",
        "foundations",
        "exploration",
        "exploitation",
        "organizational"
      ],
      "relatedArticles": [
        "learning-teams",
        "wai-wad",
        "hop",
        "high-performing-teams"
      ]
    },
    {
      "id": "harvey-et-al-2023",
      "kind": "paper",
      "title": "The Dynamics of Team Learning: Harmony and Rhythm in Teamwork Arrangements for Innovation",
      "label": "Harvey et al (2023)",
      "url": "https://doi.org/10.1177/00018392231166635",
      "page": "https://explore.psychsafety.com/?mode=papers&node=harvey-et-al-2023",
      "author": "Harvey",
      "topics": [
        "team-learning"
      ],
      "type": "primary",
      "journal": "Administrative Science Quarterly",
      "doi": "https://doi.org/10.1177/00018392231166635",
      "openAccess": true,
      "citation": "Harvey, J.F., Cromwell, J.R., Johnson, K.J. and Edmondson, A.C. (2023) 'The dynamics of team learning: Harmony and rhythm in teamwork arrangements for innovation', *Administrative Science Quarterly*, 68(3), pp. 601–647.",
      "weight": 8,
      "date": "2023-01-01",
      "summary": "An extensive field study followed by a classroom study examining how different team learning behaviours combine over time. Drawing on music theory, the paper develops the concepts of harmony, dissonance, and rhythm in learning dynamics: reflexive learning serves as the 'tonic' behaviour essential for initiating and concluding innovation projects; combining exploration and exploitation within a single episode produces dissonance and negative effects; separating them across episodes in an exploitation-exploration-exploitation sequence produces positive performance effects. One of the most theoretically novel contributions to the team learning literature, showing that the question is not which behaviours to use but how to sequence them.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "psychological safety",
        "foundations",
        "dynamics",
        "team",
        "harmony"
      ],
      "relatedArticles": [
        "learning-teams",
        "high-performing-teams"
      ]
    },
    {
      "id": "nembhard-tucker-2011",
      "kind": "paper",
      "title": "Deliberate Learning to Improve Performance in Dynamic Service Settings: Evidence from Hospital Intensive Care Units",
      "label": "Nembhard & Tucker (2011)",
      "url": "https://doi.org/10.1287/orsc.1100.0570",
      "page": "https://explore.psychsafety.com/?mode=papers&node=nembhard-tucker-2011",
      "author": "Nembhard",
      "topics": [
        "team-learning",
        "safety-error"
      ],
      "type": "primary",
      "journal": "Organization Science",
      "doi": "https://doi.org/10.1287/orsc.1100.0570",
      "openAccess": false,
      "citation": "Nembhard, I.M. and Tucker, A.L. (2011) 'Deliberate learning to improve performance in dynamic service settings: Evidence from hospital intensive care units', *Organization Science*, 22(4), pp. 907–922.",
      "weight": 8,
      "date": "2011-01-01",
      "summary": "Longitudinal study of ICUs showing that team learning investment produced worse short-term performance but significantly better outcomes over time — after three years, units with higher team learning (and higher psychological safety) had 18% lower mortality rates than those with lower team learning. The finding directly challenges the implicit assumption that learning benefits should be immediate, and provides some of the strongest long-term outcome evidence for PS in healthcare. The temporal lag between investment and return has important practical implications: organisations that evaluate PS interventions on short-term performance metrics will systematically undervalue them.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "deliberate",
        "improve"
      ],
      "relatedArticles": [
        "psirf",
        "just-culture",
        "measurement",
        "learning-teams"
      ]
    },
    {
      "id": "kerrissey-mayo-edmondson-2021",
      "kind": "paper",
      "title": "Joint Problem-Solving Orientation in Fluid Cross-Boundary Teams",
      "label": "Kerrissey et al (2021)",
      "url": "https://doi.org/10.5465/amd.2019.0105",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kerrissey-mayo-edmondson-2021",
      "author": "Kerrissey",
      "topics": [
        "team-learning",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Academy of Management Discoveries",
      "doi": "https://doi.org/10.5465/amd.2019.0105",
      "openAccess": false,
      "citation": "Kerrissey, M.J., Mayo, A.T. and Edmondson, A.C. (2021) 'Joint problem-solving orientation in fluid cross-boundary teams', *Academy of Management Discoveries*, 7(3), pp. 381–405.",
      "weight": 7,
      "date": "2021-01-01",
      "summary": "Examined teams with low stability and shifting membership — groups that come together, disband, and reunite at punctuated intervals. Found two primary responses: delaying work to build relationships first, or diving immediately into joint problem-solving. Counter-intuitively, it was the latter that enhanced performance. Relationship-building was unhelpful when membership was constantly shifting. The paper has direct implications for contemporary remote and hybrid work: foundational assumptions about team stability — shared history, established norms, clear membership — may no longer hold, and the conditions enabling effective team learning need to be rethought accordingly.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "problem-solving",
        "orientation",
        "fluid"
      ],
      "relatedArticles": [
        "learning-teams",
        "high-performing-teams",
        "crm"
      ]
    },
    {
      "id": "eldor-hodor-cappelli-2023",
      "kind": "paper",
      "title": "The Limits of Psychological Safety: Nonlinear Relationships with Performance",
      "label": "Eldor, Hodor & Cappelli (2023)",
      "url": "https://doi.org/10.1016/j.obhdp.2023.104255",
      "page": "https://explore.psychsafety.com/?mode=papers&node=eldor-hodor-cappelli-2023",
      "author": "Eldor",
      "topics": [
        "critique"
      ],
      "type": "primary",
      "journal": "Organizational Behavior and Human Decision Processes",
      "doi": "https://doi.org/10.1016/j.obhdp.2023.104255",
      "openAccess": false,
      "citation": "Eldor, L., Hodor, M. and Cappelli, P. (2023) 'The limits of psychological safety: Nonlinear relationships with performance', *Organizational Behavior and Human Decision Processes*, 177, 104255.",
      "weight": 6,
      "date": "2023-07-04",
      "summary": "Argues across five studies that high levels of psychological safety climate harm the performance of routine tasks through cognitive distraction, and that collective accountability moderates this effect. The paper generated significant practitioner attention — including an HBR article — and is frequently cited as evidence that teams can have 'too much' psychological safety. The critique of this paper is substantial: it misrepresents PS as primarily a novelty/innovation construct rather than an interpersonal risk construct; it treats nursing as a routine task context where PS is counterproductive, ignoring that reporting errors and raising concerns are the safety-critical functions of PS in healthcare; the asserted turning points (80th–97th percentile) are likely statistical artefacts; ICC values are below recommended thresholds in multiple studies; and the paper's practical conclusion — that it is simpler not to cultivate very high PS than to maintain high collective accountability — is both ethically troubling and managerially perverse. Worth knowing as the primary empirical exhibit in the 'too much PS' discourse, and as a case study in how methodological sophistication can obscure conceptual confusion.",
      "keywords": [
        "critique",
        "criticism",
        "limitations",
        "limits",
        "psychological",
        "safety",
        "nonlinear"
      ],
      "relatedArticles": [
        "too-much-ps",
        "ps-not-comfortable",
        "definition-ps",
        "what-is-ps",
        "measurement"
      ]
    },
    {
      "id": "follett-1926",
      "kind": "paper",
      "title": "The Giving of Orders",
      "label": "Follett (1926)",
      "url": "https://180360720.no/_resources/mary_parker_follett_the_giving_of_orders.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=follett-1926",
      "author": "Follett",
      "topics": [
        "power-equity"
      ],
      "type": "theoretical",
      "journal": "Dynamic Administration: The Collected Papers of Mary Parker Follett (1942)",
      "doi": null,
      "openAccess": true,
      "citation": "Follett, M.P. (1926) 'The giving of orders', in Metcalf, H.C. and Urwick, L. (eds) *Dynamic Administration: The Collected Papers of Mary Parker Follett*. New York: Harper, pp. 50–70.",
      "weight": 8,
      "date": "1926-01-01",
      "summary": "One of the most prescient texts in the history of organisational thought. Follett argues that orders should derive not from positional authority but from 'the law of the situation' — the shared recognition of what the situation demands, arrived at through joint study by all parties. The manager and the worker are both under the situation; neither is simply above or below the other. This anticipates psychological safety by nearly a century: Follett is describing the conditions under which speaking up is natural rather than risky, where authority is depersonalised and obedience is to shared reality rather than to hierarchy. Her concept of 'circular behaviour' — in which every order produces a response that changes the situation, which changes the next order — prefigures systems thinking, HOP's local rationality, and the feedback loop logic of complexity theory. The 'law of the situation' concept also connects directly to the power-with vs. power-over distinction she develops elsewhere.",
      "keywords": [
        "psychological safety",
        "foundations",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "giving",
        "orders"
      ],
      "relatedArticles": [
        "power-types",
        "reducing-power-gradients",
        "local-rationality",
        "hop",
        "wai-wad"
      ]
    },
    {
      "id": "sherratt-et-al-2023",
      "kind": "paper",
      "title": "The Unintended Consequences of No Blame Ideology for Incident Investigation in the US Construction Industry",
      "label": "Sherratt et al (2023)",
      "url": "https://doi.org/10.1016/j.ssci.2023.106247",
      "page": "https://explore.psychsafety.com/?mode=papers&node=sherratt-et-al-2023",
      "author": "Sherratt",
      "topics": [
        "safety-error",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Safety Science",
      "doi": "https://doi.org/10.1016/j.ssci.2023.106247",
      "openAccess": true,
      "citation": "Sherratt, F., Thallapureddy, S., Bhandari, S., Hansen, H., Harch, D. and Hallowell, M.R. (2023) 'The unintended consequences of no blame ideology for incident investigation in the US construction industry', *Safety Science*, 166, 106247.",
      "weight": 7,
      "date": "2023-06-29",
      "summary": "A discourse analysis of 34 simulated incident investigation interviews with construction safety experts, which identified an unexpected phenomenon the authors term 'New Blame'. Dogmatic no-blame ideology, rather than eliminating blame, redirects it: interviewers become reluctant to explore the actions and decisions of the people involved and instead focus attention on inanimate objects, paperwork, and organizational procedures — things that can be blamed without interpersonal consequence. At its extreme, New Blame returns incident investigation to something resembling Acts of God: diffuse, faceless systemic factors that no-one is responsible for and nothing can be learned from. The study emerged as an accidental finding within a larger project on cognitive bias in investigative interviews. The practical implication: no-blame, if implemented dogmatically and in isolation from restorative justice frameworks, can be as much a barrier to learning as retributive blame — just a different kind of barrier.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "unintended",
        "consequences",
        "blame",
        "ideology"
      ],
      "relatedArticles": [
        "just-culture",
        "blametropism",
        "hop",
        "local-rationality",
        "wai-wad",
        "psirf"
      ]
    },
    {
      "id": "dekker-2011-criminalisation",
      "kind": "paper",
      "title": "The Criminalization of Human Error in Aviation and Healthcare: A Review",
      "label": "Dekker (2011)",
      "url": "https://doi.org/10.1016/j.ssci.2010.09.010",
      "page": "https://explore.psychsafety.com/?mode=papers&node=dekker-2011-criminalisation",
      "author": "Dekker",
      "topics": [
        "safety-error",
        "voice-silence"
      ],
      "type": "review",
      "journal": "Safety Science",
      "doi": "https://doi.org/10.1016/j.ssci.2010.09.010",
      "openAccess": false,
      "citation": "Dekker, S. (2011) 'The criminalization of human error in aviation and healthcare: A review', *Safety Science*, 49(2), pp. 121–127.",
      "weight": 8,
      "date": "2011-01-01",
      "summary": "A review of the growing phenomenon of criminal prosecution following professional mistakes in aviation and healthcare. Dekker examines the social causes — rising risk consciousness, intolerance of failure, and media pressure — and the organizational and psychological consequences. The key finding: criminalisation directly threatens safety by suppressing voluntary error reporting, the mechanism through which safety cultures learn. Workers and professionals who fear prosecution do not disclose near-misses; investigations are impeded; and the individuals prosecuted suffer severe secondary psychological harm. The paper provides the empirical and theoretical grounding for why accountability without psychological safety is not just ineffective but actively dangerous — and why just culture frameworks must go beyond simply removing blame to actively protecting those who report honestly.",
      "keywords": [
        "just culture",
        "criminalisation",
        "blame",
        "second victim",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "criminalization"
      ],
      "relatedArticles": [
        "just-culture",
        "blametropism",
        "psirf",
        "barriers",
        "open-secrets",
        "bawa-garba"
      ]
    },
    {
      "id": "brescoll-2011",
      "kind": "paper",
      "title": "Who Takes the Floor and Why: Gender, Power, and Volubility in Organizations",
      "label": "Brescoll (2011)",
      "url": "https://journals.sagepub.com/doi/abs/10.1177/0001839212439994",
      "page": "https://explore.psychsafety.com/?mode=papers&node=brescoll-2011",
      "author": "Brescoll",
      "topics": [
        "power-equity",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Administrative Science Quarterly",
      "doi": "https://doi.org/10.1177/0001839212439994",
      "openAccess": false,
      "citation": "Brescoll, V.L. (2011) 'Who takes the floor and why: Gender, power, and volubility in organizations', *Administrative Science Quarterly*, 56(4), pp. 622–641.",
      "weight": 8,
      "date": "2011-12-01",
      "summary": "Three studies using archival data (US Senate floor time by gender and seniority) and experiments showing that while power has a strong positive effect on how much men talk in organizations, it has no such effect for women. Powerful women who talk as much as powerful men face backlash — perceived as less competent and less suitable for leadership. Women with power self-censor not because they lack voice but because they correctly anticipate the social penalty for using it. This is the empirical grounding for the structural argument that psychological safety is not equally available to all members of a team: for women, the calculus of voice operates under an additional constraint that has nothing to do with the leader's behaviour and everything to do with the status characteristics of the speaker.",
      "keywords": [
        "gender",
        "women",
        "talkativeness",
        "volubility",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "takes"
      ],
      "relatedArticles": [
        "calculus",
        "barriers",
        "power-types",
        "reducing-power-gradients",
        "political"
      ]
    },
    {
      "id": "mcclean-et-al-2018",
      "kind": "paper",
      "title": "The Social Consequences of Voice: An Examination of Voice Type and Gender on Status and Subsequent Leader Emergence",
      "label": "McClean et al (2018)",
      "url": "https://repository.arizona.edu/bitstream/handle/10150/632576/document(1).pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=mcclean-et-al-2018",
      "author": "McClean",
      "topics": [
        "power-equity",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Academy of Management Journal",
      "doi": "https://doi.org/10.5465/amj.2016.0148",
      "openAccess": true,
      "citation": "McClean, E.J., Martin, S.R., Emich, K.J. and Woodruff, C.T. (2018) 'The social consequences of voice: An examination of voice type and gender on status and subsequent leader emergence', *Academy of Management Journal*, 61(5), pp. 1869–1891.",
      "weight": 8,
      "date": "2018-10-01",
      "summary": "A three-wave field study and experiment showing that promotive voice (speaking up with ideas for improvement) increases status and leader emergence for men — but not for women. Men who speak up promotively gain the most status; women who speak up promotively gain no such benefit. The mechanism is gender status expectations: promotive voice signals competence and agency, which is consistent with male gender expectations and violated by female ones. The paper has direct implications for PS: a psychologically safe team climate may be necessary but not sufficient for equitable voice — even where people feel safe to speak up, the social rewards for doing so are distributed unequally by gender. This is the empirical evidence behind the argument that leader-centric PS models are incomplete when they ignore the structural inequalities within teams.",
      "keywords": [
        "gender",
        "voice",
        "status",
        "speaking up",
        "power",
        "hierarchy",
        "equity",
        "inclusion",
        "silence",
        "raising concerns",
        "social",
        "consequences",
        "examination"
      ],
      "relatedArticles": [
        "calculus",
        "barriers",
        "power-types",
        "reducing-power-gradients",
        "political"
      ]
    },
    {
      "id": "ashford-sutcliffe-christianson-2009",
      "kind": "paper",
      "title": "Speaking Up and Speaking Out: The Leadership Dynamics of Voice in Organizations",
      "label": "Ashford et al (2009)",
      "url": "https://www-2.rotman.utoronto.ca/facbios/file/Ashford,%20Sutcliffe,%20and%20Christianson%202009.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=ashford-sutcliffe-christianson-2009",
      "author": "Ashford",
      "topics": [
        "voice-silence"
      ],
      "type": "review",
      "journal": "Voice and Silence in Organizations (Greenberg & Edwards, eds.), Emerald",
      "doi": null,
      "openAccess": true,
      "citation": "Ashford, S.J., Sutcliffe, K.M. and Christianson, M.K. (2009) 'Speaking up and speaking out: The leadership dynamics of voice in organizations', in Greenberg, J. and Edwards, M.S. (eds) *Voice and Silence in Organizations*. Bingley: Emerald, pp. 175–202.",
      "weight": 8,
      "date": "2009-01-01",
      "summary": "An integrative review chapter that brings together the voice and psychological safety literatures, examining the leadership conditions under which people speak up — and stay silent. The chapter maps the full antecedent structure of voice: individual factors (status, confidence, self-efficacy), relational factors (leader openness, trust, relationship quality), and contextual factors (climate, norms, prior consequences). It explicitly situates PS as a condition that enables voice by reducing the perceived risk of interpersonal harm, and examines the asymmetry between the conditions that promote speaking up versus the conditions that allow speaking out (challenging power or the status quo). One of the most widely cited treatments of the PS/voice interface outside the empirical literature, and a key bridge between Edmondson's team-level work and the broader voice tradition of Detert, Burris, and Ashford herself.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "psychological safety",
        "foundations",
        "speaking",
        "leadership",
        "dynamics"
      ],
      "relatedArticles": [
        "calculus",
        "barriers",
        "silence-types",
        "building-upwards"
      ]
    },
    {
      "id": "roberts-1991",
      "kind": "paper",
      "title": "The Possibilities of Accountability",
      "label": "Roberts (1991)",
      "url": "https://www.sciencedirect.com/science/article/pii/036136829190027C",
      "page": "https://explore.psychsafety.com/?mode=papers&node=roberts-1991",
      "author": "Roberts",
      "topics": [
        "voice-silence"
      ],
      "type": "theoretical",
      "journal": "Accounting, Organizations and Society",
      "doi": "https://doi.org/10.1016/0361-3682(91)90027-C",
      "openAccess": true,
      "citation": "Roberts, J. (1991) 'The possibilities of accountability', *Accounting, Organizations and Society*, 16(4), pp. 355–368.",
      "weight": 8,
      "date": "1991-01-01",
      "summary": "A foundational theoretical paper that reconceives accountability as a relational dynamic between an account-giver and a recipient, rather than a mechanism for assigning fault. Roberts distinguishes two forms: individualising accountability (hierarchical, disciplinary, which isolates and silences) and socialising accountability (dialogic, relational, which enables honest account-giving and collective learning). The paper is the intellectual origin of the argument that accountability and psychological safety are not opposites but mutually dependent — genuine accountability requires the relational conditions in which honest speech is possible. Directly relevant to the PS literature's treatment of voice, silence, and the interpersonal conditions for learning.",
      "keywords": [
        "psychological safety",
        "foundations",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "possibilities",
        "accountability"
      ],
      "relatedArticles": [
        "just-culture",
        "blametropism",
        "bawa-garba",
        "calculus",
        "barriers",
        "accountability"
      ]
    },
    {
      "id": "tetlock-1985",
      "kind": "paper",
      "title": "Accountability: The Neglected Social Context of Judgment and Choice",
      "label": "Tetlock (1985)",
      "url": "https://psycnet.apa.org/record/1986-02687-001",
      "page": "https://explore.psychsafety.com/?mode=papers&node=tetlock-1985",
      "author": "Tetlock",
      "topics": [
        "measurement-method"
      ],
      "type": "primary",
      "journal": "Research in Organizational Behavior",
      "doi": null,
      "openAccess": false,
      "citation": "Tetlock, P.E. (1985) 'Accountability: the neglected social context of judgment and choice', *Research in Organizational Behavior*, 7, pp. 297–332.",
      "weight": 8,
      "date": "1985-01-01",
      "summary": "An empirical and theoretical paper arguing that accountability — being answerable to an audience for one's judgments — is one of the most powerful and neglected determinants of human thought and behaviour. Tetlock's central finding: when people know who they will be accountable to and can anticipate what that audience expects, they optimise their accounts for that audience rather than for accuracy. Accountability to a known audience with predictable preferences produces performance rather than genuine reflection. The paper has devastating implications for organisational accountability systems: post-incident investigations, performance reviews, and compliance reporting are all structured exactly as Tetlock describes — known audience, predictable expectations, accounts optimised for survival rather than truth. The empirical grounding for the argument that forced accountability degrades the quality of information organisations receive.",
      "keywords": [
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "psychological safety",
        "foundations",
        "accountability",
        "neglected",
        "social",
        "context"
      ],
      "relatedArticles": [
        "blametropism",
        "calculus",
        "bawa-garba",
        "just-culture",
        "accountability"
      ]
    },
    {
      "id": "oneill-2002",
      "kind": "paper",
      "title": "A Question of Trust",
      "label": "O'Neill (2002)",
      "url": "https://assets.cambridge.org/97805215/29969/sample/9780521529969ws.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=oneill-2002",
      "author": "O'Neill",
      "topics": [
        "critique"
      ],
      "type": "theoretical",
      "journal": "Cambridge University Press (BBC Reith Lectures)",
      "doi": null,
      "openAccess": true,
      "citation": "O'Neill, O. (2002) *A Question of Trust*. Cambridge: Cambridge University Press.",
      "weight": 7,
      "date": "2002-01-01",
      "summary": "The published version of O'Neill's BBC Reith Lectures, arguing that the proliferation of transparency and accountability mechanisms in public life has paradoxically undermined rather than built trust. O'Neill's central argument: systems designed to demonstrate accountability produce performances of accountability rather than the thing itself. The compliance checklist, the safety audit, the published league table — all create the appearance of transparency while systematically degrading the conditions in which genuine trust and honest account-giving are possible. The mechanism defeats its own purpose. Directly relevant to PS as a critique of accountability-as-surveillance and measurement-as-control, and to the argument that organisations which demand transparency without creating safety will receive performances of transparency rather than honest accounts.",
      "keywords": [
        "psychological safety",
        "foundations",
        "critique",
        "criticism",
        "limitations",
        "question",
        "trust"
      ],
      "relatedArticles": [
        "blametropism",
        "bawa-garba",
        "just-culture",
        "measurement",
        "goodharts-law",
        "accountability"
      ]
    },
    {
      "id": "bourdieu-1986",
      "kind": "paper",
      "title": "The Forms of Capital",
      "label": "Bourdieu (1986)",
      "url": "https://home.iitk.ac.in/~amman/soc748/bourdieu_forms_of_capital.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=bourdieu-1986",
      "author": "Bourdieu",
      "topics": [
        "power-equity"
      ],
      "type": "theoretical",
      "journal": "Handbook of Theory and Research for the Sociology of Education (Richardson, ed.), Greenwood",
      "doi": null,
      "openAccess": true,
      "citation": "Bourdieu, P. (1986) 'The forms of capital', in Richardson, J. (ed.) *Handbook of Theory and Research for the Sociology of Education*. New York: Greenwood, pp. 241–258.",
      "weight": 9,
      "date": "1986-01-01",
      "summary": "The foundational text on economic, cultural, and social capital. Bourdieu argues that the social world cannot be understood by economic capital alone — cultural capital (education, credentials, linguistic competence, cultural knowledge) and social capital (networks, connections, membership) are equally powerful determinants of life chances and social position. Critically, these forms of capital are convertible into each other and tend to accumulate in the same hands, reproducing and legitimating inequality across generations. For the PS field, the key insight is that who speaks with authority in organisations is not merely a function of formal role — it is shaped by accumulated cultural and social capital that correlates strongly with class, race, gender, and educational background. The person with the 'right' accent, the 'right' vocabulary, the 'right' networks, and the 'right' credentials will be heard differently from the person who lacks these forms of capital, even when their insight is identical. This is the structural underpinning of the argument that PS is not equally available.",
      "keywords": [
        "capital",
        "cultural capital",
        "social capital",
        "class",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "psychological safety",
        "foundations",
        "forms"
      ],
      "relatedArticles": [
        "power-types",
        "reducing-power-gradients",
        "not-same-for-everyone",
        "we-dont-need-ps",
        "calculus",
        "political"
      ]
    },
    {
      "id": "bourdieu-1991",
      "kind": "paper",
      "title": "Language and Symbolic Power",
      "label": "Bourdieu (1991)",
      "url": "https://archive.org/details/BourdieuPierreLanguageAndSymbolicPower1991",
      "page": "https://explore.psychsafety.com/?mode=papers&node=bourdieu-1991",
      "author": "Bourdieu",
      "topics": [
        "power-equity",
        "voice-silence"
      ],
      "type": "theoretical",
      "journal": "Harvard University Press / Polity Press",
      "doi": null,
      "openAccess": true,
      "citation": "Bourdieu, P. (1991) *Language and Symbolic Power*, ed. J.B. Thompson, trans. G. Raymond and M. Adamson. Cambridge, MA: Harvard University Press.",
      "weight": 9,
      "date": "1991-01-01",
      "summary": "A collection of essays arguing that language is not a neutral medium of communication but a site of power. Who speaks, who is heard, and whose speech counts as legitimate is determined not by the content of what is said but by the social position of the speaker. Bourdieu develops the concept of symbolic capital — the accumulated prestige and authority that makes some speech authoritative and other speech ignorable. Legitimate language is the officially sanctioned way of speaking within any field; those who cannot or do not speak in that register are systematically less heard regardless of the quality of their contribution. The concept of symbolic violence — the process by which dominated groups internalise and accept the terms of their own domination — offers a more structurally rigorous account of workplace silence than most PS literature provides. Bourdieu's argument that speaking up requires not just permission but the felt sense of entitlement to speak (what he calls illusio) is a direct challenge to leader-centric PS models: if workers have been shaped by years of social experience to experience themselves as not-speakers in certain contexts, no amount of leader openness fully addresses that. The right to speak is not given by climate — it is accumulated.",
      "keywords": [
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "language",
        "symbolic"
      ],
      "relatedArticles": [
        "calculus",
        "barriers",
        "silence-types",
        "power-types",
        "not-same-for-everyone",
        "political",
        "we-dont-need-ps"
      ]
    },
    {
      "id": "busch-curseu-neessen-2026",
      "kind": "paper",
      "title": "A game of adoption – but playing by whose rules?",
      "label": "Busch et al. (2026)",
      "url": "https://www.sciencedirect.com/science/article/pii/S0925753526000366",
      "page": "https://explore.psychsafety.com/?mode=papers&node=busch-curseu-neessen-2026",
      "author": "Busch, Curșeu & Neessen",
      "topics": [
        "culture-context",
        "critique"
      ],
      "type": "review",
      "journal": "Safety Science, Vol. 198, June 2026, 107145",
      "doi": "10.1016/j.ssci.2026.107145",
      "openAccess": true,
      "citation": "Busch, C., Curșeu, P.L. & Neessen, P.C.M. (2026) 'A game of adoption – but playing by whose rules?', Safety Science, 198, 107145. https://doi.org/10.1016/j.ssci.2026.107145",
      "weight": 7,
      "date": "2026-06-01",
      "summary": "An integrative systematic literature review of the factors that drive safety professionals to adopt particular safety concepts — covering 107 papers from 1990–2023. Argues that adoption is not a purely rational or evidence-based process but is shaped by institutional isomorphism, affective dynamics, professional identity, and the 'safety market'. Introduces a multilevel conceptual model integrating intrinsic concept characteristics with individual, interpersonal, institutional and wider infrastructural influences. Explicitly names psychological safety (alongside just culture and safety culture) as an example of a safety concept subject to fashion dynamics — adopted for reasons beyond safety improvement, including legitimacy, professional identity, and normative conformity. The 'safety market' framing — in which concepts are produced, disseminated, and adopted through a complex ecology of academics, consultants, regulators, and organisations — directly parallels the enclosure and commodification arguments in Tom's work on how PS has been narrowed and depoliticised.",
      "keywords": [
        "culture",
        "climate",
        "context",
        "national culture",
        "critique",
        "criticism",
        "limitations",
        "game",
        "adoption",
        "playing"
      ],
      "relatedArticles": [
        "we-dont-need-ps",
        "political",
        "we-dont-need-ps",
        "political",
        "history",
        "not-same-for-everyone",
        "five-pillars-critique",
        "too-much-ps"
      ]
    },
    {
      "id": "huising-2019",
      "kind": "paper",
      "title": "Moving off the Map: How Knowledge of Organizational Operations Empowers and Alienates",
      "label": "Huising (2019)",
      "url": "https://gwern.net/doc/economics/2019-huising.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=huising-2019",
      "author": "Huising",
      "topics": [
        "culture-context",
        "power-equity",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Organization Science (Articles in Advance, 2019)",
      "doi": "10.1287/orsc.2018.1277",
      "openAccess": true,
      "citation": "Huising, R. (2019) 'Moving off the Map: How Knowledge of Organizational Operations Empowers and Alienates', Organization Science, Articles in Advance. https://doi.org/10.1287/orsc.2018.1277",
      "weight": 7,
      "date": "2019-06-26",
      "summary": "An inductive study of employees assigned to business process redesign teams who build detailed process maps of their organisation's actual operations. The central finding: employees who engage deeply in this mapping work discover that what they had understood as purposively designed, relatively stable, and externally given is in fact continuously produced through social interaction — emergent, patchy, and largely uncoordinated. This realisation simultaneously empowers them (it can be changed) and alienates them from their central roles (which they now see as reproducing the organisation's inefficiencies). Most subsequently move voluntarily to peripheral change roles, choosing peripherality not because they are marginalised but because they have seen enough to know that meaningful change requires distance from the core. Challenges established assumptions that change comes from the periphery because peripheral actors are disadvantaged — here, central actors choose the periphery. The paper connects to PS through two arguments: first, that structural knowledge of how an organisation actually works is a precondition for meaningful voice (you need to understand the system to challenge it); second, that the gap between official accounts and lived operations is itself a source of alienation. The CEO's response when walked through the process map — 'this is even more fucked up than I imagined' — captures the dissonance between formal and informal organisation that PS research is fundamentally about.",
      "keywords": [
        "culture",
        "climate",
        "context",
        "national culture",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "moving"
      ],
      "relatedArticles": [
        "wai-wad",
        "blametropism",
        "just-culture",
        "local-rationality",
        "can-you-see-the-cat",
        "complexity",
        "five-ecological",
        "calculus",
        "we-dont-need-ps"
      ]
    },
    {
      "id": "schein-bennis-1965",
      "kind": "paper",
      "title": "Personal and Organizational Change Through Group Methods: The Laboratory Approach",
      "label": "Schein & Bennis (1965)",
      "url": "https://archive.org/details/personalorganiza0000sche",
      "page": "https://explore.psychsafety.com/?mode=papers&node=schein-bennis-1965",
      "author": "Schein & Bennis",
      "topics": [
        "foundations",
        "culture-context"
      ],
      "type": "theoretical",
      "journal": "John Wiley & Sons, New York",
      "doi": null,
      "openAccess": true,
      "citation": "Schein, E.H. & Bennis, W.G. (1965) Personal and Organizational Change Through Group Methods: The Laboratory Approach. New York: John Wiley & Sons.",
      "weight": 8,
      "date": "1965-01-01",
      "summary": "The foundational text on sensitivity training, T-groups, and laboratory education as a means of personal and organisational change. Schein and Bennis argue that genuine behavioural change — in individuals and organisations — requires a particular kind of learning environment: one characterised by psychological safety, honest feedback, and freedom from evaluative threat. This is one of the earliest explicit uses of the concept of psychological safety in the organisational literature, predating Edmondson by over three decades. The book develops the idea that people learn new behaviours only when they feel safe enough to experiment, make mistakes, and expose their uncertainty. The T-group method — unstructured small-group interaction with trained facilitation — was designed to create exactly these conditions. Directly cited by Kahn (1990) as a precursor to his own conceptualisation of psychological safety. A key text in the intellectual history of the field.",
      "keywords": [
        "origin",
        "T-groups",
        "organisational change",
        "psychological safety",
        "foundations",
        "culture",
        "climate",
        "context",
        "national culture",
        "personal",
        "organizational",
        "change",
        "through"
      ],
      "relatedArticles": [
        "history",
        "psychological-safety-a-timeline",
        "definition-ps",
        "ancient-world"
      ]
    },
    {
      "id": "snowden-boone-2007",
      "kind": "paper",
      "title": "A Leader's Framework for Decision Making",
      "label": "Snowden & Boone (2007)",
      "url": "https://www.systemswisdom.com/sites/default/files/Snowdon-and-Boone-A-Leader's-Framework-for-Decision-Making_0.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=snowden-boone-2007",
      "author": "Snowden & Boone",
      "topics": [
        "complexity",
        "culture-context"
      ],
      "type": "theoretical",
      "journal": "Harvard Business Review, November 2007",
      "doi": null,
      "openAccess": true,
      "citation": "Snowden, D.J. & Boone, M.E. (2007) 'A Leader's Framework for Decision Making', Harvard Business Review, November 2007, pp. 68–76.",
      "weight": 8,
      "date": "2007-11-01",
      "summary": "Introduces the Cynefin framework — a sense-making tool that sorts problems into five domains: simple (now 'obvious'), complicated, complex, chaotic, and disorder (now aporetic/confused). The critical distinction for PS is between complicated and complex. Complicated systems have knowable cause-and-effect relationships that experts can analyse and solve; complex systems are characterised by emergence, unpredictability, and the inadequacy of expert solutions. Most organisations are complex systems, not complicated ones — yet most management practice treats them as if they were complicated. In complex contexts, the right approach is to probe, sense, and respond (rather than analyse, then act), to encourage dissent and diversity, and to create conditions in which novel solutions can emerge. Psychological safety is not named but is structurally implied: complex systems require people to speak up with weak signals, challenge prevailing assumptions, and experiment without penalty for failure. The framework helps explain why standard management techniques — best practices, command-and-control, expert-led solutions — systematically fail in complex organisational environments.",
      "keywords": [
        "cynefin",
        "leaders framework",
        "decision making",
        "simple complicated complex chaotic",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "culture",
        "climate",
        "context",
        "national culture",
        "psychological safety",
        "foundations"
      ],
      "relatedArticles": [
        "complexity",
        "thinking-like-ecologist",
        "five-ecological",
        "adaptive-cycle",
        "socy",
        "wai-wad",
        "hop"
      ]
    },
    {
      "id": "mayer-davis-schoorman-1995",
      "kind": "paper",
      "title": "An Integrative Model of Organizational Trust",
      "label": "Mayer, Davis & Schoorman (1995)",
      "url": "https://doi.org/10.5465/amr.1995.9508080335",
      "page": "https://explore.psychsafety.com/?mode=papers&node=mayer-davis-schoorman-1995",
      "author": "Mayer",
      "topics": [
        "trust-interpersonal"
      ],
      "type": "primary",
      "journal": "Academy of Management Review",
      "doi": null,
      "openAccess": null,
      "citation": "Mayer, R.C., Davis, J.H. and Schoorman, F.D. (1995) 'An integrative model of organizational trust', *Academy of Management Review*, 20(3), pp. 709–734.",
      "weight": 9,
      "date": "1995-07-01",
      "summary": "An integrative model of organizational trust proposing that trustworthiness comprises three factors: ability (competence in a specific domain), benevolence (the extent to which the trustor believes the trustee wants to do good to them), and integrity (adherence to principles the trustor finds acceptable). The model distinguishes trust from trustworthiness, treats trust as willingness to be vulnerable, and accounts for the role of the trustor's propensity to trust. One of the most cited papers in the organisational trust literature and foundational to subsequent work on trust in teams, including its relationship to psychological safety.",
      "keywords": [
        "trust",
        "relationships",
        "interpersonal"
      ],
      "relatedArticles": [
        "trust",
        "forced-vulnerability"
      ]
    },
    {
      "id": "rousseau-sitkin-burt-camerer-1998",
      "kind": "paper",
      "title": "Not So Different After All: A Cross-Discipline View of Trust",
      "label": "Rousseau et al. (1998)",
      "url": "https://elearning.unite.it/pluginfile.php/356439/mod_resource/content/0/7.%20Camerer%20-%20Trust.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=rousseau-sitkin-burt-camerer-1998",
      "author": "Rousseau",
      "topics": [
        "trust-interpersonal"
      ],
      "type": "primary",
      "journal": "Academy of Management Review",
      "doi": null,
      "openAccess": null,
      "citation": "Rousseau, D.M., Sitkin, S.B., Burt, R.S. and Camerer, C. (1998) 'Not so different after all: A cross-discipline view of trust', *Academy of Management Review*, 23(3), pp. 393–404.",
      "weight": 8,
      "date": "1998-07-01",
      "summary": "A cross-discipline review establishing a widely adopted definition of trust: 'a psychological state comprising the intention to accept vulnerability based upon positive expectations of the intentions or behavior of another.' The paper synthesises trust research across psychology, sociology, economics and organisational behaviour, identifying common ground across disciplinary boundaries. Distinguishes between calculative, relational and institutional forms of trust and argues that despite disciplinary differences, the core conditions for trust (perceived risk and interdependence) are consistent.",
      "keywords": [
        "trust",
        "relationships",
        "interpersonal",
        "psychological safety",
        "foundations"
      ],
      "relatedArticles": [
        "trust",
        "forced-vulnerability"
      ]
    },
    {
      "id": "dirks-ferrin-2001",
      "kind": "paper",
      "title": "The Role of Trust in Organizational Settings",
      "label": "Dirks & Ferrin (2001)",
      "url": "https://pubsonline.informs.org/doi/10.1287/orsc.12.4.450.10640",
      "page": "https://explore.psychsafety.com/?mode=papers&node=dirks-ferrin-2001",
      "author": "Dirks",
      "topics": [
        "trust-interpersonal"
      ],
      "type": "primary",
      "journal": "Organization Science",
      "doi": null,
      "openAccess": null,
      "citation": "Dirks, K.T. and Ferrin, D.L. (2001) 'The role of trust in organizational settings', *Organization Science*, 12(4), pp. 450–467.",
      "weight": 7,
      "date": "2001-08-01",
      "summary": "A review of trust in organisational settings arguing that trust has both direct effects on workplace outcomes and moderating effects on how people interpret and respond to others' actions. Distinguishes between trust in leaders and trust in peers, finding that trust in leadership has stronger effects on organisational outcomes while peer trust more strongly affects team-level collaboration. Proposes that trust acts as a lens through which ambiguous information is interpreted, linking directly to voice behaviour and psychological safety.",
      "keywords": [
        "trust",
        "relationships",
        "interpersonal",
        "psychological safety",
        "foundations"
      ],
      "relatedArticles": [
        "trust",
        "calculus",
        "barriers"
      ]
    },
    {
      "id": "luhmann-1979",
      "kind": "paper",
      "title": "Trust and Power",
      "label": "Luhmann (1979)",
      "url": "https://lib-pasca.unpak.ac.id/index.php?p=fstream-pdf&fid=3240&bid=15279",
      "page": "https://explore.psychsafety.com/?mode=papers&node=luhmann-1979",
      "author": "Luhmann",
      "topics": [
        "trust-interpersonal",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Wiley",
      "doi": null,
      "openAccess": null,
      "citation": "Luhmann, N. (1979) *Trust and Power*. Chichester: Wiley.",
      "weight": 7,
      "date": "1979-01-01",
      "summary": "A foundational sociological treatment of trust and power as mechanisms for reducing social complexity. Luhmann argues that trust is a means of coping with the irreducible uncertainty of social life: trusting someone means accepting vulnerability now on the basis of expectations about their future behaviour. Distinguishes between personal trust (based on familiarity and interaction history) and system trust (confidence in abstract systems and institutions). The relationship between trust and power is not oppositional but functional — both serve to reduce complexity, but through different mechanisms. Influential across sociology, political science and organisational theory.",
      "keywords": [
        "trust",
        "relationships",
        "interpersonal",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion"
      ],
      "relatedArticles": [
        "trust",
        "power-types",
        "reducing-power-gradients"
      ]
    },
    {
      "id": "lewicki-bunker-1996",
      "kind": "paper",
      "title": "Developing and Maintaining Trust in Work Relationships",
      "label": "Lewicki & Bunker (1996)",
      "url": "https://psychsafety.com/wp-content/uploads/2026/06/LEWICKIBUNKER96.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=lewicki-bunker-1996",
      "author": "Lewicki",
      "topics": [
        "trust-interpersonal"
      ],
      "type": "primary",
      "journal": "Trust in Organizations (Sage)",
      "doi": null,
      "openAccess": null,
      "citation": "Lewicki, R.J. and Bunker, B.B. (1996) 'Developing and maintaining trust in work relationships', in Kramer, R.M. and Tyler, T.R. (eds.) *Trust in organizations: Frontiers of theory and research*. Thousand Oaks, CA: Sage, pp. 114–139.",
      "weight": 7,
      "date": "1996-01-01",
      "summary": "A developmental model of trust in work relationships proposing three stages: calculus-based trust (grounded in deterrence and rational calculation of costs and benefits), knowledge-based trust (built through repeated interaction and growing predictability), and identification-based trust (rooted in shared values and mutual understanding). The model treats trust not as a fixed trait but as something that develops, deepens and can regress through relationship stages. Also addresses how trust is maintained and repaired when violated, connecting to later work on psychological safety and relational repair.",
      "keywords": [
        "trust",
        "relationships",
        "interpersonal"
      ],
      "relatedArticles": [
        "trust",
        "contracting",
        "reading-the-air"
      ]
    },
    {
      "id": "gargiulo-ertug-2006",
      "kind": "paper",
      "title": "The Dark Side of Trust",
      "label": "Gargiulo & Ertug (2006)",
      "url": "https://doi.org/10.4337/9781847202819.00016",
      "page": "https://explore.psychsafety.com/?mode=papers&node=gargiulo-ertug-2006",
      "author": "Gargiulo",
      "topics": [
        "trust-interpersonal",
        "safety-error"
      ],
      "type": "primary",
      "journal": "Handbook of Trust Research (Edward Elgar)",
      "doi": null,
      "openAccess": null,
      "citation": "Gargiulo, M. and Ertug, G. (2006) 'The dark side of trust', in Bachmann, R. and Zaheer, A. (eds.) *Handbook of trust research*. Cheltenham: Edward Elgar, pp. 165–186.",
      "weight": 7,
      "date": "2006-01-01",
      "summary": "An examination of the costs and risks of trust, countering the assumption that more trust is always better. Argues that high trust can reduce vigilance and monitoring in ways that create vulnerability: trusting parties may become complacent, fail to scrutinise each other's actions, and grant latitude that enables exploitation or poor decisions. Connects to the normalisation of deviance and groupthink — the slow erosion of standards that high-trust groups are particularly prone to because the drop in monitoring removes the friction that would otherwise catch small departures. A key reference for understanding why psychological safety requires protection for dissent rather than trust alone.",
      "keywords": [
        "trust",
        "relationships",
        "interpersonal",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk"
      ],
      "relatedArticles": [
        "trust"
      ]
    },
    {
      "id": "elangovan-shapiro-1998",
      "kind": "paper",
      "title": "Betrayal of Trust in Organizations",
      "label": "Elangovan & Shapiro (1998)",
      "url": "https://doi.org/10.2307/259294",
      "page": "https://explore.psychsafety.com/?mode=papers&node=elangovan-shapiro-1998",
      "author": "Elangovan",
      "topics": [
        "trust-interpersonal"
      ],
      "type": "primary",
      "journal": "Academy of Management Review",
      "doi": null,
      "openAccess": null,
      "citation": "Elangovan, A.R. and Shapiro, D.L. (1998) 'Betrayal of trust in organizations', *Academy of Management Review*, 23(3), pp. 547–566.",
      "weight": 6,
      "date": "1998-07-01",
      "summary": "An analysis of betrayal of trust in organisations, examining what happens when trust is violated and the conditions under which people choose to betray trust placed in them. Develops a model of the betrayer's decision process, distinguishing motivations, the role of self-interest, and the situational pressures that make betrayal more likely. Relevant to understanding the absence and breakdown of trust: where trust is missing or has been violated, relationships turn defensive and people spend energy on self-protection (political manoeuvring, status preservation) that might otherwise have gone into the work.",
      "keywords": [
        "trust",
        "relationships",
        "interpersonal"
      ],
      "relatedArticles": [
        "trust"
      ]
    },
    {
      "id": "kerrissey-satterstrom-pae-albert-2024",
      "kind": "paper",
      "title": "Overcoming Walls and Voids: Responsive Practices That Enable Frontline Workers to Feel Heard",
      "label": "Kerrissey et al. (2024)",
      "url": "https://journals.lww.com/hcmrjournal/fulltext/2024/04000/overcoming_walls_and_voids__responsive_practices.5.aspx",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kerrissey-satterstrom-pae-albert-2024",
      "author": "Kerrissey",
      "topics": [
        "voice-silence",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Health Care Management Review",
      "doi": null,
      "openAccess": null,
      "citation": "Kerrissey, M., Satterstrom, P., Pae, J. and Albert, N.M. (2024) 'Overcoming walls and voids: Responsive practices that enable frontline workers to feel heard', *Health Care Management Review*, 49(2), pp. 116–126.",
      "weight": 7,
      "date": "2024-04-01",
      "summary": "Kerrissey, Satterstrom, Pae and Albert interviewed nurses across four hospitals and arrived at a distinction we make very often: speaking up and feeling heard are not the same thing, and what separates them is usually structural rather than conversational. Ideas that get voiced either hit walls (dismissal, empty promises, or 'maybe one day') or fall into voids — the more original half of the paper — where ideas may be warmly received and then lost in bureaucracy, or set adrift because there's no owner. The authors taxonomise walls (preemptive dismissal, empty solicitation, script reading) and voids (structural mazes, authority vacuums), then offer five responsive practices against them: boundary framing, unscripting and priority enhancing for walls; procedural transparency and identifying a navigator for voids. Having located the problem in organisational structure and bureaucracy, though, the paper then prescribes largely interpersonal technique. This is the failing of a great deal of popular psychological safety programmes and training: either a failure to correctly diagnose the issue, or a failure to apply the appropriate interventions, or both.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion"
      ],
      "relatedArticles": [
        "how-respond",
        "speaking-up-work"
      ]
    },
    {
      "id": "smither-london-reilly-2005",
      "kind": "paper",
      "title": "Does Performance Improve Following Multisource Feedback? A Theoretical Model, Meta-Analysis, and Review of Empirical Findings",
      "label": "Smither, London & Reilly (2005)",
      "url": "https://leeds-faculty.colorado.edu/dahe7472/smither%20performance.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=smither-london-reilly-2005",
      "author": "Smither",
      "topics": [
        "measurement-method",
        "critique"
      ],
      "type": "primary",
      "journal": "Personnel Psychology",
      "doi": null,
      "openAccess": null,
      "citation": "Smither, J.W., London, M. and Reilly, R.R. (2005) 'Does performance improve following multisource feedback? A theoretical model, meta-analysis, and review of empirical findings', *Personnel Psychology*, 58(1), pp. 33–66.",
      "weight": 6,
      "date": "2005-03-01",
      "summary": "A theoretical model, meta-analysis and review of empirical findings on whether performance improves following multisource (360 degree) feedback. Pulling together 24 longitudinal studies, the authors found that improvement in ratings over time — the entire point of the exercise — was generally small, and concluded that practitioners should not expect large, widespread performance improvement after employees receive multisource feedback. Instead of asking simply whether 360 feedback works, the paper develops a model of the conditions and individual differences (beliefs, orientations, perceived need for change) under which some people improve and others do not. Two decades on it remains the authoritative meta-analysis in the field, and the relative absence of new research since is itself notable given how widely the practice continues to be adopted. A key empirical reference for the gap between the confidence placed in 360 feedback and the evidence supporting it.",
      "keywords": [
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "critique",
        "criticism",
        "limitations"
      ],
      "relatedArticles": [
        "strange-confidence-360"
      ]
    },
    {
      "id": "inkpen-2008",
      "kind": "paper",
      "title": "Knowledge Transfer and International Joint Ventures: The Case of NUMMI and General Motors",
      "label": "Inkpen (2008)",
      "url": "https://doi.org/10.1002/smj.663",
      "page": "https://explore.psychsafety.com/?mode=papers&node=inkpen-2008",
      "author": "Inkpen",
      "topics": [
        "team-learning",
        "culture-context"
      ],
      "type": "primary",
      "journal": "Strategic Management Journal",
      "doi": "https://doi.org/10.1002/smj.663",
      "openAccess": false,
      "citation": "Inkpen, A.C. (2008) 'Knowledge transfer and international joint ventures: The case of NUMMI and General Motors', *Strategic Management Journal*, 29(4), pp. 447–453.",
      "weight": 6,
      "date": "2008-01-01",
      "summary": "Case study of the NUMMI joint venture between GM and Toyota, tracing why the Toyota Production System resisted transfer for years despite proximity and access. GM's early strategy tried to import specific TPS elements, such as andon cords and error-proofing stations, directly into GM plants. The attempt failed: those tools only work once a team-based structure already exists around them, a concrete illustration of why practices imposed without changing the substrate they depend on don't stick. The organisation's first cohort of returning advisors became isolated 'itinerants' rather than knowledge brokers: there was no shared language or consensus ready to receive what they had learned, so individual learning went nowhere until the wider system was built to hear it. The paper's closing argument, that trial-and-error experimentation rather than a ready-made plan carried the transfer through its most uncertain years, is a case study in safe-to-fail learning under genuine causal ambiguity.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "culture",
        "climate",
        "context",
        "national culture",
        "knowledge",
        "transfer",
        "international"
      ],
      "relatedArticles": [
        "andon-cord",
        "five-ecological",
        "rewetting",
        "experiments-bets-probes",
        "safe-to-fail",
        "schein-three-layers"
      ]
    },
    {
      "id": "boettcher-et-al-2024",
      "kind": "paper",
      "title": "Forced Vulnerability: A Dangerous Approach",
      "label": "Boettcher et al. (2024)",
      "url": "https://doi.org/10.1177/10864822241238161",
      "page": "https://explore.psychsafety.com/?mode=papers&node=boettcher-et-al-2024",
      "author": "Boettcher",
      "topics": [
        "power-equity",
        "trust-interpersonal",
        "critique"
      ],
      "type": "commentary",
      "journal": "About Campus",
      "doi": "https://doi.org/10.1177/10864822241238161",
      "openAccess": false,
      "citation": "Boettcher, M.L., Filling, M., Powers, M. and McKenzie, R. (2024) 'Forced vulnerability: A dangerous approach', *About Campus*, 29(2), pp. 54–58.",
      "weight": 7,
      "date": "2024-04-01",
      "summary": "Names and critiques 'forced vulnerability' in student affairs: disclosure activities baked into orientation leader training, RA training, onboarding and staff retreats that go unnoticed because they're so routine. Traces self-disclosure's move from group counselling practice (Jourard and Lasakow, 1958) through organisational communication research (Eisenberg and Witten, 1987) into team-building orthodoxy, where it's treated as a shortcut to trust, shared values and aligned teams. Illustrates the power problem with a single vignette: a supervisor asking new hires to share 'a significant item' at a retreat, and the very different exposure created depending on whether the supervisor opts out, shares something safely low-stakes, or goes deep, none of which is actually neutral once positional power is in the room. Marginalised participants carry disproportionate cost: LGBTQ+ people pressured into disclosing pronouns or coming out before they're ready, and 'othered' staff routinely expected to educate colleagues about their own marginalisation as the price of group inclusion. Names and dismantles three myths used to justify these practices: 'challenge by choice' (opting out rarely is, and the paper draws an explicit line to hazing), 'what is said here stays here' (unenforceable, and mainly protects those already in power), and 'we are family' (a framing that assumes families are free of conflict, which most aren't). The paper's own conclusion, stated flatly, is the argument in miniature: trust is established first, and disclosure follows, not the other way round. Closes with practitioner guidance: be intentional about why disclosure is being asked for, give participants full control over what they share, and treat self-disclosure as something to use sparingly even when done well.",
      "keywords": [
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "trust",
        "relationships",
        "interpersonal",
        "critique",
        "criticism",
        "limitations",
        "forced",
        "vulnerability",
        "dangerous"
      ],
      "relatedArticles": [
        "forced-vulnerability",
        "chatham-house",
        "reducing-power-gradients",
        "startups-inclusion"
      ]
    },
    {
      "id": "ghaferi-birkmeyer-dimick-2009",
      "kind": "paper",
      "title": "Variation in Hospital Mortality Associated with Inpatient Surgery",
      "label": "Ghaferi, Birkmeyer & Dimick (2009)",
      "url": "https://doi.org/10.1056/NEJMsa0903048",
      "page": "https://explore.psychsafety.com/?mode=papers&node=ghaferi-birkmeyer-dimick-2009",
      "author": "Ghaferi",
      "topics": [
        "safety-error"
      ],
      "type": "primary",
      "journal": "New England Journal of Medicine",
      "doi": "https://doi.org/10.1056/NEJMsa0903048",
      "openAccess": false,
      "citation": "Ghaferi, A.A., Birkmeyer, J.D. and Dimick, J.B. (2009) 'Variation in hospital mortality associated with inpatient surgery', *New England Journal of Medicine*, 361(14), pp. 1368–1375.",
      "weight": 7,
      "date": "2009-10-01",
      "summary": "A landmark patient-safety paper using NSQIP data on 84,730 general and vascular surgery patients (2005 to 2007) to test what actually distinguishes high-mortality from low-mortality hospitals. Risk-adjusted complication rates were almost identical across the mortality spectrum, roughly 25 to 27 percent: bad things happen at close to the same rate everywhere. What differed dramatically was what happened next. Patients who developed a major complication were nearly twice as likely to die at the highest-mortality hospitals as at the lowest (21.4% versus 12.5%), and this gap in 'failure to rescue' (death following a complication, rather than the complication itself) was the primary driver of the overall mortality variation. The finding reframes the safety question: avoiding every deviation isn't the achievable or even the decisive goal; what separates systems that cope from systems that don't is the capacity to notice a deviation early and respond to it effectively before it compounds. The discussion, careful to flag this as inference rather than something the study itself measured, points to collaborative team communication, nursing staffing ratios and ICU organisation as the likely mechanisms, citing Pronovost's finding that dedicated intensivist rounding cut mortality by a factor of three. A rigorous, large-scale empirical anchor for the argument that weak-signal detection and response capacity, not error elimination, is where resilience actually lives.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "psychological safety",
        "foundations",
        "variation",
        "hospital",
        "mortality",
        "associated"
      ],
      "relatedArticles": [
        "amplifying-weak-signals",
        "resilience-engineering",
        "crm",
        "guardrails-failure",
        "hop"
      ]
    },
    {
      "id": "haynes-et-al-2009",
      "kind": "paper",
      "title": "A Surgical Safety Checklist to Reduce Morbidity and Mortality in a Global Population",
      "label": "Haynes et al. (2009)",
      "url": "https://doi.org/10.1056/NEJMsa0810119",
      "page": "https://explore.psychsafety.com/?mode=papers&node=haynes-et-al-2009",
      "author": "Haynes",
      "topics": [
        "safety-error",
        "team-learning"
      ],
      "type": "primary",
      "journal": "New England Journal of Medicine",
      "doi": "https://doi.org/10.1056/NEJMsa0810119",
      "openAccess": false,
      "citation": "Haynes, A.B., Weiser, T.G., Berry, W.R., Lipsitz, S.R., Breizat, A.-H.S., Dellinger, E.P., Herbosa, T. et al. (2009) 'A surgical safety checklist to reduce morbidity and mortality in a global population', *New England Journal of Medicine*, 360(5), pp. 491–499.",
      "weight": 8,
      "date": "2009-01-29",
      "summary": "The WHO Safe Surgery Saves Lives trial: a 19-item surgical safety checklist introduced across eight hospitals in eight cities spanning very different economic settings (from Seattle and Toronto to Ifakara, Tanzania), tested against 3,733 baseline patients and 3,955 patients after the checklist's introduction. Death fell from 1.5% to 0.8% and major complications from 11.0% to 7.0%, holding up under cross-validation, case-mix adjustment, and separate analysis of high- and low-income sites. What makes the paper unusually honest is its own uncertainty about mechanism: the authors state plainly that the improvement is 'most likely multifactorial' and can't be cleanly separated from the Hawthorne effect, though the presence or absence of an observer in theatre didn't itself predict outcomes. They point specifically to the team introductions, briefings and debriefings the checklist forced at three critical junctures, practices previously shown on their own to cut complications and death by as much as 80 percent, as more consequential than any individual box being ticked. The distinction that falls out of this: the checklist's power may lie less in the artefact itself than in the communication ritual it forces, a brief, structured pause that gives everyone in the room standing to speak before it's too late to matter. The paper is equally candid about its limits: the design couldn't randomise without cross-contamination risk, outpatient complications went untracked, and the durability of the effect outside the eight pilot sites remained an open question at publication.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "team learning",
        "teams",
        "learning",
        "performance",
        "psychological safety",
        "foundations",
        "surgical",
        "checklist",
        "reduce"
      ],
      "relatedArticles": [
        "drive-dissent-checklists",
        "crm",
        "hop",
        "guardrails-failure"
      ]
    },
    {
      "id": "ostrom-2010",
      "kind": "paper",
      "title": "Beyond Markets and States: Polycentric Governance of Complex Economic Systems",
      "label": "Ostrom (2010)",
      "url": "https://doi.org/10.1257/aer.100.3.641",
      "page": "https://explore.psychsafety.com/?mode=papers&node=ostrom-2010",
      "author": "Ostrom",
      "topics": [
        "ecological-commons",
        "power-equity",
        "culture-context"
      ],
      "type": "theoretical",
      "journal": "American Economic Review",
      "doi": "https://doi.org/10.1257/aer.100.3.641",
      "openAccess": true,
      "citation": "Ostrom, E. (2010) 'Beyond markets and states: Polycentric governance of complex economic systems', *American Economic Review*, 100(3), pp. 641–672.",
      "weight": 9,
      "date": "2010-06-01",
      "summary": "Ostrom's Nobel lecture, distilling a half-century research programme into why the standard dichotomy of governance, either an anonymous market or a centralised hierarchy imposing rules from outside, misses how most common-pool resources actually get managed. Rejects Hardin's 'tragedy of the commons' as an empirical claim rather than a logical inevitability: resource users faced with a shared dilemma are not helplessly trapped, and a meta-analysis of hundreds of case studies (irrigation systems in Nepal, forests across a dozen countries) found self-organised, user-managed systems routinely outperforming government-managed ones on the same resource type. Distils the conditions into eight design principles common to durable self-governing institutions: clear boundaries around who counts as a user, rules matched to local conditions, collective say in changing those rules, monitoring done by accountable insiders rather than external inspectors, graduated rather than punitive sanctions, cheap local means of resolving conflict, government recognition of the right to self-organise, and nesting within larger systems rather than sitting outside them. Laboratory and field experiments reinforce the mechanism directly: face-to-face communication alone, with no enforcement power attached, sharply increases cooperation, and externally imposed rules can crowd out voluntary cooperation that was already working, leaving outcomes worse than doing nothing. The closing argument generalises past resource management to institutional design generally: policy should stop trying to force compliance from individuals assumed to be purely self-interested and start building the conditions that let people's fuller motivational range, norm-following, reciprocity, trust, actually operate. Frames the entire research programme explicitly as learning to work with complexity rather than modelling it away.",
      "keywords": [
        "ecology",
        "ecological",
        "commons",
        "resilience",
        "systems",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "culture",
        "climate",
        "context",
        "national culture"
      ],
      "relatedArticles": [
        "reducing-power-gradients",
        "structure-and-power",
        "rules",
        "five-ecological",
        "trust"
      ]
    },
    {
      "id": "perrow-1984",
      "kind": "paper",
      "title": "Normal Accidents: Living with High-Risk Technologies",
      "label": "Perrow (1984)",
      "url": "https://maritimesafetyinnovationlab.org/wp-content/uploads/2021/04/Normal-Accidents-Living-With-High-Risk-Technologies-Perrow.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=perrow-1984",
      "author": "Perrow",
      "topics": [
        "safety-error",
        "complexity"
      ],
      "type": "theoretical",
      "journal": "Basic Books",
      "doi": null,
      "openAccess": true,
      "citation": "Perrow, C. (1984) *Normal Accidents: Living with High-Risk Technologies*. New York: Basic Books.",
      "weight": 9,
      "date": "1984-01-01",
      "summary": "The founding text of Normal Accident Theory, built to explain why certain systems generate catastrophic failures that no amount of operator training or safety procedure eliminates. Opens with a deliberately mundane illustration before the theory arrives: a morning where the coffee pot cracks, the car keys are locked inside, the neighbour's car has a dead generator, and a bus strike leaves no way to an interview. Each failure is trivial alone and each had a backup, but the failures interact, and Perrow's point is that the honest answer to 'what caused this' is none of the individual failures: the cause is the system's structure. He formalises this into system accidents, defined against component failure accidents by one criterion: whether the interaction between failures was anticipated by the people who designed the system. Two properties determine how prone a system is to this kind of accident: interactive complexity (unfamiliar, unplanned, or invisible sequences of interaction between parts) and tight coupling (no slack, no buffer, so a change in one part propagates directly into another before anyone can intervene). Systems high on both are the ones where normal accidents become, in the technical sense Perrow insists on, normal: not frequent, but an inevitable expression of the system's own characteristics rather than a statement about how often they happen. Crucially, the book refuses an easy fix: complex, tightly coupled systems are also more efficient, so the losses in slack, redundancy, and generalist understanding that would make them safer are the same losses that make them worth building in the first place. Three Mile Island runs through the book as the central case; petrochemical plants, aviation, marine transport, dams, and the space programme extend the argument.",
      "keywords": [
        "normal accidents",
        "tight coupling",
        "interactive complexity",
        "Three Mile Island",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "psychological safety",
        "foundations",
        "complexity",
        "complex systems",
        "emergence"
      ],
      "relatedArticles": [
        "normal-accidents",
        "efficiency-resilience",
        "queueing-theory",
        "guardrails-failure",
        "socy"
      ]
    },
    {
      "id": "woods-et-al-1994",
      "kind": "paper",
      "title": "Behind Human Error: Cognitive Systems, Computers, and Hindsight",
      "label": "Woods et al. (1994)",
      "url": "https://apps.dtic.mil/sti/tr/pdf/ADA492127.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=woods-et-al-1994",
      "author": "Woods",
      "topics": [
        "safety-error"
      ],
      "type": "theoretical",
      "journal": "CSERIAC (Crew System Ergonomics Information Analysis Center), State-of-the-Art Report 94-01",
      "doi": null,
      "openAccess": true,
      "citation": "Woods, D.D., Johannesen, L.J., Cook, R.I. and Sarter, N.B. (1994) *Behind Human Error: Cognitive Systems, Computers, and Hindsight*. Wright-Patterson AFB, OH: Crew System Ergonomics Information Analysis Center (CSERIAC SOAR 94-01).",
      "weight": 9,
      "date": "1994-12-01",
      "summary": "The founding synthesis of the 'new view' of human error, built from fourteen premises that reorient how error should be studied: errors are heterogeneous rather than a single homogeneous category; an erroneous action is a starting point for investigation, not an ending point; and, critically, error is a symptom of deeper system issues, not a cause in itself. Distinguishes outcome failures from process defects and insists there is only a loose coupling between the two, so judging a decision by how it turned out is a category error, not an insight. Introduces the sharp end/blunt end framing that has since become standard vocabulary: practitioners at the sharp end act directly on the process, while the blunt end, organisational, regulatory, and technology-design decisions made elsewhere and earlier, shapes what options and information sharp-end practitioners actually have. The Local Rationality chapter is the clearest statement of the principle used across the field since: building on Simon's bounded rationality, it argues that people's decisions are locally sensible given their knowledge, attention, and the resource constraints they're actually operating under at the time, and that judging those decisions against an ideal, unconstrained rationality misdiagnoses the problem every time. The later chapters ground hindsight and outcome bias in the experimental literature (Fischhoff's original hindsight-bias studies; Baron and Hershey on outcome bias in judging identical decisions differently depending on how they turned out), and close with a case against treating 'human error' as an adequate stopping point for any investigation. This 1994 CSERIAC report is the first edition; a substantially expanded second edition (Woods, Dekker, Cook, Johannesen and Sarter, 2010) added Sidney Dekker as co-author and remains the version most commonly cited today, but the core arguments, local rationality, sharp end/blunt end, the case against hindsight-driven judgement, are already fully formed here.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "psychological safety",
        "foundations",
        "behind",
        "human",
        "cognitive"
      ],
      "relatedArticles": [
        "local-rationality",
        "human-error",
        "blametropism",
        "mining-root-causes",
        "learning-from-incidents"
      ]
    },
    {
      "id": "cook-1998",
      "kind": "paper",
      "title": "How Complex Systems Fail: Being a Short Treatise on the Nature of Failure, How Failure is Evaluated, How Failure is Attributed to Proximate Cause, and the Resulting New Understanding of Patient Safety",
      "label": "Cook (1998)",
      "url": "https://www.adaptivecapacitylabs.com/HowComplexSystemsFail.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=cook-1998",
      "author": "Cook",
      "topics": [
        "safety-error"
      ],
      "type": "theoretical",
      "journal": "Cognitive Technologies Laboratory, University of Chicago",
      "doi": null,
      "openAccess": true,
      "citation": "Cook, R.I. (1998) 'How Complex Systems Fail: Being a Short Treatise on the Nature of Failure, How Failure is Evaluated, How Failure is Attributed to Proximate Cause, and the Resulting New Understanding of Patient Safety'. Chicago: Cognitive Technologies Laboratory, University of Chicago (Revision D, 2000).",
      "weight": 9,
      "date": "1998-01-01",
      "summary": "Eighteen numbered, aphoristic points, an internal technical note from the Cognitive Technologies Laboratory that was never formally journal-published and has nonetheless become one of the most quoted documents in the safety and resilience canon, circulated everywhere from aviation to software incident response. The argument builds cumulatively: complex systems are intrinsically hazardous and heavily defended, so catastrophe requires multiple small failures to combine, no single point failure is ever sufficient on its own, which means systems always run in a degraded state, carrying a constantly shifting set of latent flaws that individually look trivial. From this, Cook draws the point most load-bearing for practice: attributing an accident to a single 'root cause' is not a technical finding but a social one, the expression of a cultural need to localise blame, and he cites anthropological work on the social construction of causation to make the claim explicit rather than rhetorical. Hindsight bias is named directly as the primary obstacle to honest investigation. The middle points reframe practitioners: they hold a permanent dual role as both producers and defenders against failure that outsiders rarely credit, every action they take is a gamble made under uncertainty, and it is specifically their capacity to adapt, restructuring exposure, concentrating resources, creating pathways for recovery, that keeps the system inside tolerable limits moment to moment. The closing three points are the ones most often quoted alone and are worth keeping together: safety is an emergent property of the system, not a purchasable feature of any one component; people continuously create safety through exactly this ongoing adaptation, not through a one-off design decision; and, counterintuitively, failure-free operation actually depends on practitioners having had real contact with failure, without which no one can sense where the edge of tolerable performance actually is.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "psychological safety",
        "foundations",
        "complex",
        "systems",
        "short"
      ],
      "relatedArticles": [
        "mining-root-causes",
        "learning-from-incidents",
        "guardrails-failure",
        "safe-to-fail",
        "blametropism",
        "socy"
      ]
    },
    {
      "id": "french-raven-1959",
      "kind": "paper",
      "title": "The Bases of Social Power",
      "label": "French & Raven (1959)",
      "url": "https://www.researchgate.net/publication/215915730_The_bases_of_social_power",
      "page": "https://explore.psychsafety.com/?mode=papers&node=french-raven-1959",
      "author": "French",
      "topics": [
        "power-equity"
      ],
      "type": "theoretical",
      "journal": "Studies in Social Power (ed. D. Cartwright), Institute for Social Research, University of Michigan",
      "doi": null,
      "openAccess": true,
      "citation": "French, J.R.P., Jr. and Raven, B. (1959) 'The bases of social power', in Cartwright, D. (ed.) *Studies in Social Power*. Ann Arbor, MI: Institute for Social Research, University of Michigan, pp. 150–167.",
      "weight": 9,
      "date": "1959-01-01",
      "summary": "Defines power through Lewinian field theory, as O's capacity to produce psychological change (in behaviour, opinions, attitudes, goals, values) in the life space of P, and names five distinct bases from which that capacity can come: reward power (P's perception that O can mediate rewards), coercive power (P's perception that O can mediate punishments), legitimate power (an internalised sense in P that O has the right to prescribe behaviour and that P has an obligation to comply, rooted in cultural values, acceptance of a social structure, or designation by a legitimising agent), referent power (P's identification with O, wanting to be like or associated with O), and expert power (P's perception that O has superior knowledge in a given area). The paper is careful to separate structurally similar but functionally distinct types: reward and coercive power both work through O's control of valences but produce opposite effects on how P feels about O, reward power increases P's attraction toward O and lowers resistance, coercive power decreases attraction and increases resistance, and the more legitimate the coercion is seen to be, the less those costs bite. Reward and coercive power also both require continued observation and mediation by O to sustain the change; referent, expert, and legitimate power don't, which is why they tend to produce more durable, more independent change once established. Also distinguishes expert power, the credibility of O as a source, from simple informational influence, the persuasiveness of the content itself regardless of who states it, a distinction that gets collapsed in casual use of 'expertise' as an explanation for influence. Closes with six general hypotheses covering the relationship between the strength, range, and durability of each power base, and the specific relational costs of using each type of power outside its legitimate range. The taxonomy this paper introduces, particularly the reward, coercive, legitimate, referent, and expert five-way split, has become the standard vocabulary for talking about organisational power ever since, still cited, often without attribution, wherever formal, informal, demographic, and expert power get distinguished.",
      "keywords": [
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "psychological safety",
        "foundations",
        "bases",
        "social"
      ],
      "relatedArticles": [
        "power-types",
        "reducing-power-gradients",
        "structure-and-power",
        "rules"
      ]
    },
    {
      "id": "keltner-gruenfeld-anderson-2003",
      "kind": "paper",
      "title": "Power, Approach, and Inhibition",
      "label": "Keltner, Gruenfeld & Anderson (2003)",
      "url": "https://greatergood.berkeley.edu/dacherkeltner/docs/keltner.power.psychreview.2003.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=keltner-gruenfeld-anderson-2003",
      "author": "Keltner",
      "topics": [
        "power-equity"
      ],
      "type": "theoretical",
      "journal": "Psychological Review",
      "doi": "https://doi.org/10.1037/0033-295X.110.2.265",
      "openAccess": true,
      "citation": "Keltner, D., Gruenfeld, D.H. and Anderson, C. (2003) 'Power, approach, and inhibition', *Psychological Review*, 110(2), pp. 265–284.",
      "weight": 9,
      "date": "2003-04-01",
      "summary": "Proposes an integrative theory of how power shapes affect, cognition and behaviour, defining power as an individual's relative capacity to modify others' states by providing or withholding resources or administering punishments — a definition kept deliberately distinct from status (an evaluation-based grant of respect), authority (power derived from institutionalised role), and dominance (behaviour aimed at acquiring power), any of which can exist without the others. Power itself is traced to four levels of determinant: individual variables (traits, physical characteristics), dyadic variables (the other party's investment in and alternatives to the relationship), within-group variables (formal role and status), and between-group variables (ethnicity, gender, class, ideology, numerical majority or minority) — a structure that anticipates the later, more practitioner-facing formal/informal/demographic/expert typology built on French and Raven's bases of power. The theoretical engine borrows Gray's behavioural approach/inhibition systems and Higgins's promotion/prevention framework: elevated power places people in reward-rich, socially unconstrained environments and so activates approach — positive affect, attention to rewards, automatic and heuristic cognition, disinhibited and trait-consistent behaviour; reduced power places people under threat, punishment and constraint and so activates inhibition — negative affect, vigilance toward threat, effortful and systematic cognition, and behaviour that is careful, other-attentive and situationally contingent rather than internally driven. Twelve propositions and twenty-nine hypotheses trace the consequences across domains: high-power individuals stereotype more and judge others' attitudes less accurately (illustrated by traditionalist and revisionist academics each overestimating the other's extremism); take second helpings more readily and eat more messily; flirt, tease and interrupt more disinhibitedly; and attribute collective outcomes to their own agency while attributing the circumstances of the powerless to the powerless themselves rather than to situation — a mechanism directly implicated in why the privation of low-power people gets read as a trait rather than a condition. Low-power individuals, in contrast, prove more vigilant, more accurate judges of others' attitudes and of how they are seen by the powerful, and more cognitively complex in their reasoning, evidenced most strikingly in a study of U.S. Supreme Court opinions where justices writing from minority coalitions argued with greater integrative complexity than those writing from a unanimous majority. None of this is fixed: accountability, threats to the stability of a hierarchy, and individual or cultural differences in dominance orientation all constrain the disinhibiting effect of power, a point the paper develops in direct dialogue with Tetlock's work on accountability as a check against unconstrained judgement. Read alongside the structural taxonomies of French and Raven (1959) and Berger, Cohen and Zelditch (1972) — which explain where power comes from — this supplies the psychological account of what holding or lacking it then does to attention, judgement, and the willingness to speak.",
      "keywords": [
        "power",
        "approach",
        "inhibition",
        "behaviour",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "psychological safety",
        "foundations"
      ],
      "relatedArticles": [
        "power-types",
        "reducing-power-gradients",
        "calculus",
        "watermelon",
        "blametropism"
      ]
    },
    {
      "id": "holling-2001",
      "kind": "paper",
      "title": "Understanding the Complexity of Economic, Ecological, and Social Systems",
      "label": "Holling (2001)",
      "url": "https://alnap.cdn.ngo/media/documents/holling-complexity-econecol-socialsys-2001.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=holling-2001",
      "author": "Holling",
      "topics": [
        "team-learning",
        "ecological-commons",
        "complexity"
      ],
      "type": "theoretical",
      "journal": "Ecosystems",
      "doi": "https://doi.org/10.1007/s10021-001-0101-5",
      "openAccess": true,
      "citation": "Holling, C.S. (2001) 'Understanding the complexity of economic, ecological, and social systems', *Ecosystems*, 4(5), pp. 390–405.",
      "weight": 9,
      "date": "2001-08-01",
      "summary": "Synthesises a five-year multidisciplinary collaboration (the Resilience Project) into the panarchy framework: a theory of how ecosystems, economies and human institutions change, built from two components. The first is hierarchy in Simon's (1974) sense — not top-down authority, but semi-autonomous levels formed from variables operating at similar speeds, each level conserving and stabilising conditions for faster levels below it while testing innovations through its own internal dynamics. The second is the adaptive cycle: a four-phase trajectory (exploitation, r, to conservation, K, to release, Ω, to reorganisation, α) governed by three properties — potential or wealth (the range of future options available), connectedness or controllability (how tightly internal variables constrain each other), and resilience (vulnerability to unexpected shocks). The slow front loop from r to K is where efficiency, connectedness and accumulated capital all rise together, but this same accumulation makes the system progressively more rigid and brittle — 'an accident waiting to happen' — until a disturbance triggers Schumpeter's 'creative destruction' and a rapid, inherently unpredictable back loop (Ω to α) in which resilience is highest, control is weakest, and novel recombinations of previously isolated elements become possible. Panarchy proper is what happens when these cycles are nested across scales, linked by two cross-scale connections: 'revolt', where a collapse at a fast, small scale cascades upward to trigger crisis in a slower, larger level — especially if that level is itself at a brittle K phase — and 'remember', where the accumulated capital of a slower, larger level constrains and enables the renewal of a level that has just collapsed. The paper's sharpest tool for organisational diagnosis is its account of two ways a system can fail to complete this cycle: a poverty trap, where potential, connectedness and resilience have all collapsed to an impoverished, barely self-sustaining state, and — more relevant to healthy-looking but maladaptive organisations — a rigidity trap, where potential, connectedness and resilience are all simultaneously high, producing a 'perverse resilience' that entrenches a maladaptive system precisely because novelty is smothered and its inventors ejected; the paper's own examples are rigid bureaucracies, hierocracies, and the terminal Soviet state. Three features distinguish human panarchies from ecological ones: foresight, which can dampen boom-and-bust cycles through forward-looking markets but, when captured by incumbents rather than connected to a genuinely open market, instead entrenches rigidity traps ('a market for political power of the few, not a free market for the many'); communication, which lets culture, law and myth function as the slow, memory-holding level in a way no ecosystem can match; and technology, which has progressively amplified the scale and speed at which human choices act on the wider panarchy. Opens by explicitly rejecting Emory Roe's view that complexity is simply what exceeds understanding and should be approached by triangulating multiple partial perspectives, arguing instead for 'requisite simplicity': that living systems are structured by a small number of self-organising controlling variables, and that useful theory should be explainable in a handful of causes — no fewer, no more. Closes with the 'four R's' (release, reorganisation, remembrance, revolt) as the levers for assessing where a given subsystem sits in its cycle, and the claim that the era of managing ecosystems for incremental efficiency gains is over, replaced by a need for active adaptive management that builds resilience and social flexibility together rather than optimising for a stable target.",
      "keywords": [
        "psychological safety",
        "foundations",
        "team learning",
        "teams",
        "learning",
        "performance",
        "ecology",
        "ecological",
        "commons",
        "resilience",
        "systems",
        "complexity",
        "complex systems",
        "emergence"
      ],
      "relatedArticles": [
        "five-ecological",
        "individual-resilience",
        "myth-self-reliance",
        "watermelon"
      ]
    },
    {
      "id": "deming-1986",
      "kind": "paper",
      "title": "Out of the Crisis",
      "label": "Deming (1986)",
      "url": "https://deming.org/books/out-of-the-crisis/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=deming-1986",
      "author": "Deming",
      "topics": [
        "safety-error"
      ],
      "type": "theoretical",
      "journal": "MIT Press",
      "doi": null,
      "openAccess": false,
      "citation": "Deming, W.E. (1986) *Out of the Crisis*. Cambridge, MA: MIT Press.",
      "weight": 9,
      "date": "1986-01-01",
      "summary": "Diagnoses why Western management was failing to compete, first published in 1982 as Quality, Productivity, and Competitive Position (MIT Center for Advanced Engineering Study) and retitled Out of the Crisis for the 1986 edition. Built on Deming's earlier work in statistical process control under Walter Shewhart — whose distinction between common-cause and special-cause variation underlies the whole argument — and on his 1950 lectures to Japanese industrial leaders (JUSE), widely credited as a catalyst for postwar Japan's quality revolution and, later, the Toyota Production System. The book's central diagnostic move, and the one most directly relevant to psychological safety, is locating the source of poor quality and low productivity in the system rather than the workforce: in the book's own reckoning, roughly 85% of an organisation's problems are attributable to the system that management designs and controls, and only 15% to the individuals working within it — yet most management practice inverts this, treating outcomes as evidence of individual competence or fault. The Fourteen Points for Management (pp. 23–24) operationalise this: drive out fear so that people can report problems honestly (Point 8); break down barriers between departments so that, for example, a service team's fix for a recurring fault actually reaches the people designing the part (Point 9); eliminate quotas, numerical targets and management by objectives, which Deming argues manage by fear rather than by understanding (Points 10–11); and abolish annual performance ratings and merit pay, which rob people of pride in their work by substituting a single number for the messy, systemic reality of how work actually gets done (Points 3 and 12). These points are the positive prescription; the book's negative counterpart is the Seven Deadly Diseases (lack of constancy of purpose, short-term profit focus, merit rating, management mobility, running a company on visible figures alone, and — more dated, reflecting its early-1980s US manufacturing context — excessive medical and litigation costs), plus a longer list of lesser obstacles that includes the same blame-the-workforce reasoning the Fourteen Points are designed to counter. Deming's later work, The New Economics (1993), would formalise the underlying theory as the four-part 'System of Profound Knowledge' — appreciation for a system, knowledge of variation, theory of knowledge, and psychology — but that specific framing postdates this book; Out of the Crisis contains the practice-level argument in fully developed form without yet naming the underlying theory. Widely, and incorrectly, credited with the 'Plan-Do-Check-Act' cycle: Deming himself always attributed the underlying cycle to Shewhart and referred to his own version as Plan-Do-Study-Act, a distinction he was still correcting late in his career.",
      "keywords": [
        "out of the crisis",
        "quality",
        "system",
        "drive out fear",
        "14 points",
        "psychological safety",
        "foundations",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "crisis"
      ],
      "relatedArticles": [
        "deming",
        "blametropism",
        "bawa-garba"
      ]
    },
    {
      "id": "fabre-et-al-2022",
      "kind": "paper",
      "title": "Hierarchy in the Cockpit: How Captains Influence the Decision-Making of Young and Inexperienced First Officers",
      "label": "Fabre et al. (2022)",
      "url": "https://hal.science/hal-03906310v1/file/Fabre%20et%20al%20%282022%29%20HIerarchy%20in%20the%20cockpit_Uncorrected%20Proof.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=fabre-et-al-2022",
      "author": "Fabre",
      "topics": [
        "power-equity",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Safety Science",
      "doi": "https://doi.org/10.1016/j.ssci.2021.105536",
      "openAccess": true,
      "citation": "Fabre, E.F., Matton, N., Beltran, F., Baragona, V., Cuny, C., Imbert, J.P., Voivret, S., Van Der Henst, J.B. and Causse, M. (2022) 'Hierarchy in the cockpit: How captains influence the decision-making of young and inexperienced first officers', *Safety Science*, 146, Article 105536.",
      "weight": 6,
      "date": "2022-02-01",
      "summary": "A controlled behavioural experiment testing whether a Captain's risk-taking spreads to First Officers, and through what mechanism. Seventeen student pilots on the verge of qualifying decided, across 50 landing scenarios spanning four pre-rated risk levels, whether to continue an approach or go around — first alone, then paired with a professional Airbus A380 Captain (introduced via a scripted, uniformed handshake designed to establish a strong status gap) who was scripted to always choose to land except in the most extreme scenarios. The crew condition separated two moments: a pre-decision made before the Captain's choice was revealed, and a final decision made after. Two distinct effects emerged. First, First Officers raised their risk-taking in moderately risky scenarios the moment they were merely paired with the Captain, before his decision was known — a social-facilitation effect the authors read as wanting to look competent in front of a superior rather than compliance under direct pressure. Second, after learning the Captain had chosen to land in highly risky scenarios, First Officers raised their risk-taking further still, and the size of that reactive shift correlated with how authoritarian participants rated the Captain — but, notably, not with how trustworthy they rated him (rs = 0.109, p = .677). The study directly measured something close to cognitive trust — a post-induction 1–5 rating of the Captain's perceived trustworthiness, alongside authority, skill and kindness — and found it did no explanatory work at all: deference tracked perceived authority, not generalised trust in the Captain's competence or good faith. It also took First Officers measurably longer to decide to oppose the Captain than to go along with him, consistent with Bienefeld and Grote's finding that speaking up is the more effortful path. Even after being told the Captain himself had called a go-around in the most extreme scenarios, most participants insisted on continuing to land at least once anyway, a pattern the authors attribute to a Dunning-Kruger-style overestimation of their own piloting skill in pilots with essentially no real flight experience. The design deliberately maximises the status gap — a near-qualified trainee against one of the highest-status captain roles in commercial aviation — to isolate the effect, so the findings describe an upper bound on hierarchy's influence rather than a typical crew pairing, and the small, all-male sample (n = 17) limits how far the specific correlations should be trusted.",
      "keywords": [
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "cockpit",
        "captains",
        "influence"
      ],
      "relatedArticles": [
        "reducing-power-gradients",
        "calculus",
        "tenerife",
        "crm",
        "hippo"
      ]
    },
    {
      "id": "kish-gephart-detert-trevino-edmondson-2009",
      "kind": "paper",
      "title": "Silenced by Fear: The Nature, Sources, and Consequences of Fear at Work",
      "label": "Kish-Gephart, Detert, Treviño & Edmondson (2009)",
      "url": "http://www.iot.ntnu.no/innovation/norsi-pims-courses/huber/Kish-Gephart,%20Detert,%20Trevio%20&%20Edmondson%20(2009).pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kish-gephart-detert-trevino-edmondson-2009",
      "author": "Kish-Gephart",
      "topics": [
        "voice-silence"
      ],
      "type": "review",
      "journal": "Research in Organizational Behavior",
      "doi": "https://doi.org/10.1016/j.riob.2009.07.002",
      "openAccess": true,
      "citation": "Kish-Gephart, J.J., Detert, J.R., Treviño, L.K. and Edmondson, A.C. (2009) 'Silenced by fear: The nature, sources, and consequences of fear at work', *Research in Organizational Behavior*, 29, pp. 163–193.",
      "weight": 8,
      "date": "2009-08-01",
      "summary": "A theoretical synthesis arguing that existing accounts of workplace silence — built around a conscious, deliberate 'expectancy-like mental calculus' weighing the costs and benefits of speaking up — capture only part of what actually happens, because they treat all fear experiences as equivalent. Drawing on evolutionary psychology, neuroscience, sociology and anthropology, the paper crosses fear intensity (driven by perceived threat severity and threat immediacy) with the amount of time available to respond, producing four qualitatively distinct types of in-the-moment silence. Non-deliberative defensive silence is a fully automatic freeze response to high-intensity fear with no time to respond — amygdala-driven 'low road' processing that bypasses conscious choice entirely. Schema-driven defensive silence occurs in two situations, high-intensity fear with time to think or low-intensity fear with no time to think, and involves conscious awareness of the decision to stay quiet but relies on fast, effortless matching against pre-existing schemas ('speaking up here is dangerous') rather than genuine weighing of alternatives; it can look deliberative in hindsight without ever having been so. Deliberative defensive silence — low-intensity fear, ample time — is the only quadrant that matches how prior literature has generally described silence: a conscious, considered cost-benefit calculation, though still coloured by fear's pessimistic bias toward overestimating risk. Repeated episodes eventually produce habituated silence, a default avoidance pattern that no longer needs a fresh fear trigger and can be mistaken for resignation when it is really fear's long shadow. The implication for any framework built on a deliberate calculus of voice, including the field's own dominant models, is that it describes only one corner of a much larger picture — a great deal of silence never goes through anything resembling deliberation at all. The paper traces the fear feeding this system to two sources. The evolutionary source treats fear of challenging higher-status others as a 'prepared fear' like fear of snakes or heights: more easily conditioned and far harder to extinguish than ordinary learned fears, because in ancestral environments confronting a dominant individual risked death, injury, or loss of status. A direct consequence: a psychologically safe environment doesn't erase this fear, it just keeps it from being triggered — a single bad experience with authority can re-activate it. The learned source runs through direct experience (being personally criticised for speaking up), vicarious learning (hearing the story of the colleague who was punished for it, often more powerful than firsthand experience), and socialisation across childhood, institutions, and national culture, with Hofstede's power-distance dimension predicting more fear of challenging authority in high-power-distance cultures specifically. Closes by proposing two forces that can help people speak up despite fear: anger, a biologically opposite 'approach' emotion that can override fear's withdrawal tendency but only when substantially stronger than the fear present, and risky to display upward; and voice efficacy, a learned, domain-specific belief in one's own competence to speak up well, built through accumulated positive experiences and the trainable skills — anger regulation, framing, emotional intelligence — that produce them.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "psychological safety",
        "foundations",
        "silenced",
        "fear",
        "nature",
        "sources"
      ],
      "relatedArticles": [
        "calculus",
        "how-respond",
        "barriers",
        "ps-bravery"
      ]
    },
    {
      "id": "edmondson-2003b",
      "kind": "paper",
      "title": "Speaking Up in the Operating Room: How Team Leaders Promote Learning in Interdisciplinary Action Teams",
      "label": "Edmondson (2003b)",
      "url": "https://www.researchgate.net/publication/227375460_Speaking_Up_in_the_Operating_Room_How_Team_Leaders_Promote_Learning_in_Interdisciplinary_Action_Teams",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-2003b",
      "author": "Edmondson",
      "topics": [
        "team-learning",
        "voice-silence",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Journal of Management Studies",
      "doi": "https://doi.org/10.1111/1467-6486.00386",
      "openAccess": true,
      "citation": "Edmondson, A.C. (2003) 'Speaking up in the operating room: How team leaders promote learning in interdisciplinary action teams', *Journal of Management Studies*, 40(6), pp. 1419–1452.",
      "weight": 8,
      "date": "2003-09-01",
      "summary": "A mixed-methods field study of 16 cardiac surgery operating-room teams learning a new minimally invasive technology in the late 1990s (165 interviews across surgeons, anaesthesiologists, nurses and perfusionists), testing whether ease of speaking up predicts successful adoption of a new practice, and more centrally, what team leaders do to make speaking up possible in the first place. Introduces 'interdisciplinary action teams' (IATs) as a category combining two demanding features at once: the fast-paced, improvisational coordination of action teams like cockpit crews (Weick and Roberts, 1993), and the status, training and language differences that come with interdisciplinary composition. Confirms that ease of speaking up correlates with successful technology implementation (rho = 0.55 and 0.47, both p < 0.05), but the paper's more useful contribution is identifying two distinct, empirically separable leadership strategies behind it, laid out in a table that pairs each with its barrier, its behaviours, its mechanism and illustrative quotes. The first is providing a motivating rationale for change — explaining why the new behaviour matters, typically by anchoring it to patient benefit or framing innovation as simply how cardiac surgery works — which operates through motivation: people understand why the effort is worth it. The second is downplaying power differences: leaders disclosing their own fallibility, actively elevating other disciplines' input, and, the paper's most vivid illustration, under-reacting to error. In one hospital, a nurse dropped a freshly harvested vein graft on the operating room floor mid-procedure; the surgeon said nothing, simply went back and harvested another, and the near-universal retelling of this incident by other team members across the hospital shows how powerfully a single non-punitive response to a real, costly mistake can travel and shape a team's shared sense of what is safe to admit. This second strategy operates through psychological safety rather than motivation, and the two are conceptually and empirically distinct: a leader could in principle provide a compelling rationale while still running a punitive, high-power-distance team, or vice versa. Team leader coaching, the composite of both strategies, was strongly associated with both ease of speaking up (rho = 0.70) and boundary spanning (rho = 0.77), and boundary spanning (communication with cardiology, ICU and ward nursing outside the immediate OR team) turned out to be the single strongest predictor of implementation success of any variable measured (rho = 0.66, p < 0.01), a finding somewhat overshadowed by the paper's headline focus on speaking up. A genuinely counter-intuitive result: organisational-context variables (management support, resource availability, information infrastructure, innovation history) showed no association with implementation success at all, which the paper attributes to how self-sufficient and insulated from senior management cardiac surgery departments typically are. Conceptually, the paper also pushes back on how the voice literature had mostly studied speaking up as extra-role behaviour (discretionary organisational citizenship, going beyond the job); here, as roles shift under a genuine technology transition, speaking up becomes part of doing the job adequately at all, blurring a distinction the field had treated as clean. Explicitly frames its own correlational findings, given the small sample of 16 sites, as tests of plausibility for future research rather than conclusive evidence.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "speaking"
      ],
      "relatedArticles": [
        "what-is-ps",
        "how-respond",
        "crm",
        "reducing-power-gradients"
      ]
    },
    {
      "id": "edmondson-besieux-2021",
      "kind": "paper",
      "title": "Reflections: Voice and Silence in Workplace Conversations",
      "label": "Edmondson & Besieux (2021)",
      "url": "https://www.hbs.edu/ris/Publication%20Files/Reflections_%20Voice%20and%20Silence%20in%20Workplace%20Conversations_619d3fd0-ddbf-4519-ab21-86695f515624.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-besieux-2021",
      "author": "Edmondson",
      "topics": [
        "voice-silence",
        "team-learning"
      ],
      "type": "theoretical",
      "journal": "Journal of Change Management",
      "doi": "https://doi.org/10.1080/14697017.2021.1928910",
      "openAccess": true,
      "citation": "Edmondson, A.C. and Besieux, T. (2021) 'Reflections: Voice and silence in workplace conversations', *Journal of Change Management*, 21(3), pp. 269–286.",
      "weight": 7,
      "date": "2021-05-01",
      "summary": "Introduces the 'Productive Conversation Matrix', a 2x2 framework crossing voice/silence with productive/unproductive to yield four archetypes of conversational participation: withholding (unproductive silence — holding back relevant ideas or concerns out of perceived risk), disrupting (unproductive voice — off-topic remarks, belittling outbursts, or candid complaints vented to peers rather than to anyone positioned to act on them), contributing (productive voice — relevant ideas, questions, or dissent that genuinely advances the discussion), and processing (productive silence — genuine active listening and absorption of what's being said, distinct from disengagement). The paper's central corrective to the voice literature is that maximising voice isn't the goal: not all speaking up helps (disrupting can do more damage than staying quiet), and not all silence is a failure of courage (processing is a skill leaders should actively cultivate, not merely tolerate as the absence of a problem). Threads a single composite illustrative case — two senior law-firm partners, Frank and Joseph, whose meeting with junior colleagues yields nothing — through all four archetypes, showing how specific leader behaviours (shooting down one junior's idea, over-endorsing a senior colleague's, wandering off-topic about a golf trip) actively manufacture both withholding and disrupting without any single dramatic act of intimidation. Real-world cases anchor each failure mode: Reed Hastings's account (from No Rules Rules) of the Qwikster split, where multiple Netflix executives privately doubted the plan but stayed silent, each assuming 'Reed is always right' or that no one else was objecting, illustrates withholding most clearly, and the response Netflix eventually adopted, declaring it 'disloyal' to disagree internally and stay quiet about it. WeWork's Adam Neumann and Theranos's Elizabeth Holmes and Sunny Balwani supply examples of disrupting driven by leaders themselves, punishing dissent with rage or ultimatums. Boeing's 737 MAX whistleblower reports add a distinct and underexplored variant: employees who did speak candidly, but only to peers rather than to whoever could act, including a quality manager formally reprimanded for raising concerns in writing rather than face-to-face. Disney and Pixar's merger negotiation (via Bob Iger's account of a pros-and-cons whiteboard exercise initiated by Steve Jobs) and Amazon's narrative-memo meeting culture, which structurally builds in a silent group reading period before discussion, serve as positive counter-examples that deliberately design for both contributing and processing at once. Each quadrant comes with a practical table of leader behaviours: framing sessions as learning rather than evaluation, acknowledging one's own fallibility, and pairing advocacy with inquiry (drawing on Argyris's double-loop learning) to reduce withholding and disrupting; explicit norms, shared vocabulary, and dedicated silent-reading time to protect processing. Proposes a phased team-level change process — assess current patterns via observation, survey or interview; align the team on what to work on first; frame it explicitly as a learning experiment; build in a regular feedback loop — extending Ford and Ford's premise that change is produced within and by communication itself, so that improving how a team talks is itself the change intervention, not merely a precursor to one.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "team learning",
        "teams",
        "learning",
        "performance",
        "reflections",
        "workplace"
      ],
      "relatedArticles": [
        "calculus",
        "how-respond",
        "reading-the-air",
        "barriers"
      ]
    },
    {
      "id": "edmondson-kerrissey-2025",
      "kind": "paper",
      "title": "What People Get Wrong About Psychological Safety",
      "label": "Edmondson & Kerrissey (2025)",
      "url": "https://hbr.org/2025/05/what-people-get-wrong-about-psychological-safety",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-kerrissey-2025",
      "author": "Edmondson",
      "topics": [
        "foundations",
        "voice-silence"
      ],
      "type": "theoretical",
      "journal": "Harvard Business Review",
      "doi": null,
      "openAccess": false,
      "citation": "Edmondson, A.C. and Kerrissey, M.J. (2025) 'What people get wrong about psychological safety', *Harvard Business Review*, 103(3), pp. 52–59.",
      "weight": 8,
      "date": "2025-05-01",
      "summary": "A myth-correcting HBR piece from psychological safety's original architect, structured around six misconceptions the authors report hearing repeatedly from executives and consultants. (1) PS is not niceness: safety and comfort aren't synonymous, and 'nice' often functions as code for withholding honest disagreement; the contrast drawn is Kennedy's silenced Bay of Pigs advisors in 1961 against the deliberately structured, candour-forcing process he instituted afterward for the Cuban Missile Crisis in 1962. (2) PS doesn't mean your view prevails — it means being heard, and leaders can disagree with input, and should sanction genuinely problematic conduct (bullying, harassment, unethical behaviour), without that undermining PS. (3) PS isn't job security: it's freedom to be candid, illustrated by Google employees who conflated 2023 layoffs with a PS violation, when the employee who stood up in a town hall to criticise the layoffs to senior leadership was, ironically, demonstrating PS existed. (4) PS and accountability aren't opposite ends of one spectrum but independent dimensions — high PS with low standards isn't excellence, and both need to be high together for performance in uncertain environments. (5) PS can't be mandated by policy, illustrated by Rhode Island's 2024 Workplace Psychological Safety Act (which would have let employees sue employers over it, and stalled in the state senate); it's built interaction by interaction through three leader tools — messaging (naming the challenge honestly), modelling (asking genuine questions, admitting not knowing), and mentoring (feedback on how well people invite and respond to input). (6) PS doesn't require top-down sponsorship: the authors' own research finds PS varies substantially team to team even within a single strong corporate culture, meaning it's inherently local, and anyone at any level can build a pocket of safety within their own team without waiting for organisation-wide change — evidenced by a retail operations executive who improved his team's PS by deliberately slowing his own meetings down, independent of the wider company culture. Closes with a practical road map: naming and returning to shared goals (paradoxically, talking less about psychological safety directly and more about why the work matters is presented as the more effective route to building it); a compact three-dimension tool for assessing conversation quality in real time — are people contributing and listening, is advocacy paired with inquiry, is the group actually making progress — offered as a lighter-weight companion to the fuller Productive Conversation Matrix Edmondson develops elsewhere with Besieux (2021); and structural rituals for reflection, illustrated by PepsiCo UK's weekly progress-sharing (designed to avoid the 'big reveal' failure mode of only sharing once work feels finished) and Microsoft Western Europe's 'failure parties' under Cindy Rose. Both authors disclose paid consulting work for companies discussed in the article (Edmondson for Google and Microsoft, Kerrissey for Google).",
      "keywords": [
        "psychological safety",
        "foundations",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "people",
        "wrong",
        "psychological"
      ],
      "relatedArticles": [
        "what-is-ps",
        "ps-isnt-enough",
        "psi",
        "barriers"
      ]
    },
    {
      "id": "edmondson-2011",
      "kind": "paper",
      "title": "Strategies for Learning from Failure",
      "label": "Edmondson (2011)",
      "url": "https://hbr.org/2011/04/strategies-for-learning-from-failure",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-2011",
      "author": "Edmondson",
      "topics": [
        "safety-error",
        "team-learning"
      ],
      "type": "theoretical",
      "journal": "Harvard Business Review",
      "doi": null,
      "openAccess": false,
      "citation": "Edmondson, A.C. (2011) 'Strategies for learning from failure', *Harvard Business Review*, 89(4), pp. 48–55.",
      "weight": 9,
      "date": "2011-04-01",
      "summary": "Diagnoses why so few organisations learn from failure despite near-universal commitment to doing so: not a lack of effort, but managers thinking about failure the wrong way, treating it as uniformly bad and learning from it as simple (reflect, exhort, write a report). Opens with the blame game as the core obstacle — failure and fault are near-inseparable in most cultures, and executives Edmondson surveyed estimate that only 2–5% of organisational failures are genuinely blameworthy, yet 70–90% get treated as if they were, which is why so many failures go unreported and their lessons lost. A 'spectrum of reasons for failure' running from deliberate deviance (clearly blameworthy) through inattention (context-dependent — a fatigued worker on an overlong shift is less at fault than whoever scheduled it) to thoughtful experimentation (potentially praiseworthy) is offered as the corrective to blanket blame. The paper's most durable contribution is a three-part taxonomy of organisational failure that has since become one of the most widely reproduced frameworks in the management literature: preventable failures in predictable operations (routine, high-volume work where deviation is genuinely bad, addressed by checklists and Toyota's andon cord); unavoidable failures in complex systems (inherently uncertain work — ER triage, aircraft carriers, nuclear plants — where small process failures are inevitable, and most serious accidents result from chains of small unnoticed ones lining up); and intelligent failures at the frontier, a term borrowed from Duke's Sim Sitkin for failures that generate genuinely new knowledge because the right answer wasn't knowable in advance — 'trial and error' is called a misnomer here, since 'error' implies a correct answer existed to be missed. IDEO's small, deliberately unannounced pilot of a new strategic-innovation service with a mattress-company client, which failed at its specific goal but taught the firm what to change, is the illustrating case: strategic innovation services went on to become more than a third of IDEO's revenue. Frames organisational learning around three activities — detection, analysis, experimentation — each anchored by a memorable case. Detection: Alan Mulally's colour-coded status reports at Ford, where every manager reported green despite billions in losses until Mulally applauded the first honest yellow report and broke a costly silence; and NASA's Columbia disaster, where a rigid, schedule-obsessed hierarchy made it hard for engineers to raise anything short of a rock-solid concern about a piece of foam strike, and the ambiguity went unresolved for 16 days until the fatal re-entry. Analysis: complicated by fundamental attribution error (downplaying our own responsibility for failure while blaming others' character for theirs), and illustrated by a 2010 New England Journal of Medicine finding that North Carolina hospitals hadn't become measurably safer after over a decade of heightened awareness of medical error, against the positive counter-example of Intermountain Healthcare's systematic analysis of physicians' protocol deviations. Experimentation: contrasts basic-science researchers' comfort with high failure rates (70% or more in some fields) against business pilots typically designed under optimal rather than representative conditions — illustrated by a pseudonymised telecom company's DSL launch, which followed a successful small pilot staffed by expert reps and tech-savvy customers straight into a full launch that missed 75% of its commitments, because the pilot never tested the unrepresentative, lower-skill conditions of the real rollout. Eli Lilly's 'failure parties', held since the early 1990s to honour intelligent experiments that didn't pan out, are offered as a low-cost way to reduce the stigma that keeps failing projects funded long after the data says they shouldn't be. Concludes by reframing the standard leadership worry, that tolerating failure produces a lax, mistake-prone culture, as a false choice: organisations that catch, correct and learn from failure before their competitors do will win; those still playing the blame game will not.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "team learning",
        "teams",
        "learning",
        "performance",
        "strategies",
        "failure"
      ],
      "relatedArticles": [
        "watermelon",
        "blametropism",
        "bawa-garba",
        "tenerife"
      ]
    },
    {
      "id": "harvey-bresman-edmondson-pisano-2022",
      "kind": "paper",
      "title": "A Strategic View of Team Learning in Organizations",
      "label": "Harvey, Bresman, Edmondson & Pisano (2022)",
      "url": "https://biblos.hec.ca/biblio/libreacces/34303663.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=harvey-bresman-edmondson-pisano-2022",
      "author": "Harvey",
      "topics": [
        "team-learning"
      ],
      "type": "review",
      "journal": "Academy of Management Annals",
      "doi": "https://doi.org/10.5465/annals.2020.0352",
      "openAccess": true,
      "citation": "Harvey, J.F., Bresman, H., Edmondson, A.C. and Pisano, G.P. (2022) 'A strategic view of team learning in organizations', *Academy of Management Annals*, 16(2), pp. 476–507.",
      "weight": 8,
      "date": "2022-07-01",
      "summary": "A systematic review of 96 empirical studies (2007–2021) of real teams in real organisations, aiming to bridge two literatures that have developed largely in parallel: strategic management's dynamic capabilities framework (how firms renew their resource base to sustain competitive advantage) and organisational behaviour's team learning research. The argument is that team learning is the underexamined microfoundation connecting senior managers' decisions to organisational-level capabilities, conceived here via organisations as multiteam systems in which many teams pursue different short-term goals while sharing at least one long-term one. Distinguishes operational capabilities (leveraging the existing resource base for efficiency and quality) from dynamic capabilities (purposefully creating or reconfiguring that base for innovation), and derives a new typology of team learning routines by rating existing measurement scales along two dimensions that showed strong inter-rater reliability: internal versus external (learning within the team versus learning that crosses its boundary) and exploitation versus exploration (refining and doing existing things better versus discovering genuinely new things, following March, 1991). Of nine theoretically possible combinations, only six turn up in the literature: Internal-Exploitation, External-Exploitation, Internal-Balanced, Balanced-Exploitation, External-Exploration, and Balanced-Exploration. The clearest finding is that the 'balanced' forms, spanning both internal and external sources and blending exploitation with exploration, consistently support both operational and dynamic capabilities, while the narrower, single-dimension forms (pure Internal-Exploitation especially) reliably support only operational ones and show weak or mixed evidence for anything requiring genuine innovation. Also reviews evidence on the managerial design levers (structure, composition, task) that shape which routine a team ends up enacting, with some counterintuitive findings: team-level structure tends to help Internal-Exploitation learning by clarifying roles and building the transactive memory and psychological safety that learning depends on, even as organisation-level structure tends to hurt it by constraining autonomy; team size and tenure show surprisingly little predictive power despite being the most commonly measured design variables; and diversity's effects are inconsistent for learning inside a team but more reliably positive for learning that crosses team boundaries. Three theoretically plausible forms of team learning are conspicuously absent from 15 years of empirical study: Internal-Exploration (surprising given its obvious relevance to agile methods, design thinking, lean-startup practice, and 3M's internally-generated discoveries like the Post-it Note), External-Balanced, and Balanced-Balanced. BT Group's 'External Innovation' unit, a scouting team that builds relationships with startups, direct competitors, adjacent-sector firms like Google and Netflix, and best-practice benchmarks like Walmart's procurement operation, is offered as a real, live instance of the missing External-Balanced type that research has simply not yet caught up to. Closes by flagging that the review's own evidence base is almost entirely static and cross-sectional, which sits awkwardly against the theoretical machinery underneath it (March's exploration-exploitation tension, Argyris's advocacy-inquiry balance) being fundamentally about ongoing oscillation rather than a fixed team state — a genuine mismatch between what the theory claims and what the measurement captures.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "psychological safety",
        "foundations",
        "strategic",
        "view",
        "team"
      ],
      "relatedArticles": [
        "learning-teams",
        "high-performing-teams",
        "crm",
        "project-aristotle"
      ]
    },
    {
      "id": "harvey-cromwell-johnson-edmondson-2023",
      "kind": "paper",
      "title": "The Dynamics of Team Learning: Harmony and Rhythm in Teamwork Arrangements for Innovation",
      "label": "Harvey, Cromwell, Johnson & Edmondson (2023)",
      "url": "https://www.hbs.edu/ris/Publication%20Files/Harvey_Cromwell_et%20al_2023_89998eff-26f2-4b5c-b209-4a429de2f865.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=harvey-cromwell-johnson-edmondson-2023",
      "author": "Harvey",
      "topics": [
        "team-learning",
        "measurement-method"
      ],
      "type": "primary",
      "journal": "Administrative Science Quarterly",
      "doi": "https://doi.org/10.1177/00018392231166635",
      "openAccess": true,
      "citation": "Harvey, J.F., Cromwell, J.R., Johnson, K.J. and Edmondson, A.C. (2023) 'The dynamics of team learning: Harmony and rhythm in teamwork arrangements for innovation', *Administrative Science Quarterly*, 68(3), pp. 601–647.",
      "weight": 7,
      "date": "2023-04-08",
      "summary": "Two-study field research (102 innovation teams inside a Fortune Global 500 telecom's internal innovation contest, replicated and extended with 61 MBA project teams) addressing a puzzle in the team learning literature: scholars agree that reflexive, experimental, contextual and vicarious learning all matter for innovation, but disagree on whether combining them helps or hurts, with some studies finding they reinforce each other and others finding they undermine each other. The paper argues this contradiction comes from treating team learning as static, as if all learning types occur in one undifferentiated process phase, rather than dynamic, and resolves it by borrowing three concepts from music theory. Tonality: reflexive learning (the internal, exploitation-oriented activity of reviewing and adjusting current strategy) is theorised as the 'tonal note' of an innovation team, the one activity stable and convergent enough to be repeated throughout a project without undermining it, while experimental, contextual and vicarious learning are all activities that create productive tension against it. Harmony versus dissonance: when reflexive learning and another exploitation-oriented activity (vicarious learning) occur in the same teamwork episode, they pursue a congruent short-term goal and combine to boost performance; when reflexive learning collides with an exploration-oriented activity (experimental or contextual learning) in the same episode, the conflicting goals combine to hurt it. Rhythm: separating those same dissonant, exploration-oriented activities across different episodes instead of cramming them together produces a positive effect, because the resulting rise and resolution of tension, echoing the musical 'law of return' to a tonal note, builds stronger shared understanding over time than staying safely within exploitation the whole project. A genuinely novel, well-supported finding is that the size of the tension matters: sequences alternating between reflexive learning and more strongly exploration-oriented activities produce a bigger performance rhythm than sequences that stay closer to exploitation throughout, meaning teams benefit more from actually swinging between exploring and exploiting than from softer, safer combinations. Study 2 adds coordination quality (accountability, predictability, and shared understanding) as the mechanism connecting an early episode of reflexive learning to a later, successful episode of exploration: reflexive learning doesn't just directly predict more reflexive learning later, it builds the coordinative infrastructure that lets a subsequent swing into experimentation or external scanning succeed rather than fragment the team. One context-specific curiosity worth noting: vicarious learning had a negative effect on performance among the MBA teams, which the authors attribute to competitive pressure and a wariness of anything that might look like copying, a reminder that even a generally beneficial learning activity can flip sign depending on the social stakes of the setting. Practical implications include launching teams into reflexive learning first (via humility, pre-mortems, and clarifying roles), keeping exploration and exploitation from colliding within the same conversation, deliberately alternating between them across project stages rather than blending them, and protecting the final stretch of a project for convergence rather than late-stage exploration, since teams that kept exploring right before a deadline performed measurably worse. Notably candid about an alternative explanation for its own findings: the pattern of results could equally be explained by how naturally reflexive learning aligns with the start and end of a project (defining the problem, then implementing the solution) while exploration aligns with the middle (generating and evaluating ideas), rather than by genuine harmony/dissonance/rhythm dynamics as theorised, and the authors flag this as an open question for future research rather than papering over it. Builds directly on the internal/external x exploration/exploitation typology from Harvey, Bresman, Edmondson and Pisano (2022) to define its four learning types, and extends Marks, Mathieu and Zaccaro's (2001) theory of teamwork episodes, which describes how activities link across an ongoing project but offers no guidance on which activities should be combined when.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "dynamics",
        "team",
        "harmony"
      ],
      "relatedArticles": [
        "learning-teams",
        "high-performing-teams",
        "crm",
        "project-aristotle"
      ]
    },
    {
      "id": "cannon-edmondson-2005",
      "kind": "paper",
      "title": "Failing to Learn and Learning to Fail (Intelligently): How Great Organizations Put Failure to Work to Innovate and Improve",
      "label": "Cannon & Edmondson (2005)",
      "url": "https://blog.educpros.fr/francois-fourcade/files/2014/06/Article.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=cannon-edmondson-2005",
      "author": "Cannon",
      "topics": [
        "safety-error",
        "team-learning"
      ],
      "type": "theoretical",
      "journal": "Long Range Planning",
      "doi": "https://doi.org/10.1016/j.lrp.2005.04.005",
      "openAccess": true,
      "citation": "Cannon, M.D. and Edmondson, A.C. (2005) 'Failing to learn and learning to fail (intelligently): How great organizations put failure to work to innovate and improve', *Long Range Planning*, 38(3), pp. 299–319.",
      "weight": 8,
      "date": "2005-06-01",
      "summary": "A practitioner-facing synthesis of the authors' prior field research, predating and considerably more detailed than Edmondson's later and more famous 2011 HBR piece on the same territory ('Strategies for Learning from Failure', which distills much of this article's core argument for a wider audience), building a framework around two types of barrier and three organisational processes. Defines failure broadly as any deviation from expected results, spanning technical mistakes to interpersonal ones, and includes both avoidable errors and the unavoidable negative outcomes of legitimate risk-taking. Technical barriers to learning from failure include a lack of the basic analytical skill to draw valid inferences from experience and task designs that hide failure, such as excess work-in-process inventory in manufacturing, which delays discovery of defects until many units have already been produced the same flawed way. Social barriers run deeper: people have a documented tendency toward 'positive illusions,' unrealistically favourable self-views that are otherwise a marker of good psychological health but actively work against honest acknowledgement of failure, and Finkelstein's research on major corporate failures found that more senior executives tend to externalise blame more, not less, than junior staff. The paper's most useful diagnostic distinction is between small and large failures: organisations reliably over-attend to catastrophic failures via after-the-fact investigative commissions while chronically under-attending to the small, everyday ones that are usually the 'early warning signs' that would have prevented the catastrophe, illustrated by Mattel's Jill Barad missing earnings guidance for four consecutive quarters without acknowledgement and the collapse of Australia's HIH Insurance Group, where management actively concealed early problems from its own board. The framework sets out three learning processes, presented in order of increasing organisational difficulty but explicitly not meant as a strict sequence: identifying failure, analysing failure, and deliberate experimentation. Identifying failure is illustrated by Dr. Kim Adcock at Kaiser Permanente, who used longitudinal mammogram-reading data to convert an otherwise invisible baseline error rate (10-15% even among expert readers) into individualised, actionable feedback for radiologists, contrasted with NASA's 16-day failure to identify the Columbia foam strike as a genuine problem at all. Analysing failure is illustrated by Julie Morath's Patient Safety Steering Committee at Minneapolis Children's Hospital, which extended formal 'Focused Event Studies' down to small near-misses rather than only major accidents, and by pharmaceutical R&D's habit of repurposing failed drugs (Pfizer's Viagra was originally an angina treatment; Eli Lilly's Evista began as a failed contraceptive and Strattera as a failed antidepressant), most strikingly in the case of Eli Lilly's Alimta, an experimental chemotherapy drug rescued from an apparently failed trial when a mathematician whose actual job was investigating failures discovered that adverse reactions correlated with folic acid deficiency, solved simply by co-administering it. The night-before teleconference preceding the Challenger launch decision is the central illustration of failed analysis: Argyris's research on why people in disagreement rarely ask each other genuinely sincere questions plays out directly in the transcript, where engineers offered abstract, unpersuasive assertions ('it is away from goodness to make any other recommendation') instead of walking administrators through the underlying data, and the discussion polarised rather than converged. Deliberate experimentation is framed as the 'offensive' counterpart to the first two, more defensive processes: deliberately manufacturing more failure as the necessary cost of discovering genuine novelty, illustrated by IDEO's 'fail often to succeed sooner' culture, PSS/World Medical's 'soft landing' policy protecting employees who try an internal role change and don't succeed, and 3M's explicit target that 25% of divisional revenue come from products launched in the previous five years. Bank of America's real-branch innovation 'laboratories,' with an explicit target failure rate of 30% set as a positive signal of genuine experimentation, doubles as a cautionary tale: employees remained reluctant to experiment until management fixed the mismatch between this stated goal and reward systems that still primarily measured routine performance. The resulting framework crosses the three processes against the two barrier types to yield six concrete recommendations, from building anomaly-detection information systems and structured after-action-review formats on the technical side, to blameless reporting systems, skilled facilitation for failure-analysis discussions, and reward systems explicitly realigned with a stated tolerance for experimental failure on the social side. Closes with organisational scholar Sim Sitkin's five criteria for a failure actually being 'intelligent' rather than merely careless: it results from thoughtfully planned action, has a genuinely uncertain outcome, is modest in scale, is responded to with alacrity, and occurs in a domain familiar enough to permit real learning from it, alongside a broader table reframing the traditional managerial mindset (failure as unacceptable, self-protective responses, cost control) against a learning-oriented one (failure as the natural byproduct of experimentation, curiosity, investment in future capacity).",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "team learning",
        "teams",
        "learning",
        "performance",
        "failing"
      ],
      "relatedArticles": [
        "blametropism",
        "bawa-garba",
        "watermelon",
        "learning-teams"
      ]
    },
    {
      "id": "goodman-et-al-2011",
      "kind": "paper",
      "title": "Organizational Errors: Directions for Future Research",
      "label": "Goodman, Ramanujam, Carroll, Edmondson, Hofmann & Sutcliffe (2011)",
      "url": "https://dspace.mit.edu/entities/publication/953d1759-b80f-4816-83a4-eff5391357ce",
      "page": "https://explore.psychsafety.com/?mode=papers&node=goodman-et-al-2011",
      "author": "Goodman",
      "topics": [
        "safety-error"
      ],
      "type": "theoretical",
      "journal": "Research in Organizational Behavior",
      "doi": "https://doi.org/10.1016/j.riob.2011.09.003",
      "openAccess": true,
      "citation": "Goodman, P.S., Ramanujam, R., Carroll, J.S., Edmondson, A.C., Hofmann, D.A. and Sutcliffe, K.M. (2011) 'Organizational errors: Directions for future research', *Research in Organizational Behavior*, 31, pp. 151–176.",
      "weight": 9,
      "date": "2011-01-01",
      "summary": "The construct-defining chapter for 'organizational errors' as distinct from individual errors, heavily cited across the subsequent error literature (including by Lei, Naveh and Novikov's 2016 Journal of Management integrative review, itself already in this corpus, which treats this piece as one of its foundational sources) precisely because it formalises a distinction practitioners often make intuitively but the field hadn't yet defined rigorously. An organizational error is the action of multiple participants, acting in their formal roles, that deviates from organisationally specified rules and can potentially produce adverse organisational-level outcomes, primarily caused by organisational conditions rather than any individual's idiosyncrasies; an individual error, by contrast, is one person's deviation, best explained by what's specific to that person. The central case, based on real events at a US hospital pseudonymised as MWH, makes the distinction vivid. In 2001, a single heparin overdose at an affiliated hospital (both infants survived) triggered a full corrective response: physically separating different drug concentrations, mandatory verification training, and departmental discussion. Despite this, five years later, five different nurses independently administered the identical thousand-fold heparin overdose to six infants over a single weekend, killing three. The paper's point is that this second event, unlike a hypothetical or comparable single-nurse incident elsewhere, is an organizational error precisely because it's the same deviation, committed independently by multiple people who share a work context, signalling shared underlying conditions rather than five unrelated personal failures, a judgement MWH's own CEO reached intuitively when he called the incident 'institutional' rather than blaming the nurses. The paper's most genuinely unsettling insight is offered as the likely explanation: procedural decay. The elaborate 2001 fix probably worked exactly as intended for years, and that very success removed the feedback that sustained vigilance, so verification behaviour quietly eroded without anyone noticing until the underlying risk resurfaced, echoing Reason's observation that 'it is easy to forget to fear things that rarely happen.' A successful safety intervention can, in other words, seed the conditions for the failure it was built to prevent. The chapter also develops a multi-level apparatus tracing how antecedents at the individual, unit, and organisational level combine via mediating mechanisms, of which three are named directly: learning, error-corrective feedback loops, and error-amplifying feedback loops. The 1995 collapse of Barings Bank is the canonical illustration of amplification: a junior trader was allowed to both initiate and settle his own trades, a basic separation-of-duties failure; losses were repeatedly covered rather than caught; and the errors compounded exponentially rather than staying contained, ultimately destroying a 233-year-old bank. On managing errors, the chapter lays out two competing philosophies: prevention (rules, SOPs, training, audits, contingency plans, which assume the environment is stable enough to be controlled in advance) and resilience (psychological safety, a high-reliability culture, improvisation skill, which assume error is inevitable and the goal is to catch and correct it fast), crossed against three temporal phases (before, during, after an error occurs) into a practical planning matrix. Crucially, the two philosophies aren't presented as rivals: Vogus and Sutcliffe's finding that nursing units combining care pathways (prevention) with mindful organising (resilience) had fewer medication errors and falls than units relying on either alone is cited as evidence the approaches are complementary rather than substitutes. A section on context proposes hazard profile, external regulation, and organisational strategy as explanations for why otherwise similar organisations differ in error rates and responses, and offers a genuinely striking natural experiment on regulation: when the US aviation near-miss reporting system was blame-free, voluntary reporting rose sharply; when the law changed to allow reports to be used punitively against pilots, reporting collapsed. Closes by contrasting a 2009 commercial airline crash caused by one pilot's individual control error (other pilots routinely handled the same situation correctly, so retraining that one pilot would have been the right response) against the MWH case (where only structural, system-wide change was appropriate) to make the point that correctly diagnosing which kind of error you're facing has direct, practical consequences for which kind of fix you reach for.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "psychological safety",
        "foundations",
        "organizational",
        "errors",
        "directions",
        "future"
      ],
      "relatedArticles": [
        "blametropism",
        "bawa-garba",
        "watermelon",
        "crm"
      ]
    },
    {
      "id": "edmondson-mcmanus-2007",
      "kind": "paper",
      "title": "Methodological Fit in Management Field Research",
      "label": "Edmondson & McManus (2007)",
      "url": "https://www.jstor.org/stable/20159361",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-mcmanus-2007",
      "author": "Edmondson",
      "topics": [
        "measurement-method"
      ],
      "type": "theoretical",
      "journal": "Academy of Management Review",
      "doi": "https://doi.org/10.5465/AMR.2007.26586086",
      "openAccess": false,
      "citation": "Edmondson, A.C. and McManus, S.E. (2007) 'Methodological fit in management field research', *Academy of Management Review*, 32(4), pp. 1155–1179.",
      "weight": 8,
      "date": "2007-10-01",
      "summary": "Introduces 'methodological fit', internal consistency among four elements of a field research project (research question, prior work, research design, contribution to the literature), as a criterion for research quality that experienced field researchers had long practised implicitly but that the field had never made explicit. The central organising move is a continuum of theory maturity running from nascent (little or no prior theorising, genuinely novel phenomena) through intermediate (some established constructs, provisional relationships) to mature (well-specified constructs studied precisely across many settings), with each stage calling for a different research design: nascent theory calls for open-ended qualitative work aimed at a 'suggestive theory' that invites further research; intermediate theory calls for a hybrid of qualitative and quantitative data aimed at a 'provisional theory,' often integrating two previously separate literatures; mature theory calls for precise, quantitative hypothesis testing aimed at adding new specificity, mechanisms, or boundary conditions to an existing model. The paper's most striking exemplar for the intermediate case is Edmondson's own 1999 paper introducing team psychological safety, presented here as a worked example of the framework in action rather than merely cited: it married organisational-learning theory with team-effectiveness theory across three explicit phases, qualitative interviews with eight teams to shape new survey measures; a quantitative survey of 496 members across 53 teams, with team-design variables independently rated via blind manager interviews specifically to reduce common-method bias; and a final qualitative extreme-case comparison of high- and low-learning teams to explain what the numbers meant 'behind the numbers.' Barker's (1993) 'Tightening the Iron Cage,' an ethnographic study of self-managed teams that took two years of fieldwork to discover that peer-based concertive control could become more psychologically restrictive than the bureaucratic hierarchy it replaced, anchors the nascent-theory case and is reused later to illustrate a genuinely useful second idea, 'off-diagonal' fit. Self-managed teams were already a mature research area when Barker began, but he didn't ask the well-trodden question of what makes them effective; he asked how members cope with the social pressure of policing each other, a genuinely unexplored question inside an otherwise mature topic, which is what justified starting fresh with open-ended qualitative data despite the broader literature's maturity. The paper catalogues six specific ways fit goes wrong, one for each combination of theory stage and mismatched method, with real, sometimes self-implicating examples: in mature areas, qualitative-only work risks 'reinventing the wheel' by rediscovering already-known factors, while mixing in qualitative anecdotes as if they were evidence produces the 'uneven status of evidence' problem, illustrated by the authors' own account of submitting a mixed-methods paper on tacit knowledge and learning curves, initially reacting defensively to reviewers who pushed back on the qualitative material, then realising on reflection that removing it strengthened the paper considerably. In nascent areas, quantitative or hybrid designs risk 'fishing expeditions' and measures with an 'uncertain relationship to phenomena' that isn't yet understood well enough to measure validly, illustrated by another candid admission: an early Edmondson paper attempting to integrate qualitative and quantitative data on how teams learn a new technology had technically deficient, unvalidated quantitative measures that were eventually cut entirely, becoming the purely qualitative Edmondson, Bohmer and Pisano (2001) 'Disrupted Routines' paper already in this corpus. Models the research process itself as a funnel, borrowed deliberately from the product-development literature: choices are wide open before any data is collected and narrow progressively, so most of the productive iteration should happen early, in refining the question and design, since course-correction gets steadily more expensive once data collection is underway. Closes with implications for training new field researchers: methodological versatility over attachment to a single preferred toolkit, learning fit by deconstructing published exemplars, drafting research proposals for structured peer critique (explicitly noting this requires a climate of psychological safety, since sharing an early, unfinished research design with a room of peers is itself a genuine interpersonal risk), and apprenticeship alongside experienced researchers.",
      "keywords": [
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "psychological safety",
        "foundations",
        "methodological",
        "management"
      ],
      "relatedArticles": [
        "qualitative-measurement",
        "psi",
        "what-is-ps"
      ]
    },
    {
      "id": "edmondson-2018",
      "kind": "paper",
      "title": "The Fearless Organization: Creating Psychological Safety in the Workplace for Learning, Innovation, and Growth",
      "label": "Edmondson (2018)",
      "url": "https://www.hbs.edu/faculty/Pages/item.aspx?num=54851",
      "page": "https://explore.psychsafety.com/?mode=papers&node=edmondson-2018",
      "author": "Edmondson",
      "topics": [
        "foundations",
        "voice-silence"
      ],
      "type": "theoretical",
      "journal": "John Wiley & Sons",
      "doi": null,
      "openAccess": false,
      "citation": "Edmondson, A.C. (2018) *The Fearless Organization: Creating Psychological Safety in the Workplace for Learning, Innovation, and Growth*. Hoboken, NJ: John Wiley & Sons.",
      "weight": 10,
      "date": "2018-01-01",
      "summary": "Edmondson's own trade-book synthesis of two decades of research, and for most practitioners the actual route into psychological safety rather than the 1999 ASQ paper itself. Opens with a neonatal nurse, Christina Price, who stays silent about a medication a premature baby needs rather than push back against the treating physician, the book's recurring illustration that silence isn't a personality trait but a locally rational response to perceived risk. Structured in three parts across eight chapters. Part I lays the conceptual groundwork: Chapter 1 introduces psychological safety directly, and Chapter 2 ('The Paper Trail') surveys the accumulated evidence base without dwelling on individual studies, including Google's Project Aristotle finding (via Charles Duhigg's 2016 New York Times Magazine piece) that psychological safety was the single strongest predictor of team effectiveness across the hundreds of teams studied. Part II supplies the case-study weight: 'Avoidable Failure' and 'Dangerous Silence' work through corporate and safety disasters where fear silenced the people who saw trouble coming (Volkswagen's emissions scandal and Wells Fargo's fraudulent-account scandal both feature), while 'The Fearless Workplace' and 'Safe and Sound' turn to positive counter-examples across strikingly different settings: Barry Wehmiller, Google X, Eileen Fisher, Bridgewater and Pixar in the former, and, in the latter, Anglo American's adoption of a traditional South African village-assembly format, the lekgotla, to rebuild psychological safety in its mining operations after a wave of workplace deaths, a genuinely distinctive example of building the construct through a culturally specific practice rather than importing a generic Western one. Part III turns practical: Chapter 7 lays out a three-part leader's toolkit, setting the stage (framing the work and its stakes), inviting participation (genuine, structured invitations for input, not just an open door), and responding productively (expressing appreciation, destigmatising failure, and explicitly sanctioning clear violations, since psychological safety is reinforced rather than undermined by fair, proportionate responses to genuinely blameworthy conduct), a fuller, three-part elaboration of the same underlying idea condensed years later into the 'messaging, modelling, mentoring' framing in Edmondson and Kerrissey (2025), already in this corpus. Reiterates the blameworthy-failure statistic from her other work (managers, scientists and technologists she interviewed estimated only 1-4% of failures in their organisations were genuinely blameworthy) and explicitly invokes Deming's 'drive out fear' as a direct historical antecedent to the whole project. The book's most quotable original framing is the distinction between playing to win and playing not to lose: self-protective silence secures a narrow, safe victory at the cost of the larger opportunities that only genuine voice can open up.",
      "keywords": [
        "psychological safety",
        "foundations",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "fearless",
        "organization",
        "creating",
        "psychological"
      ],
      "relatedArticles": [
        "what-is-ps",
        "watermelon",
        "learning-teams",
        "ps-isnt-enough"
      ]
    },
    {
      "id": "vogus-sutcliffe-2007",
      "kind": "paper",
      "title": "The Safety Organizing Scale: Development and Validation of a Behavioral Measure of Safety Culture in Hospital Nursing Units",
      "label": "Vogus & Sutcliffe (2007)",
      "url": "https://www.jstor.org/stable/40221374",
      "page": "https://explore.psychsafety.com/?mode=papers&node=vogus-sutcliffe-2007",
      "author": "Vogus",
      "topics": [
        "safety-error",
        "measurement-method"
      ],
      "type": "primary",
      "journal": "Medical Care",
      "doi": "https://doi.org/10.1097/01.mlr.0000244635.61178.7a",
      "openAccess": false,
      "citation": "Vogus, T.J. and Sutcliffe, K.M. (2007) 'The safety organizing scale: Development and validation of a behavioral measure of safety culture in hospital nursing units', *Medical Care*, 45(1), pp. 46–54.",
      "weight": 8,
      "date": "2007-01-01",
      "summary": "Develops and validates the Safety Organizing Scale (SOS), a 9-item self-report measure of the concrete behaviours that constitute a unit-level safety culture, addressing a real gap in the prior literature: existing safety-culture measures mostly captured the surrounding context that promotes safety (supportive leadership, procedures, whether errors get reported) rather than the behaviours themselves. Built directly on Weick and Sutcliffe's high-reliability-organising tradition, mapping each SOS item onto one of the five component processes of 'collective mindfulness': preoccupation with failure (a chronic, proactive wariness about what could go wrong, e.g. 'we spend time identifying activities we do not want to go wrong'), reluctance to simplify interpretations (deliberately questioning assumptions about routine work rather than accepting received wisdom), sensitivity to operations (an ongoing, mutual 'map' of colleagues' skills and knowledge), commitment to resilience (discussing errors and how they could have been prevented, so the unit gets better at catching and containing problems rather than just avoiding them), and deference to expertise (decision authority migrating to whoever actually has the relevant expertise during a crisis, regardless of formal rank, e.g. 'when a patient crisis occurs, we rapidly pool our collective expertise'). Validated with 1,685 registered nurses across 125 nursing units in 13 Catholic hospitals spanning six US states and a wide range of sizes and settings (rural, suburban, urban). Reliability was strong (Cronbach's alpha 0.88), confirmatory factor analysis supported a single underlying factor, and the SOS was shown to be statistically distinct from two theoretically related constructs, organisational commitment and trust in manager, via nested model comparisons. Aggregating individual responses up to the unit level was explicitly and rigorously justified (median within-unit agreement of 0.98, meaningful between-unit variance), confirming the SOS captures something genuinely shared across a unit rather than just individual attitudes. The paper's most consequential finding is prospective, not merely concurrent: units scoring higher on the SOS had significantly fewer reported medication errors and patient falls over the following six months, while trust in manager, organisational commitment, and a lower patient-to-nurse ratio all predicted higher SOS scores, as theorised. Addresses a real threat to this kind of validity directly: since safety-culture measures could plausibly just capture a unit's willingness to report rather than its actual safety, the authors show that units with more reported errors and falls were independently rated lower on quality of care by their own nurse managers, evidence that high reported-error counts in this sample reflect genuinely less safe units rather than merely more transparent ones. Limitations are candidly flagged: the sample is drawn from a single Catholic hospital system (albeit one spanning a wide range of sizes and locations), the measure was validated using nurses only even though safety is shaped by a much broader set of care providers, and the outcome data rely on incident reports rather than independently observed or audited events, a gap the authors explicitly flag for future work using direct observation or prospective clinical surveillance.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "organizing",
        "scale",
        "development"
      ],
      "relatedArticles": [
        "crm",
        "bawa-garba",
        "psi",
        "learning-teams"
      ]
    },
    {
      "id": "morrison-2023",
      "kind": "paper",
      "title": "Employee Voice and Silence: Taking Stock a Decade Later",
      "label": "Morrison (2023)",
      "url": "https://doi.org/10.1146/annurev-orgpsych-120920-054654",
      "page": "https://explore.psychsafety.com/?mode=papers&node=morrison-2023",
      "author": "Morrison",
      "topics": [
        "voice-silence"
      ],
      "type": "review",
      "journal": "Annual Review of Organizational Psychology and Organizational Behavior",
      "doi": "https://doi.org/10.1146/annurev-orgpsych-120920-054654",
      "openAccess": true,
      "citation": "Morrison, E.W. (2023) 'Employee voice and silence: Taking stock a decade later', *Annual Review of Organizational Psychology and Organizational Behavior*, 10, pp. 79–107.",
      "weight": 9,
      "date": "2022-10-06",
      "summary": "A decade-later sequel to Morrison's own foundational 2014 review, tracking how the voice and silence literature has grown roughly tenfold in publication volume since then. A systematic search (PsychInfo, PsychNet, ABI-INFORM, 2014–2021, restricted to top-tier journals) yielded 158 papers. Defines voice narrowly and deliberately: informal, discretionary, upward communication intended to bring about improvement or change, excluding peer-only voice and external whistleblowing, and explicitly pushes back against Maynes and Podsakoff's (2014) broader framework (which folds in 'destructive voice' and 'defensive voice') as abandoning the construct's defining prosocial, change-oriented character rather than sharpening it. A second, harsher critique is reported at length rather than dismissed: industrial and employment relations scholars accuse the organisational behaviour voice literature of being a narrow, individualistic, managerialistic silo that only recognises voice serving management's interests and almost entirely ignores collective and formal mechanisms like unions and works councils, a critique Morrison partly concedes even while defending the OB definition itself, and returns to as a genuine gap the field needs to address. Charts a real methodological shift: increasing use of Liang, Farh and Farh's (2012) promotive (suggestion-focused) versus prohibitive (problem-focused) voice distinction over the older undifferentiated Van Dyne and LePine (1998) scale, since the two forms turn out to have meaningfully different predictors, outcomes, and even different emotional costs to the person voicing (prohibitive voice increases the voicer's own anxiety; promotive voice increases pride). The paper's single most consequential finding is Sherf, Parke and Isaakyan's (2021) direct challenge to the field's usual assumption that silence is simply the absence of voice: their meta-analysis and six-month panel study show voice and silence are driven by genuinely independent regulatory systems (voice by behavioural activation, responding most to perceived impact; silence by behavioural inhibition, responding most to psychological safety), meaning research can't simply flip the sign on voice predictors to explain silence, as much of the literature had implicitly assumed. Along the way, the review surfaces a long list of nuances that complicate tidy advice: an inverted-U relationship between leader-member exchange and voice (too much closeness can suppress it, not just too little); a U-shaped relationship between job satisfaction and voice; supervisors giving more credit for voice to higher-status employees even when lower-status employees speak up more often, meaning speaking up more doesn't compensate for whose voice gets recognised; and, in a genuinely counterintuitive finding on formal mechanisms, employees with more access to formal voice channels like suggestion boxes reported using them for helpful ideas while becoming more selective about withholding anything that might disturb group harmony, undercutting the assumption that simply adding a channel increases candour rather than just redirecting it. A 33-country study of silence motives found power distance predicts more acquiescent and prosocial silence but has no relationship with fear-based silence specifically, complicating the standard assumption that high-power-distance cultures simply produce more frightened employees across the board. Morrison is candid about the field's fragmentation throughout, noting at one point that the sheer length and inconsistency of the mediator and moderator list for leadership and voice makes it 'unclear how to best advise organizational leaders.' Closes by identifying ethical voice as the field's most significant blind spot: because mainstream voice research has implicitly equated 'prosocial' with 'pro-organizational,' and because the standard measurement scales don't ask about raising misconduct, harassment, or fraud, the literature has had surprisingly little to say about exactly the situations, evoked directly by #MeToo and cases like Enron and Wells Fargo, where people knew and stayed silent anyway.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "psychological safety",
        "foundations",
        "employee",
        "taking"
      ],
      "relatedArticles": [
        "calculus",
        "how-respond",
        "ps-bravery",
        "barriers"
      ]
    },
    {
      "id": "sanner-bunderson-2015",
      "kind": "paper",
      "title": "When Feeling Safe Isn't Enough: Contextualizing Models of Safety and Learning in Teams",
      "label": "Sanner & Bunderson (2015)",
      "url": "https://doi.org/10.1177/2041386614565145",
      "page": "https://explore.psychsafety.com/?mode=papers&node=sanner-bunderson-2015",
      "author": "Sanner",
      "topics": [
        "critique",
        "team-learning"
      ],
      "type": "primary",
      "journal": "Organizational Psychology Review",
      "doi": "https://doi.org/10.1177/2041386614565145",
      "openAccess": false,
      "citation": "Sanner, B. and Bunderson, J.S. (2015) 'When feeling safe isn't enough: Contextualizing models of safety and learning in teams', *Organizational Psychology Review*, 5(3), pp. 224–243.",
      "weight": 7,
      "date": "2015-01-01",
      "summary": "A meta-analysis (51 studies, 48 papers, roughly 3,700 teams) arguing that psychological safety's effect on team learning and performance is not unconditional, as almost all prior research had implicitly modelled it (17 of the 20 papers reviewed treated safety as an unmoderated antecedent), but bounded by a 'motivation to learn' that psychological safety itself doesn't supply. The distinction is drawn from classic expectancy theory: psychological safety addresses expectancy (team members believe they CAN take interpersonal risks safely) but says nothing about instrumentality or valence (whether team members see any point in doing so). Because no study in the sample actually measured learning motivation directly, the paper operationalises it entirely through proxy: three task characteristics (creativity requirements, sensemaking requirements, complexity) coded from national occupational databases (O*NET, the Dictionary of Occupational Titles) rather than from the studies themselves, based on context descriptions in the original papers that the authors admit were often brief and vague, and in nearly half the cases, on information solicited directly from study authors after the fact. Bias-corrected correlations across the full sample were fairly strong (safety-learning rho = .58, safety-performance rho = .32, learning-performance rho = .39), but varied considerably across studies, and this variance tracked the three task characteristics closely: complexity alone explained roughly a third of the variance in the safety-learning correlation and nearly half in the safety-performance correlation. The paper's most defensible and least contestable finding is a genuine sampling-bias corrective, separate from the moderation story: the large majority of published psychological safety and learning studies (78-81% depending on the dimension) have sampled from above-median-complexity, above-median-creativity task settings, meaning the field's headline effect sizes are probably inflated relative to the general population of work. The moderation mechanism built on top of that finding is less airtight than the framing suggests, though. The 'motivation to learn' construct doing all the theoretical work is never actually validated against anything; it's an inference chain running from occupational task codes to a psychological state the paper never measures, a limitation the authors themselves acknowledge but don't fully reckon with. An equally plausible alternative reading is that complex, creative work simply has more room for learning behaviour to vary in the first place, so almost any antecedent, not just psychological safety, would correlate more strongly with learning there, for reasons that have nothing to do with motivation specifically. There is also a confound the paper doesn't rule out: high-complexity, high-creativity settings like hospitals and R&D labs are disproportionately where Edmondson's own measurement tradition and research collaborators have concentrated their work, so the observed 'moderation by task type' could partly reflect which research programmes study which populations, rather than a task-level psychological mechanism operating independently of who happened to study it. The regressions testing the core moderation hypotheses also rest on a small number of studies (22 to 27) as the unit of analysis for reported effect sizes that are fairly large by the standards of organisational-behaviour meta-regression, which is worth some caution given how much leverage a handful of occupational codings could have on a regression that size. None of this undermines the paper's more modest central point, that psychological safety alone is an incomplete account of team learning and that the field has been sampling from a systematically unrepresentative slice of workplaces, but the specific mechanism proposed to explain the moderation is more speculative than its reputation as 'the' contextualising paper on psychological safety implies.",
      "keywords": [
        "critique",
        "criticism",
        "limitations",
        "team learning",
        "teams",
        "learning",
        "performance",
        "feeling",
        "safe",
        "enough",
        "contextualizing"
      ],
      "relatedArticles": [
        "ps-isnt-enough",
        "utility",
        "psi",
        "learning-teams"
      ]
    },
    {
      "id": "sherf-parke-isaakyan-2021",
      "kind": "paper",
      "title": "Distinguishing Voice and Silence at Work: Unique Relationships with Perceived Impact, Psychological Safety, and Burnout",
      "label": "Sherf, Parke & Isaakyan (2021)",
      "url": "https://pure.eur.nl/ws/files/212135059/EBSCO-FullText-11_04_2025.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=sherf-parke-isaakyan-2021",
      "author": "Sherf",
      "topics": [
        "voice-silence",
        "critique"
      ],
      "type": "primary",
      "journal": "Academy of Management Journal",
      "doi": "https://doi.org/10.5465/amj.2018.1428",
      "openAccess": true,
      "citation": "Sherf, E.N., Parke, M.R. and Isaakyan, S. (2021) 'Distinguishing voice and silence at work: Unique relationships with perceived impact, psychological safety, and burnout', *Academy of Management Journal*, 64(1), pp. 114–148.",
      "weight": 9,
      "date": "2021-02-18",
      "summary": "Directly resolves a long-standing ambiguity that Kish-Gephart et al. (2009) and much of the fear-and-silence literature already in this corpus leaves open: are voice and silence genuinely opposite ends of one continuum, such that whatever increases one automatically decreases the other, or are they functionally independent behaviours with their own separate drivers? The literature had split roughly evenly, with some studies finding voice and silence negatively correlated and others finding them positively correlated, with no theoretical account of why. This paper resolves the ambiguity by drawing on the behavioural activation system (BAS) and behavioural inhibition system (BIS) distinction from personality and motivation research: two functionally independent, biologically grounded regulatory systems, one appetitive and approach-oriented (associated with hope, enthusiasm, and pursuing rewards), the other aversive and avoidance-oriented (associated with fear, vigilance, and avoiding threats). Voice is theorised as a prototypical BAS response, an approach behaviour aimed at achieving a desired future state, while silence is theorised as a prototypical BIS response, an avoidance behaviour aimed at preventing self-relevant harm. Because voice and silence sit on genuinely separate regulatory systems, the paper predicts, and finds, that they have different key predictors: perceived impact, whether speaking up seems likely to actually change anything, predicts voice more strongly than silence, while psychological safety, whether acting seems risky, predicts silence more strongly than voice. One conceptual clarification worth noting: voice and silence are still opposites at the single-issue level (raise a concern or don't, in the moment), but become independent once aggregated across issues or time, meaning a person can score high on both (raising some concerns while actively suppressing others) or low on both, which reconciles the field's conflicting intuitions. The paper also directly corrects a common miscategorisation: prohibitive voice (flagging a problem or risk) has sometimes been treated as an inhibition-oriented behaviour because its content is about preventing harm, but the authors argue the act itself is an approach behaviour, taking on personal risk to protect the group, and their data bear this out. Study 1, a meta-analysis of 162 papers (voice alone drew on over 50,000 respondents against roughly 12,500 for silence, an imbalance the authors call out explicitly as an 'asymmetrical treatment' worth correcting), found the corrected voice-silence correlation was weak (r = -.15), well under the threshold usually used to judge two constructs distinct; that perceived impact explained 67% of voice's predicted variance against psychological safety's 28%; that psychological safety explained 85% of silence's predicted variance against perceived impact's 11%; and that silence related to burnout dramatically more strongly than voice did (silence explained 92% of the shared predicted variance in burnout, voice just 8%). Study 2, a six-month interval-contingent panel study, constructively replicated all of this at both the aggregated person level and the monthly, time-lagged level, and directly tested and ruled out reverse causality (voice and silence did not predict subsequent perceived impact or psychological safety, supporting the proposed causal direction). A third, unpublished replication in the paper's online appendix held even after controlling for people's dispositional BAS and BIS temperaments directly, suggesting the situational effects aren't just proxying for stable personality traits. The clearest practical implication complicates a great deal of standard psychological-safety-first advice: building safety alone may not be enough to increase voice, since voice tracks perceived impact more closely, and conversely, giving people more visible influence over decisions may not be enough to reduce silence on genuinely risky topics, since silence tracks safety more closely. The paper's suggestion is that organisations likely need two different kinds of intervention, not one: impact-generating mechanisms like quality circles or visible follow-through on suggestions to cultivate voice, and safety-generating mechanisms like anonymous channels or protection from punishment to reduce silence, rather than assuming either one will automatically produce the other. A further sharp implication follows from the burnout finding: since it is the amount someone is actively withholding, not merely how much they voice, that predicts burnout, organisations that only track and reward voice frequency may be missing the more consequential half of the picture, and may need to actively seek out what people are withholding rather than inferring wellbeing from how much people are already saying.",
      "keywords": [
        "gender",
        "voice",
        "speaking up",
        "women",
        "silence",
        "raising concerns",
        "critique",
        "criticism",
        "limitations",
        "distinguishing"
      ],
      "relatedArticles": [
        "calculus",
        "how-respond",
        "ps-bravery",
        "barriers"
      ]
    },
    {
      "id": "deng-leung-lam-huang-2019",
      "kind": "paper",
      "title": "Slacking Off in Comfort: A Dual-Pathway Model for Psychological Safety Climate",
      "label": "Deng, Leung, Lam & Huang (2019)",
      "url": "https://durham-repository.worktribe.com/output/1343109",
      "page": "https://explore.psychsafety.com/?mode=papers&node=deng-leung-lam-huang-2019",
      "author": "Deng",
      "topics": [
        "critique",
        "team-learning"
      ],
      "type": "primary",
      "journal": "Journal of Management",
      "doi": "https://doi.org/10.1177/0149206317693083",
      "openAccess": true,
      "citation": "Deng, H., Leung, K., Lam, C.K. and Huang, X. (2019) 'Slacking off in comfort: A dual-pathway model for psychological safety climate', *Journal of Management*, 45(3), pp. 1114–1144.",
      "weight": 6,
      "date": "2019-03-01",
      "summary": "Proposes that psychological safety climate has two competing effects on team learning and voice, not one: a 'bright' pathway (reducing fear of failure, which raises learning and voice, the standard Edmondson mechanism) and a 'dark' pathway (reducing perceived accountability, which lowers work motivation and so lowers learning and voice), with the two partly cancelling out. Study 1, a two-sample field survey aggregated to the group level, and Study 2, a laboratory experiment with ad hoc groups completing a creativity task under manipulated psychological safety conditions, both find support for the dual-pathway structure. The framing deserves more scrutiny than the paper's own tidy balance suggests, on two fronts. First, the 'dark' pathway rests on treating psychological safety as functionally equivalent to reduced accountability or evaluative pressure, which is a real conflation rather than a neutral operationalisation: Edmondson's own construct explicitly separates psychological safety from accountability as independent axes (the 'learning zone' being high on both, not psychological safety substituting for standards), and the passage this paper cites from her to motivate the dark pathway, about people becoming 'too comfortable' and drifting into casual conversation, reads in context as a warning about mistaking niceness for genuine psychological safety, not a claim about what properly-defined psychological safety itself does. Building a formal causal pathway out of that caveat risks testing a strawman version of the construct rather than the construct Edmondson actually defines, and whatever manipulation was used to create the lab experiment's 'high safety' condition needs to be read with that risk in mind: if it signals relaxed standards alongside reduced interpersonal risk, the experiment would confirm the same conflation driving the theory rather than test an independent mechanism against it. Second, the methodology has real limitations even setting the conflation aside: Study 1 pools two separately recruited convenience samples of very different sizes without an explicit equivalence check, and its 'groups' range down to dyads, for a construct that is meant to capture emergent, shared group-level climate; the reported aggregation statistics clear conventional thresholds, but those thresholds are known to run permissive in very small groups, where there is less room for genuine disagreement among only two or three raters to surface in the first place. None of this means the paper's more modest possible conclusion is wrong, that badly implemented or misunderstood psychological safety (the niceness-without-standards failure mode Edmondson herself warns against) can sap motivation, but the paper's actual framing goes further than that, presenting reduced accountability as a built-in consequence of psychological safety climate as such, which is a stronger and more contestable claim than the evidence here can really support.",
      "keywords": [
        "critique",
        "criticism",
        "limitations",
        "team learning",
        "teams",
        "learning",
        "performance",
        "slacking",
        "comfort",
        "dual-pathway",
        "psychological"
      ],
      "relatedArticles": [
        "ps-isnt-enough",
        "utility",
        "psi"
      ]
    },
    {
      "id": "coutifaris-grant-2021",
      "kind": "paper",
      "title": "Taking Your Team Behind the Curtain: The Effects of Leader Feedback-Sharing and Feedback-Seeking on Team Psychological Safety",
      "label": "Coutifaris & Grant (2021)",
      "url": "https://doi.org/10.1287/orsc.2021.1498",
      "page": "https://explore.psychsafety.com/?mode=papers&node=coutifaris-grant-2021",
      "author": "Coutifaris",
      "topics": [
        "trust-interpersonal",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Organization Science",
      "doi": "https://doi.org/10.1287/orsc.2021.1498",
      "openAccess": false,
      "citation": "Coutifaris, C.G.V. and Grant, A.M. (2022) 'Taking your team behind the curtain: The effects of leader feedback-sharing and feedback-seeking on team psychological safety', *Organization Science*, 33(4), pp. 1574–1598.",
      "weight": 7,
      "date": "2021-08-17",
      "summary": "Note: sourced from the published abstract and a secondary research summary rather than the full primary text, so this description is necessarily thinner on methodological specifics than most entries in this corpus. Examines a specific, underexplored lever for building durable psychological safety: whether leaders build it more effectively by seeking feedback (asking their team for input) or by sharing feedback (openly disclosing criticism they've already received about their own performance from others). Three studies build the case. In naturalistic data on CEOs, both feedback-seeking and feedback-sharing independently predicted board members' ratings of top-management-team psychological safety. The more consequential test is a longitudinal field experiment: leaders were randomly assigned to practice one behaviour or the other, and only feedback-sharing had a positive effect on psychological safety measured a full year later; feedback-seeking, despite being the behaviour most leadership advice emphasises, did not produce a lasting effect. A follow-up round of qualitative interviews with leaders and employees two years on explains why the two behaviours diverged so sharply over time. Feedback-seeking opened a moment of vulnerability, but it tended to dissolve: leaders sometimes responded defensively to what they heard, or simply didn't visibly act on it, and the practice lost credibility once employees noticed nothing was changing as a result of speaking up. Feedback-sharing worked differently: because a leader disclosing criticism they'd personally received was a public, on-the-record act of vulnerability, it created a kind of social commitment to keep doing it, and employees reciprocated by offering more of their own honest feedback in turn, which gave the leader more concrete, actionable material to work with and built a habit of mutual accountability that proved durable. A further finding worth flagging directly: leaders who shared criticism they'd received did not damage their own reputation for competence by doing so, addressing a natural worry that public vulnerability costs a leader authority. The practical implication complicates a lot of standard leadership advice, which tends to treat 'ask more questions' as the primary behavioural lever for building psychological safety: this research suggests that disclosure, not just solicitation, may be the more durable route, and that the two aren't interchangeable substitutes for each other.",
      "keywords": [
        "trust",
        "relationships",
        "interpersonal",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "taking",
        "your",
        "team",
        "behind"
      ],
      "relatedArticles": [
        "how-respond",
        "reducing-power-gradients",
        "learning-teams",
        "watermelon"
      ]
    },
    {
      "id": "kerrissey-satterstrom-edmondson-2020",
      "kind": "paper",
      "title": "Into the Fray: Adaptive Approaches to Studying Novel Teamwork Forms",
      "label": "Kerrissey, Satterstrom & Edmondson (2020)",
      "url": "https://doi.org/10.1177/2041386620912833",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kerrissey-satterstrom-edmondson-2020",
      "author": "Kerrissey",
      "topics": [
        "measurement-method",
        "team-learning"
      ],
      "type": "theoretical",
      "journal": "Organizational Psychology Review",
      "doi": "https://doi.org/10.1177/2041386620912833",
      "openAccess": false,
      "citation": "Kerrissey, M.J., Satterstrom, P. and Edmondson, A.C. (2020) 'Into the fray: Adaptive approaches to studying novel teamwork forms', *Organizational Psychology Review*, 10(2), pp. 62–86.",
      "weight": 6,
      "date": "2020-04-01",
      "summary": "A methodological companion to Edmondson and McManus's (2007) broader fit framework, addressing a specific problem that framework doesn't fully anticipate: most team research methods assume teams are bounded, stable, and self-aware, meaning they have a fixed, identifiable membership, that membership persists across the period being studied, and that members themselves recognise who is and isn't on the team. Increasingly, real teamwork happens in forms that violate one or more of these assumptions: fluid membership that rotates in and out as a task unfolds, permeable or contested boundaries, ad hoc configurations assembled for a single episode, and cross-functional or distributed arrangements where members may not share a settled, common understanding of who else is 'on the team' at any given moment. Applying standard team-research methods, which typically start by fixing a roster and then measuring properties of that fixed group, to teamwork of this kind risks studying an idealised, stable version of the phenomenon rather than the messier, dynamic reality practitioners actually navigate, and can systematically miss exactly the improvised, boundary-crossing coordination that makes fluid teamwork distinctive in the first place. The paper works through the specific methodological strain points this mismatch creates: defining the unit and level of analysis when the boundary itself is unstable or contested; timing data collection when team composition may have already changed by the time a survey or interview reaches participants; and interpreting team-level constructs like psychological safety when respondents may not agree on who the relevant 'team' even is. In response, it argues for adaptive research strategies that let team boundaries and membership emerge from the data rather than being fixed by the researcher in advance: qualitative and ethnographic methods that follow the actual flow of interaction and coordination as it happens; sampling and timing strategies sensitive to when composition is likely to shift; and a general shift from treating 'the team' as a stable unit to be measured toward treating teaming as an ongoing, adaptive activity to be traced, echoing Edmondson's broader distinction between team as noun and teaming as verb. The underlying argument is that as more real-world work moves toward exactly these fluid, boundary-crossing forms, sticking with methods built for stable, intact teams doesn't just under-measure the phenomenon, it risks quietly redefining the research questions the field asks toward whatever happens to still be measurable with old tools.",
      "keywords": [
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "team learning",
        "teams",
        "learning",
        "performance",
        "fray",
        "adaptive",
        "studying",
        "novel"
      ],
      "relatedArticles": [
        "crm",
        "learning-teams",
        "high-performing-teams"
      ]
    },
    {
      "id": "dutton-ashford-1993",
      "kind": "paper",
      "title": "Selling Issues to Top Management",
      "label": "Dutton & Ashford (1993)",
      "url": "http://sjbae.pbworks.com/w/file/fetch/58197850/dutton_ashford_1993.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=dutton-ashford-1993",
      "author": "Dutton",
      "topics": [
        "voice-silence"
      ],
      "type": "theoretical",
      "journal": "Academy of Management Review",
      "doi": "https://doi.org/10.5465/amr.1993.9309035145",
      "openAccess": true,
      "citation": "Dutton, J.E. and Ashford, S.J. (1993) 'Selling issues to top management', *Academy of Management Review*, 18(3), pp. 397–428.",
      "weight": 8,
      "date": "1993-07-01",
      "summary": "The genuine historical root of what later became known in the psychological safety literature as the 'calculus of voice': introduces issue selling, the process by which middle managers (people two or three levels below the CEO, with more resources than junior staff but less control than senior leadership) direct top management's scarce attention toward a concern, deliberately distinguished from selling a specific solution or project, since issues themselves are ambiguous and contested, and only become organisational 'problems' through someone's active claims-making rather than by simply existing as objective conditions. Synthesises three separate literatures into a single model: social problem theory (from sociology, on how issues get framed and legitimated), impression management theory (on the reputational risks of speaking up), and upward influence research (on what makes persuasion attempts targeting senior leadership succeed). The paper's most consequential move, and the direct ancestor of Detert and Burris's (2007) later 'expectancy-like calculus' framing that much of the voice literature still uses, is treating the decision to initiate issue selling in expectancy-valence terms: people raise an issue when they both value it enough and expect the attempt to succeed, a genuinely early, precise articulation of exactly the cost-benefit weighing later voice and silence research keeps rediscovering under different names. Identifies two distinct reputational risks a seller runs, independent of whether the issue itself gets resolved well: being personally associated with an issue seen as negative, inappropriate or fringe (illustrated directly with the era's female executives being reluctant to speak publicly on what were coded as 'women's issues,' for fear of the stigma attaching to both the topic and to themselves), and having the organisation's eventual response to the issue reflect badly on the seller regardless of the issue's own merits. Works through, in a series of seventeen testable propositions, how issue framing shapes whether it gets heard: whether a solution is attached (usually, but not always, helpful, since it can also foreclose collective problem-solving or simply take too long in fast-moving environments); whether the framing implies top management's own responsibility for the issue (a double-edged tactic, since it raises attention but risks the seller's credibility, as executives don't love being told a problem is theirs); the use of vivid, dramatic, emotionally engaging presentation over dry statistical reporting, provided it's still backed by credible evidence; how succinctly the issue is expressed, since simply-packaged issues cost top management less of its scarce attention to process; whether the seller bundles the issue with others (safety in numbers and a broader coalition, at the cost of diluted personal credit and lost succinctness) or brings in allies to sell it collectively rather than solo (protects the individual seller's reputation but dilutes their credit if it succeeds); and whether selling happens through public or private channels (public selling puts impression-management pressure on top management to look responsive, increasing the odds of being heard, but also puts the seller's own reputation more visibly on the line). Explicitly proposed as an agenda for future empirical research rather than a report of findings, but its core theoretical architecture, that voice is a calculated act weighing value against expected success, with real reputational stakes attached to both raising an issue and to how it's ultimately resolved, has proven durable enough to still be doing foundational work in the field three decades later.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "psychological safety",
        "foundations",
        "selling",
        "issues",
        "management"
      ],
      "relatedArticles": [
        "calculus",
        "how-respond",
        "barriers",
        "ps-bravery"
      ]
    },
    {
      "id": "van-dyne-ang-botero-2003",
      "kind": "paper",
      "title": "Conceptualizing Employee Silence and Employee Voice as Multidimensional Constructs",
      "label": "Van Dyne, Ang & Botero (2003)",
      "url": "https://doi.org/10.1111/1467-6486.00384",
      "page": "https://explore.psychsafety.com/?mode=papers&node=van-dyne-ang-botero-2003",
      "author": "Van Dyne",
      "topics": [
        "voice-silence"
      ],
      "type": "theoretical",
      "journal": "Journal of Management Studies",
      "doi": "https://doi.org/10.1111/1467-6486.00384",
      "openAccess": false,
      "citation": "Van Dyne, L., Ang, S. and Botero, I.C. (2003) 'Conceptualizing employee silence and employee voice as multidimensional constructs', *Journal of Management Studies*, 40(6), pp. 1359–1392.",
      "weight": 9,
      "date": "2003-09-01",
      "summary": "The classic, extremely widely cited theoretical foundation for treating voice and silence as separate, multidimensional constructs rather than as simple opposites of the same underlying behaviour, differentiated not by whether someone speaks but by why. Proposes three types of silence, distinguished purely by underlying motive rather than by the overt behaviour of staying quiet: acquiescent silence, a passive, disengaged withholding rooted in resignation, essentially giving up rather than actively protecting anything; defensive silence, a more proactive, self-protective withholding driven by fear, the most self-interested of the three; and prosocial silence, a genuinely other-oriented withholding aimed at benefiting colleagues or the organisation, such as keeping a confidence or choosing not to share something out of loyalty. Proposes three parallel types of voice along the same three motives: acquiescent voice, compliant expression of support for the status quo out of disengagement rather than genuine belief; defensive voice, self-protective speaking up aimed at covering oneself or shifting blame; and prosocial voice, genuinely constructive, other-oriented speaking up, which the paper notes is the only form of voice most of the literature implicitly studies, treating the other two as if they didn't exist. The paper's central theoretical claim, which anticipates by nearly two decades what Sherf, Parke and Isaakyan (2021) would later demonstrate empirically (already in this corpus), is that silence and voice can't simply be treated as mirror images of one continuum, because they differ fundamentally in how observable they are: voice at least gives an observer some content to interpret, however imperfectly, while silence is the absence of any directly observable act at all, meaning observers have to infer motive from indirect cues and are systematically more likely to misattribute the reasons behind someone's silence than behind their voice. This differential ambiguity has a genuinely important downstream consequence the paper works through in detail: because the same act of staying quiet could plausibly be read by a manager as laziness, thoughtful loyalty, fear, or simple disengagement, and there is little direct evidence available to correct a wrong guess, silence produces more variable and more incongruent consequences for employees than voice does, with genuinely prosocial silence, staying quiet to protect a colleague, for instance, at real risk of being misread and punished as disengagement, while some disengaged, resigned silence might get mistaken for admirable restraint and go unchallenged. The prosocial silence category is itself worth flagging as a direct, decades-earlier conceptual ancestor of Edmondson and Besieux's (2021) 'processing' category, already in this corpus: both papers independently insist that some silence is a genuinely good, other-oriented choice rather than either fear or laziness, just via different specific frameworks published nearly twenty years apart.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "psychological safety",
        "foundations",
        "conceptualizing",
        "employee"
      ],
      "relatedArticles": [
        "calculus",
        "how-respond",
        "barriers",
        "ps-bravery"
      ]
    },
    {
      "id": "roberto-2002",
      "kind": "paper",
      "title": "Lessons from Everest: The Interaction of Cognitive Bias, Psychological Safety, and System Complexity",
      "label": "Roberto (2002)",
      "url": "https://sociologianautica.wordpress.com/wp-content/uploads/2011/03/roberto.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=roberto-2002",
      "author": "Roberto",
      "topics": [
        "safety-error",
        "voice-silence",
        "complexity"
      ],
      "type": "case-study",
      "journal": "California Management Review",
      "doi": "https://doi.org/10.2307/41166157",
      "openAccess": true,
      "citation": "Roberto, M.A. (2002) 'Lessons from Everest: The interaction of cognitive bias, psychological safety, and system complexity', *California Management Review*, 45(1), pp. 136–158.",
      "weight": 7,
      "date": "2002-10-01",
      "summary": "One of the earliest and most widely taught applications of Edmondson's psychological safety construct beyond conventional organisational settings, and among the first to set it alongside behavioural decision theory and normal accident theory in a single integrated analysis. Roberto examines the 1996 Everest disaster, in which expedition leaders Rob Hall and Scott Fischer and three clients died during descent, through three levels he insists are complementary rather than rival explanations. At the individual level, cognitive biases impaired judgement: sunk cost escalation (clients who had spent up to $70,000 and weeks of suffering found it nearly impossible to turn around short of the summit; only four did), overconfidence in both expedition leaders, and a recency effect by which several seasons of benign weather led experienced guides to underestimate a storm that was, historically, entirely normal for the mountain. At the group level, the antecedents Edmondson identified for team psychological safety were systematically absent: steep status differences (a guide-client protocol under which clients had been conditioned not to question guides' judgement, and a $15,000 pay differential between guides that Beidleman later identified as part of why he held back his serious reservations about climbing past midday), leader behaviour (Hall announced at base camp that 'my word will be absolute law, beyond appeal'), and near-total unfamiliarity between team members, most of whom had never met before the expedition and so had no basis for the trust that disagreement requires. At the system level, Perrow's complex interactions and tight coupling: a customs delay in Russia, another expedition's misplaced fixed ropes, a failed negotiation with Outside magazine, and a rigid eighteen-hour oxygen-limited summit schedule interacted so that individually trivial failures cascaded. The integrative claim is the paper's lasting contribution: an absence of psychological safety makes cognitive bias harder to catch, because nobody tests anyone's assumptions; unchallenged bias becomes most dangerous in tightly coupled systems, where one error triggers others; and complexity in turn raises the cost of every silence. The three levels are mutually reinforcing concepts, not competing explanations, and Roberto closes by warning that attributing such failures to individual human error is itself a bias, one that conveniently persuades ambitious observers they would have done better.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "lessons"
      ],
      "relatedArticles": [
        "everest",
        "tenerife",
        "challenger",
        "complexity",
        "reducing-power-gradients",
        "fundamental-attribution"
      ]
    },
    {
      "id": "laporte-consolini-1991",
      "kind": "paper",
      "title": "Working in Practice But Not in Theory: Theoretical Challenges of \"High-Reliability Organizations\"",
      "label": "La Porte & Consolini (1991)",
      "url": "https://polisci.berkeley.edu/sites/default/files/people/u3825/LaPorte-WorkinginPracticebutNotinTheory.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=laporte-consolini-1991",
      "author": "La Porte",
      "topics": [
        "safety-error",
        "complexity"
      ],
      "type": "theoretical",
      "journal": "Journal of Public Administration Research and Theory",
      "doi": "https://doi.org/10.1093/oxfordjournals.jpart.a037070",
      "openAccess": true,
      "citation": "La Porte, T.R. and Consolini, P.M. (1991) 'Working in practice but not in theory: Theoretical challenges of \"high-reliability organizations\"', *Journal of Public Administration Research and Theory*, 1(1), pp. 19–48.",
      "weight": 9,
      "date": "1991-01-01",
      "summary": "The paper that named and set the agenda for the high reliability organizations (HRO) research programme, and the standing counterweight to Perrow's normal accident theory (already in this corpus). Drawing on the Berkeley group's field research inside three organisations held to a failure-free standard — the FAA's air traffic control system, US Navy nuclear aircraft carrier flight operations, and Pacific Gas and Electric's grid including Diablo Canyon — La Porte and Consolini pose the puzzle their title captures: some organisations running highly hazardous, tightly coupled, interactively complex technologies achieve reliability far higher than organisation theory says should be possible, and they do it precisely because trial-and-error learning is foreclosed to them, since the cost of a major failure exceeds the value of any lesson it would teach. The paper's distinctive contribution is not a claim that these systems are safe by luck but a structural account of how they are made reliable, organised around three theoretical surprises. First, decision-making: HROs cannot rely on the incremental, learn-by-doing model that dominates organisation theory, because some errors are too punishing to be allowed even once; instead they run a hybrid of calculative, SOP-bound routine and judgemental, professional improvisation, extending programmed decision as far as knowledge allows while staying alert to the surprises that can cascade into system failure. Second, and most influentially, authority migrates with tempo: the same personnel move fluidly between a routine bureaucratic mode (hierarchical, rank-based, feedback-suppressing), a high-tempo mode in which formal rank defers to functional skill and a lower-ranking specialist can direct a superior, and a scripted emergency mode of preprogrammed collegial response. This nested, tempo-dependent authority structure — in which hierarchy is real but suspends itself under load so that the person closest to the problem decides — is the paper's most cited idea and a direct empirical anchor for later work on speaking up, deference to expertise over rank, and the sharp end. Third, the authors show that the existing literatures on interdependence, networks, and structural complexity cannot yet describe what they observed, and decline to force a resolution, presenting the HRO phenomena as anomalous data rather than a finished theory. The four HRO conditions later distilled by others — leadership prioritisation of safety, redundancy, a decentralised culture of reliability, and continuous training — trace substantially to this work and its companion Berkeley studies. Read against Perrow, it frames the central dispute in safety science: whether human agency (culture, design, training, migrating authority) can compensate for the structural pressures of complexity and tight coupling, or whether serious accidents remain, in Perrow's sense, normal.",
      "keywords": [
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "psychological safety",
        "foundations",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "working",
        "practice",
        "theoretical"
      ],
      "relatedArticles": [
        "normal-accidents",
        "resilience-engineering",
        "safety-i-ii",
        "efficiency-resilience",
        "wai-wad",
        "sharp-blunt-end",
        "redundancy-layoffs"
      ]
    },
    {
      "id": "hirschman-1970",
      "kind": "paper",
      "title": "Exit, Voice, and Loyalty: Responses to Decline in Firms, Organizations, and States",
      "label": "Hirschman (1970)",
      "url": "https://fenix.iseg.ulisboa.pt/downloadFile/563083097450219/Albert%20O.%20Hirschman%20-%20Exit,%20Voice,%20and%20Loyalty_%20Responses%20to%20Decline%20in%20Firms,%20Organizations,%20and%20States%20%20%20(1970,%20Harvard%20University%20Press).pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=hirschman-1970",
      "author": "Hirschman",
      "topics": [
        "voice-silence"
      ],
      "type": "theoretical",
      "journal": "Harvard University Press",
      "doi": null,
      "openAccess": true,
      "citation": "Hirschman, A.O. (1970) *Exit, Voice, and Loyalty: Responses to Decline in Firms, Organizations, and States*. Cambridge, MA: Harvard University Press.",
      "weight": 9,
      "date": "1970-01-01",
      "summary": "The origin of 'voice' as an analytical concept, and the taproot from which the entire employee voice and silence literature descends: nearly every paper in this corpus that treats voice as a construct (Van Dyne, Ang & Botero; Morrison & Milliken; Detert & Burris; Van Dyne & LePine) traces back to it. Hirschman, an economist, begins from the observation that any firm, organisation, or state is subject to lapses from efficient or functional behaviour, and asks what forces bring the faltering actor back. He identifies two: exit, the economic response, in which the dissatisfied customer or member simply leaves (switches product, quits, withdraws), inflicting revenue or membership losses that signal management to repair the fault; and voice, the political response, defined as any attempt to change, rather than to escape from, an objectionable state of affairs, whether through individual or collective petition to those in charge, appeal to higher authority, or protest intended to mobilise opinion. Exit he characterises as neat, impersonal, and indirect (recovery arrives, if at all, courtesy of the invisible hand); voice as messy, graduated from faint grumbling to violent protest, and direct. Loyalty, the third term, is what retards exit and thereby holds a member in place long enough for voice to do its work; without some loyalty the quality-conscious simply leave. The book's most consequential argument for psychological safety is its account of how the two options interact: the ready availability of exit tends to atrophy the development of voice, because members base the decision to speak on past experience of voice's cost and effectiveness even though the discovery of lower cost and greater effectiveness is the very essence of voice. Worse, in the 'reversal phenomenon' Hirschman draws from connoisseur goods, the members who care most, and who would therefore be voice's most reliable, creative, and determined agents, are precisely the ones who exit first when quality declines, paralysing voice by draining it of its principal practitioners. Translated into the workplace: the people best placed to raise concerns are often the first to leave environments that make raising them costly, and the presence of an exit route can quietly hollow out the collective capacity to speak. This is the conceptual substrate beneath later distinctions between quitting and staying silent, between constructive challenge and mere compliance, and beneath the whole question of what conditions make voice rather than exit the live option. Hirschman's citizen who must be 'in turn influential and deferential' also anticipates the tension, central to the safety-science literature elsewhere in this corpus, between speaking up and deferring to authority.",
      "keywords": [
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "psychological safety",
        "foundations",
        "exit",
        "loyalty",
        "responses"
      ],
      "relatedArticles": [
        "speaking-up-work",
        "silence-types",
        "whistleblowing",
        "calculus",
        "telling-boss-bad-news",
        "when-against-you"
      ]
    },
    {
      "id": "weick-sutcliffe-obstfeld-1999",
      "kind": "paper",
      "title": "Organizing for High Reliability: Processes of Collective Mindfulness",
      "label": "Weick, Sutcliffe & Obstfeld (1999)",
      "url": "http://wendynorris.com/wp-content/uploads/2018/08/Weick-et-al-2008-Organizing-for-High-Reliability-Processes-of-Collective-Mindfulness.pdf.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=weick-sutcliffe-obstfeld-1999",
      "author": "Weick",
      "topics": [
        "safety-error"
      ],
      "type": "theoretical",
      "journal": "Research in Organizational Behavior",
      "doi": null,
      "openAccess": true,
      "citation": "Weick, K.E., Sutcliffe, K.M. and Obstfeld, D. (1999) 'Organizing for high reliability: Processes of collective mindfulness', in Sutton, R.S. and Staw, B.M. (eds) *Research in Organizational Behavior*, Vol. 21. Stanford: JAI Press, pp. 81–123.",
      "weight": 9,
      "date": "1999-01-01",
      "summary": "The paper that reframed high reliability organisations around cognition rather than structure, and introduced 'collective mindfulness' as the mechanism by which reliable performance is continuously re-accomplished. Where Perrow's normal accident theory (in this corpus) treats interactive complexity and tight coupling as macro-structural givens that dominate outcomes, and where the earlier Berkeley HRO work (La Porte & Consolini, also here) catalogued the conditions of reliable organisations, Weick, Sutcliffe and Obstfeld supply the missing micro-level process account: what people in effective HROs actually do, moment to moment, that keeps small errors from cumulating into catastrophe. They identify five processes that together produce a state of mindfulness, understood as a rich awareness of discriminatory detail coupled to a capacity for action: a preoccupation with failure (treating any lapse, and any near miss, as a window on the health of the whole system, and treating the liabilities of success (complacency, inattention, habituation) as themselves failures); a reluctance to simplify interpretations (cultivating requisite variety and 'conceptual slack', divergent analytical perspectives, and a scepticism that double-checks rather than defers); a sensitivity to operations (the shared, effortful 'bubble' of situational awareness held collectively in the moment); a commitment to resilience (capacity to cope with, contain, and bounce back from surprises that anticipation failed to prevent, often through ad hoc epistemic networks that self-organise around a problem and dissolve when it passes); and underspecification of structures, the process later reframed as 'deference to expertise' in Weick and Sutcliffe's Managing the Unexpected, in which hierarchical rank is deliberately subordinated to expertise so that decisions migrate to whoever has the relevant knowledge, wherever they sit in the formal order. That fifth process is the direct conceptual sibling of the tempo-migrating authority La Porte and Consolini observed on carrier decks, and its logic is squarely a psychological-safety logic: it works only where lower-status members can act on, and speak to, what they notice without waiting for permission. The paper's account of preoccupation with failure is built explicitly on error-reporting climate: it cites Edmondson's (1996) finding that better-led nursing units reported more errors because openness, not infallibility, was what distinguished them, alongside the organisational habit of rewarding rather than punishing those who report their own mistakes (the engineer sent champagne for owning a costly error; the sailor commended for reporting a lost tool that grounded all aircraft). Mindfulness, the authors argue, does not merely coexist with the structural dangers Perrow describes but actively counters them: it increases comprehension of complexity and loosens tight coupling, treating technology as an equivoque to be interrupted and redirected rather than an imperative to be suffered. The five processes have become one of the most widely used vocabularies in practitioner safety and psychological-safety writing.",
      "keywords": [
        "high reliability",
        "HRO",
        "mindfulness",
        "collective mindfulness",
        "anticipation",
        "safety",
        "error",
        "reliability"
      ],
      "relatedArticles": [
        "normal-accidents",
        "resilience-engineering",
        "safety-i-ii",
        "amplifying-weak-signals",
        "andon-cord",
        "wai-wad"
      ]
    },
    {
      "id": "vaughan-1996",
      "kind": "paper",
      "title": "The Challenger Launch Decision: Risky Technology, Culture, and Deviance at NASA",
      "label": "Vaughan (1996)",
      "url": "https://press.uchicago.edu/ucp/books/book/chicago/C/bo22781921.html",
      "page": "https://explore.psychsafety.com/?mode=papers&node=vaughan-1996",
      "author": "Vaughan",
      "topics": [
        "safety-error",
        "culture-context"
      ],
      "type": "case-study",
      "journal": "University of Chicago Press",
      "doi": null,
      "openAccess": false,
      "citation": "Vaughan, D. (1996) *The Challenger Launch Decision: Risky Technology, Culture, and Deviance at NASA*. Chicago: University of Chicago Press.",
      "weight": 9,
      "date": "1996-11-01",
      "summary": "Diane Vaughan's ten-year historical ethnography of the decision to launch the Space Shuttle Challenger in January 1986, and the origin of 'normalization of deviance', one of the most widely cited concepts in organisational sociology and safety science. Vaughan's central move is to dismantle the conventional account that the Rogers Commission and the press had settled on: that NASA managers, under schedule and budget pressure, knowingly overrode the last-minute objections of Morton Thiokol engineers, a story of amoral calculation and managerial wrongdoing. Working through the documentary record, she finds instead that no rules were broken and no one gambled with lives they understood to be at risk; the launch decision was, in her phrase, a mistake embedded in the banality of organisational life, the product of conformity to norms rather than deviation from them. Three interlocking mechanisms carry the argument. Normalization of deviance is the gradual process by which signals of danger are repeatedly redefined as acceptable: each time O-ring erosion exceeded its design expectation and the mission nonetheless survived, the anomaly was reinterpreted, within the prevailing engineering paradigm and through the formal Flight Readiness Review, as an understood and tolerable feature rather than a warning, so that the deviant steadily became the expected. The culture of production is the institutionalised backdrop of schedule pressure, resource scarcity, and competition for funds that made cost, schedule, and safety trade-offs routine and non-deviant for engineers and managers alike. Structural secrecy is the way organisational structure itself, division of labour, segmented information, and the silos between work groups and up the hierarchy, systematically prevented anyone from assembling the whole picture, so that knowledge which looks damning in hindsight was in fact dispersed and locally reasonable at the time. The relevance to psychological safety is twofold, and importantly it complicates rather than confirms the usual account. On one hand, normalization of deviance names precisely the collective interpretive drift that a mindful, failure-preoccupied culture (in the sense of Weick, Sutcliffe and Obstfeld, in this corpus) is meant to arrest: it is the pathology for which preoccupation with failure and reluctance to simplify are the antidotes, the process by which a group's shared sense of what counts as normal migrates toward danger without anyone registering the shift. On the other, Vaughan's account pushes hard against the simplest reading of the speaking-up literature. The Thiokol engineers did raise concerns; the failure was not straightforwardly that people were too frightened to talk, but that the structure meant the relevant information never assembled in one place and that the prevailing frame had already absorbed the anomaly as normal. Structural secrecy is a failure mode a purely voice-centred or leader-centric account of safety can miss, and Vaughan's insistence that the disaster was conformity rather than villainy stands as a lasting corrective to blame-first explanations of organisational failure. The enlarged edition's preface extends the analysis to the 2003 loss of Columbia, where the same pattern recurred, a comment in itself on how poorly organisations learn from their own catastrophes. As no open-access full text of the book exists, this node is built from the book's own framework as set out across cross-checked secondary sources (scholarly reviews and patient-safety literature among them) rather than from the primary text directly.",
      "keywords": [
        "Challenger",
        "normalisation of deviance",
        "NASA",
        "space shuttle",
        "launch decision",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "culture",
        "climate",
        "context",
        "national culture"
      ],
      "relatedArticles": [
        "challenger",
        "normal-accidents",
        "blametropism",
        "categorising-failure",
        "sharp-blunt-end"
      ]
    },
    {
      "id": "shore-et-al-2011",
      "kind": "paper",
      "title": "Inclusion and Diversity in Work Groups: A Review and Model for Future Research",
      "label": "Shore et al. (2011)",
      "url": "https://www.unispital-basel.ch/en/dam/jcr:38bef8ec-932b-4039-8378-e8df5d8253c8/Shore%20et%20al._2011_inclusion.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=shore-et-al-2011",
      "author": "Shore",
      "topics": [
        "power-equity",
        "culture-context"
      ],
      "type": "review",
      "journal": "Journal of Management",
      "doi": "https://doi.org/10.1177/0149206310385943",
      "openAccess": true,
      "citation": "Shore, L.M., Randel, A.E., Chung, B.G., Dean, M.A., Ehrhart, K.H. and Singh, G. (2011) 'Inclusion and diversity in work groups: A review and model for future research', *Journal of Management*, 37(4), pp. 1262–1289.",
      "weight": 8,
      "date": "2011-07-01",
      "summary": "The paper that gave the inclusion construct its now-standard definition and pulled it apart from diversity, with which it had often been conflated. Shore and colleagues draw on Brewer's optimal distinctiveness theory to argue that inclusion is the simultaneous satisfaction of two human needs that ordinarily pull against each other: belongingness (acceptance, being treated as an insider, being part of the group) and uniqueness (being valued precisely for what makes one different, rather than being required to assimilate). Their two-by-two is the paper's most-used device: high belonging with low uniqueness is assimilation (you are in, but only if you suppress your difference); low belonging with high uniqueness is differentiation (your difference is noted but you are held at the margin); low on both is exclusion; and only high on both is inclusion, where a person is both accepted and valued as themselves. Diversity, in this framing, is merely the presence of difference; inclusion is whether that difference can be brought into the group without penalty. The relevance to psychological safety is close and largely under-remarked. The uniqueness half of the construct is essentially an interpersonal-risk claim: to contribute something that marks you as different (a dissenting read, an unfamiliar way of working, an identity the group does not share) is to expose yourself to exactly the risks of being seen as ignorant, intrusive, or deviant that psychological safety governs. A group can be high in generic safety yet still exact assimilation as the price of belonging, which is why inclusion and safety are related but not identical: safety asks whether it is safe to speak, inclusion asks whether it is safe to speak as oneself. This distinction matters directly for the equity and neurodiversity questions elsewhere in this corpus, where the people most able to offer a divergent account are also the ones for whom uniqueness carries the highest cost, so that an environment which rhetorically prizes candour can still structurally punish difference. The paper connects the belongingness and uniqueness threads to Ely and Thomas's (in this corpus) integration-and-learning perspective and to Hewlin's work on the facades of conformity that employees adopt when uniqueness feels unsafe.",
      "keywords": [
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "culture",
        "climate",
        "context",
        "national culture",
        "diversity",
        "groups"
      ],
      "relatedArticles": [
        "dei-ps",
        "diversity-performance",
        "ps-diverse-groups",
        "neurodiversity",
        "accessibility"
      ]
    },
    {
      "id": "ely-thomas-2001",
      "kind": "paper",
      "title": "Cultural Diversity at Work: The Effects of Diversity Perspectives on Work Group Processes and Outcomes",
      "label": "Ely & Thomas (2001)",
      "url": "https://doi.org/10.2307/2667087",
      "page": "https://explore.psychsafety.com/?mode=papers&node=ely-thomas-2001",
      "author": "Ely",
      "topics": [
        "power-equity",
        "culture-context"
      ],
      "type": "primary",
      "journal": "Administrative Science Quarterly",
      "doi": "https://doi.org/10.2307/2667087",
      "openAccess": false,
      "citation": "Ely, R.J. and Thomas, D.A. (2001) 'Cultural diversity at work: The effects of diversity perspectives on work group processes and outcomes', *Administrative Science Quarterly*, 46(2), pp. 229–273.",
      "weight": 9,
      "date": "2001-06-01",
      "summary": "A qualitative study across three culturally diverse organisations (a law firm, a financial-services firm, and a consultancy) that supplies the standing corrective to the assumption that diversity is self-executing, and won the ASQ Award for Scholarly Contribution. Ely and Thomas find that what determines whether cultural diversity helps or harms a work group is not the diversity itself but the perspective the group holds on why diversity matters, and they identify three. Under the integration-and-learning perspective, members treat the differing insights, skills, and experiences that come with identity-group difference as a resource for the group's core work, to be learned from and integrated; this is the only perspective the study finds capable of turning diversity into sustained high-quality work and genuine mutual respect. Under the access-and-legitimacy perspective, difference is valued instrumentally, for the market access or legitimacy it buys with diverse clients or constituencies; members from underrepresented groups end up pigeonholed into difference-defined niches and are valued for who they are rather than what they can do. Under the discrimination-and-fairness perspective, diversity is a matter of moral and legal compliance, equal treatment and the elimination of bias; well-intentioned, but it presses everyone toward a colour-blind sameness in which difference cannot be discussed and those who are different feel they must assimilate to be accepted. The perspective a group held shaped whether underrepresented members felt respected and valued, how identity was interpreted at work, and ultimately how well the group functioned. For psychological safety the paper matters as more than a diversity study: it demonstrates that the interpretive frame a group brings to difference determines whether difference becomes voice and learning or gets suppressed, which is precisely the mechanism psychological safety is meant to protect. It also carries a critical edge worth keeping in view, that the two more common perspectives, however good their intentions, can produce environments where speaking from one's difference is quietly costly, a caution against treating either diversity numbers or generic safety as sufficient. It sits directly upstream of Shore and colleagues' inclusion framework (in this corpus) and alongside Edmondson's account of team learning.",
      "keywords": [
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "culture",
        "climate",
        "context",
        "national culture",
        "cultural",
        "diversity"
      ],
      "relatedArticles": [
        "diversity-performance",
        "dei-ps",
        "ps-diverse-groups",
        "startups-inclusion"
      ]
    },
    {
      "id": "ostrom-1990",
      "kind": "paper",
      "title": "Governing the Commons: The Evolution of Institutions for Collective Action",
      "label": "Ostrom (1990)",
      "url": "https://www.cambridge.org/core/books/governing-the-commons/7AB7AE11BADA84409C34815CC288CD79",
      "page": "https://explore.psychsafety.com/?mode=papers&node=ostrom-1990",
      "author": "Ostrom",
      "topics": [
        "ecological-commons",
        "power-equity",
        "culture-context"
      ],
      "type": "theoretical",
      "journal": "Cambridge University Press",
      "doi": "https://doi.org/10.1017/CBO9780511807763",
      "openAccess": false,
      "citation": "Ostrom, E. (1990) *Governing the Commons: The Evolution of Institutions for Collective Action*. Cambridge: Cambridge University Press.",
      "weight": 9,
      "date": "1990-11-30",
      "summary": "The foundational text of commons scholarship, and the work for which Ostrom would later receive the Nobel Prize in economics; this corpus already holds her 2010 lecture, but the 1990 book is where the argument originates. Ostrom's target is the received wisdom, crystallised in Hardin's tragedy of the commons and in the prisoner's dilemma and collective-action models that formalised it, that a shared resource open to many users will inevitably be overused and destroyed unless it is either privatised (the market solution) or placed under central authority (the Leviathan solution). Against this she sets a large body of empirical cases of common-pool resources, mountain grazing commons in Torbel, Japanese village forests, Spanish and Philippine irrigation systems, that have been governed sustainably for centuries by the very people who use them, through neither market nor state but self-organised institutions. From the successes and failures she induces eight design principles associated with enduring self-governance: clearly defined boundaries; congruence between rules and local conditions; collective-choice arrangements that let those affected by rules participate in making them; monitoring by accountable monitors; graduated sanctions; accessible low-cost conflict resolution; recognition by external authorities of the right to organise; and, for larger systems, nested enterprises. The relevance to psychological safety is foundational rather than incidental, and it underwrites a distinctive line of argument in this corpus: psychological safety is better understood as a commons, a shared resource that a group collectively produces, sustains, and can deplete, than as a programme a leader dispenses. The two poles Ostrom rejects have direct organisational analogues in the leader-provides-safety model (a form of central provision) and the incentivise-speaking-up model (a form of market design), and her third way, self-governance through institutions the participants themselves shape, is the register in which safety is taken rather than granted. The design principles offer a concrete institutional grammar for how a group governs the conditions of candour: who has standing, how the rules get made and by whom, how breaches are handled proportionately, how disputes are resolved cheaply enough that people keep using voice rather than exiting. As no open-access full text of the book exists, this node is built from the book's own framework as set out across cross-checked secondary sources (the publisher's synopsis, scholarly reviews, and commons-studies summaries) rather than from the primary text directly.",
      "keywords": [
        "commons",
        "governing the commons",
        "collective action",
        "self-governance",
        "tragedy of the commons",
        "ecology",
        "ecological",
        "resilience",
        "systems",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion"
      ],
      "relatedArticles": [
        "community",
        "fabric",
        "structure-and-power",
        "rules",
        "five-ecological"
      ]
    },
    {
      "id": "walker-et-al-2004",
      "kind": "paper",
      "title": "Resilience, Adaptability and Transformability in Social-Ecological Systems",
      "label": "Walker et al. (2004)",
      "url": "https://www.ecologyandsociety.org/vol9/iss2/art5/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=walker-et-al-2004",
      "author": "Walker",
      "topics": [
        "ecological-commons",
        "culture-context",
        "complexity"
      ],
      "type": "theoretical",
      "journal": "Ecology and Society",
      "doi": "https://doi.org/10.5751/ES-00650-090205",
      "openAccess": true,
      "citation": "Walker, B., Holling, C.S., Carpenter, S.R. and Kinzig, A. (2004) 'Resilience, adaptability and transformability in social-ecological systems', *Ecology and Society*, 9(2), 5.",
      "weight": 8,
      "date": "2004-12-01",
      "summary": "A short, definitional paper (co-authored by Holling, whose adaptive-cycle work is in this corpus) that sorts out the conceptual confusion around 'resilience' by distinguishing three related attributes that together determine how a social-ecological system moves through time. Resilience is the capacity of a system to absorb disturbance and reorganise while undergoing change so as to retain essentially the same function, structure, identity, and feedbacks: not a single quantity but a property with four components, most easily pictured through the metaphor of a stability landscape of basins and ridges. Latitude is how much the system can be deformed before it crosses a threshold into a different basin of attraction; resistance is how much disturbance it takes to produce that deformation; precariousness is how close the system currently sits to a threshold; and panarchy is the way dynamics at one scale are shaped by states and processes at the scales above and below. Adaptability is the capacity of the actors in the system to manage that resilience, to steer the system within or between basins deliberately. Transformability is the capacity to create a fundamentally new system when the existing one has become untenable, changing the state variables and the very shape of the landscape rather than staying within it. The value for psychological safety is a precise vocabulary for something the ecological framing in this corpus reaches for but often has to gesture at: the safety substrate of a team is not simply present or absent but sits somewhere in a stability landscape, with a latitude before a shock tips it into a different regime, a resistance to being pushed, and a precariousness that varies with circumstance. The three-way distinction is analytically useful in its own right: bouncing back from a rupture (resilience), deliberately adjusting how the group holds safety under changing conditions (adaptability), and recognising when a team's whole way of relating has to be remade rather than restored (transformability) are different tasks demanding different responses, and conflating them is a common error. The panarchy component also formalises the cross-scale point that a team's safety is constrained by the organisational and institutional levels around it, which the leader-centric account tends to miss. Published in the open-access journal Ecology and Society, it complements Holling's panarchy and adaptive-cycle work and connects to the resilience-engineering and Safety-II strands elsewhere in the corpus.",
      "keywords": [
        "ecology",
        "ecological",
        "commons",
        "resilience",
        "systems",
        "psychological safety",
        "foundations",
        "culture",
        "climate",
        "context",
        "national culture",
        "complexity",
        "complex systems",
        "emergence"
      ],
      "relatedArticles": [
        "adaptive-cycle",
        "efficiency-resilience",
        "resilience-engineering",
        "rewetting",
        "five-ecological"
      ]
    },
    {
      "id": "kluger-denisi-1996",
      "kind": "paper",
      "title": "The Effects of Feedback Interventions on Performance: A Historical Review, a Meta-Analysis, and a Preliminary Feedback Intervention Theory",
      "label": "Kluger & DeNisi (1996)",
      "url": "https://doi.org/10.1037/0033-2909.119.2.254",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kluger-denisi-1996",
      "author": "Kluger & DeNisi",
      "topics": [
        "team-learning",
        "critique"
      ],
      "type": "primary",
      "journal": "Psychological Bulletin",
      "doi": "https://doi.org/10.1037/0033-2909.119.2.254",
      "openAccess": false,
      "citation": "Kluger, A.N. and DeNisi, A. (1996) 'The effects of feedback interventions on performance: A historical review, a meta-analysis, and a preliminary feedback intervention theory', *Psychological Bulletin*, 119(2), pp. 254–284.",
      "weight": 9,
      "date": "1996-03-01",
      "summary": "The foundational meta-analysis of feedback, and the standing corrective to the assumption that feedback reliably improves performance. Synthesising 607 effect sizes across 23,663 observations, Kluger and DeNisi found that feedback interventions did raise performance on average (d = .41), but that in over a third of cases feedback actually made performance worse, a finding they note had been produced and largely ignored since the beginning of the century. To explain why the same intervention helps in some cases and harms in others, they propose feedback intervention theory (FIT). The core mechanism concerns where feedback directs attention. Behaviour is regulated by a hierarchy running from the details of the task, up through task-motivation processes, to the self. Feedback works when it keeps attention on the task and how to do it; it backfires when it pushes attention up to the level of the self, because cognitive resources are then diverted from the task into self-evaluation, defence, and affect. This is why feedback that is normative (comparing the person to others), that praises or threatens the ego, or that is experienced as a verdict on the person rather than the work, tends to depress performance even as it feels significant. The relevance to psychological safety is direct and reinforces the critical line this corpus already takes on feedback (most directly in the 360-degree feedback critique). Feedback that draws attention to the self is precisely feedback that raises the interpersonal stakes: it is received as a threat to standing and competence, the very risk psychological safety is meant to lower, and it provokes the self-protective responses that foreclose learning. FIT implies that feedback becomes useful under roughly the conditions psychological safety describes: when it is task-focused rather than person-focused, framed for learning rather than judgement, and delivered where the recipient can attend to the work without defending the self. It is the empirical anchor for the practitioner point that feedback is not automatically good, and that its design and framing determine whether it teaches or merely threatens. The practice's own Feedback in the Workplace research pulse, a small self-report survey rather than a performance meta-analysis, reports the same shape from the receiving end: most respondents recall feedback that undermined their confidence, and about as many say feedback has lowered their sense of psychological safety over their careers as say it has raised it.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "critique",
        "criticism",
        "limitations",
        "feedback",
        "interventions",
        "historical"
      ],
      "relatedArticles": [
        "feedback",
        "strange-confidence-360",
        "all-feedback-subjective",
        "delivering-feedback-workshop",
        "giving-feedback"
      ]
    },
    {
      "id": "meadows-1999",
      "kind": "paper",
      "title": "Leverage Points: Places to Intervene in a System",
      "label": "Meadows (1999)",
      "url": "https://donellameadows.org/archives/leverage-points-places-to-intervene-in-a-system/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=meadows-1999",
      "author": "Meadows",
      "topics": [
        "complexity"
      ],
      "type": "theoretical",
      "journal": "The Sustainability Institute",
      "doi": null,
      "openAccess": true,
      "citation": "Meadows, D.H. (1999) *Leverage Points: Places to Intervene in a System*. Hartland, VT: The Sustainability Institute.",
      "weight": 8,
      "date": "1999-01-01",
      "summary": "Donella Meadows's short, much-loved essay distilling decades of systems-dynamics work into a ranked list of the places where intervention in a complex system pays off, and the places where it does not. A leverage point is somewhere in a system (an organisation, an economy, a body, an ecosystem) where a small shift produces large changes throughout. Meadows lists twelve, ordered from least to most powerful: constants and parameters (subsidies, taxes, standards); the sizes of buffers; the structure of material stocks and flows; the lengths of delays; the strength of balancing (negative) feedback loops; the gain of reinforcing (positive) feedback loops; the structure of information flows (who has access to what); the rules of the system (incentives, punishments, constraints); the power to add, change, or self-organise structure; the goals of the system; the mindset or paradigm out of which the system arises; and the power to transcend paradigms. The essay's central, counterintuitive claim is that almost everyone pushes on the wrong points: as she puts it, about 99% of attention goes to parameters, where there is very little leverage, while the high-leverage points (information flows, rules, goals, and above all the governing paradigm) are neglected, and are frequently pushed in the wrong direction. The relevance to psychological safety is a diagnosis of why so many attempts to build it fail. Most organisational effort goes to the low-leverage parameters: the annual survey, the one-off training, the policy statement, the numeric target for 'engagement'. Meadows's hierarchy points instead to the high-leverage interventions: who is allowed to know and say what (information flows), the real incentives and sanctions around speaking up (the rules), what the group is actually optimising for (the goals), and, highest of all, the paradigm, whether psychological safety is conceived as a commodity to be installed and measured or, as this corpus argues, a commons to be cultivated, and whether the operating belief is blame or learning. It anchors the complexity strand of the corpus with a systems-thinking classic distinct from the safety-science framing, and gives precise language to the recurring critique of shallow, parameter-level intervention.",
      "keywords": [
        "leverage points",
        "systems thinking",
        "intervening in a system",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "psychological safety",
        "foundations",
        "leverage",
        "points",
        "places",
        "intervene"
      ],
      "relatedArticles": [
        "complexity",
        "emergence",
        "five-ecological",
        "adaptive-cycle",
        "fabric"
      ]
    },
    {
      "id": "rasmussen-1997",
      "kind": "paper",
      "title": "Risk Management in a Dynamic Society: A Modelling Problem",
      "label": "Rasmussen (1997)",
      "url": "https://backend.orbit.dtu.dk/ws/portalfiles/portal/158016663/SAFESCI.PDF",
      "page": "https://explore.psychsafety.com/?mode=papers&node=rasmussen-1997",
      "author": "Rasmussen",
      "topics": [
        "safety-error",
        "complexity"
      ],
      "type": "theoretical",
      "journal": "Safety Science",
      "doi": "https://doi.org/10.1016/S0925-7535(97)00052-0",
      "openAccess": true,
      "citation": "Rasmussen, J. (1997) 'Risk management in a dynamic society: A modelling problem', *Safety Science*, 27(2–3), pp. 183–213.",
      "weight": 9,
      "date": "1997-11-01",
      "summary": "The paper that reframed safety as a problem of dynamic control across an entire socio-technical system, and the origin of the 'migration to the boundary' model that underlies drift-into-failure and much of contemporary systems safety. Rasmussen argues that the traditional approach, decomposing a system into levels (legislators, regulators, company management, staff, the work itself) each studied by a separate discipline, and modelling behaviour as sequences of tasks and 'errors', cannot explain modern large-scale accidents. Rules are, in practice, never followed to the letter; 'human error' is largely an artefact of choosing a normative task description as the reference, so that after any accident it is easy to find someone who deviated from a procedure and expose them to blame. Instead he proposes a control-theoretic, closed-loop view built on functional abstraction: model the boundaries of safe operation and the mechanisms that shape behaviour, not the deviations. The central image is a space of possible behaviour bounded on three sides, by economic failure, by unacceptable workload, and by the boundary of functionally acceptable (safe) performance. Under a gradient toward least effort and constant management pressure toward cost-efficiency, everyday adaptive behaviour (a kind of Brownian motion of local optimisations) migrates systematically toward the safety boundary. Because defences are redundant, a single violation has no visible effect, so under sustained cost pressure the defence-in-depth degrades silently until an entirely normal variation releases an accident that was, in effect, waiting for its trigger: removing one 'root cause' merely means another releases it later. The prescription is not to fight deviations but to make the boundaries of safe operation visible and to help people develop the skill to work near them. The relevance to psychological safety and to the human-and-organisational-performance tradition this corpus draws on is deep. Rasmussen supplies the systemic, anti-blame account of failure (later developed by Dekker as drift into failure and echoed in the work-as-imagined versus work-as-done distinction) in which safety depends on whether the people closest to the boundary can see it, name their proximity to it, report the near-misses, and raise concern about the slow migration before it is crossed, exactly the disclosure that psychological safety governs. His framing in terms of boundaries, gradients, and adaptive behaviour drawn from Gibson's ecological psychology also resonates directly with the ecological vocabulary running through this map.",
      "keywords": [
        "drift",
        "migration to boundary",
        "risk management",
        "dynamic society",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "management"
      ],
      "relatedArticles": [
        "wai-wad",
        "sharp-blunt-end",
        "efficiency-resilience",
        "safety-i-ii",
        "normal-accidents"
      ]
    },
    {
      "id": "carmeli-gittell-2009",
      "kind": "paper",
      "title": "High-Quality Relationships, Psychological Safety, and Learning from Failures in Work Organizations",
      "label": "Carmeli & Gittell (2009)",
      "url": "https://www.researchgate.net/publication/229509485_High-quality_relationships_psychological_safety_and_learning_from_failures_in_work_organizations",
      "page": "https://explore.psychsafety.com/?mode=papers&node=carmeli-gittell-2009",
      "author": "Carmeli & Gittell",
      "topics": [
        "team-learning",
        "trust-interpersonal"
      ],
      "type": "primary",
      "journal": "Journal of Organizational Behavior",
      "doi": "https://doi.org/10.1002/job.565",
      "openAccess": true,
      "citation": "Carmeli, A. and Gittell, J.H. (2009) 'High-quality relationships, psychological safety, and learning from failures in work organizations', *Journal of Organizational Behavior*, 30(6), pp. 709–729.",
      "weight": 8,
      "date": "2009-08-01",
      "summary": "A two-study empirical paper that gives one of the clearest accounts of what builds psychological safety, filling a common gap in a literature that studies what safety produces more often than what produces it. Carmeli and Gittell ask how organisations can support employees to learn from failures, and locate the answer in the quality of the relationships between members. They take Gittell's relational coordination as a specific manifestation of high-quality relationships, arguing that its three dimensions, shared goals, shared knowledge, and mutual respect, foster psychological safety, which in turn enables people to surface, discuss, and learn from failures rather than conceal them. The mechanism runs through the division of labour: where members hold role-specific goals, fragmented knowledge, and little mutual respect, they fear speaking out of role and default to blame rather than learning (the paper invokes Edmondson, Bohmer and Pisano's surgical teams, in which surgeons, nurses, and anaesthesiologists stay within role even when patient safety is at stake); relationships that transcend those role divisions reduce the fear and make failure safe to examine. Two studies test the mediation model. Study 1 (100 employees across three Israeli firms) finds partial mediation, high-quality relationships affecting learning both directly and through psychological safety; Study 2 (128 employees, measured at two time points a fortnight apart to blunt common-method bias) finds full mediation, the direct path falling to non-significance once psychological safety is entered, so that relationships support failure-learning entirely through the safety they create. Safety was measured with Edmondson's (1999) team scale re-worded to the organisational level, and learning from failures with items from Tucker and Edmondson (in this corpus) that capture second-order problem-solving: addressing a problem's underlying causes rather than merely fixing its immediate symptom. Two things make the paper especially useful here. It carefully distinguishes psychological safety from trust and from perceived organisational support, following Edmondson (2004): trust concerns one's beliefs about others across a long horizon, whereas psychological safety concerns beliefs about how others will treat the self over the short, specific horizon of an act such as admitting a mistake. And it converts the finding into a practical antecedent claim: to get learning from failures, establish psychological safety, but to do that, first build shared goals, shared knowledge, and mutual respect, through relational work practices (cross-functional performance metrics, relationally-attentive hiring, boundary-spanning roles, and leaders who model respect). It connects the relationship and trust literature in this corpus to the learning-from-failure strand, with psychological safety as the mediating mechanism.",
      "keywords": [
        "team learning",
        "teams",
        "learning",
        "performance",
        "trust",
        "relationships",
        "interpersonal",
        "high-quality",
        "psychological",
        "safety"
      ],
      "relatedArticles": [
        "trust",
        "fabric",
        "categorising-failure",
        "bawa-garba",
        "being-approachable"
      ]
    },
    {
      "id": "may-gilson-harter-2004",
      "kind": "paper",
      "title": "The Psychological Conditions of Meaningfulness, Safety and Availability and the Engagement of the Human Spirit at Work",
      "label": "May, Gilson & Harter (2004)",
      "url": "https://doi.org/10.1348/096317904322915892",
      "page": "https://explore.psychsafety.com/?mode=papers&node=may-gilson-harter-2004",
      "author": "May, Gilson & Harter",
      "topics": [
        "measurement-method"
      ],
      "type": "primary",
      "journal": "Journal of Occupational and Organizational Psychology",
      "doi": "https://doi.org/10.1348/096317904322915892",
      "openAccess": false,
      "citation": "May, D.R., Gilson, R.L. and Harter, L.M. (2004) 'The psychological conditions of meaningfulness, safety and availability and the engagement of the human spirit at work', *Journal of Occupational and Organizational Psychology*, 77(1), pp. 11–37.",
      "weight": 8,
      "date": "2004-03-01",
      "summary": "The empirical study that operationalised and tested Kahn's (1990) theory of the psychological conditions of engagement, and so the bridge between Kahn's foundational ethnography (in this corpus) and the measured constructs the field went on to use. In a field study at a US Midwestern insurance company, May, Gilson and Harter examined Kahn's three conditions, psychological meaningfulness, psychological safety, and psychological availability, as mediators between features of the work and workplace and employees' engagement in their roles. All three conditions were significantly and positively related to engagement, with meaningfulness the strongest. The paper's value for a psychological-safety reading lies in its account of the antecedents of the safety condition specifically: psychological safety was higher where co-worker relations were rewarding and supervisor relations supportive, and lower where employees felt bound by rigid adherence to co-worker norms or were prone to self-consciousness. Safety, in other words, was predicted by supportive relationships and undermined by conformity pressure and self-focused anxiety, an early individual-level anticipation of the relational and leadership antecedents that later work (Nembhard and Edmondson; Carmeli and Gittell, both here) would develop. Meaningfulness, for its part, was predicted by job enrichment and work-role fit. Beyond its findings, the study contributed measures of the three conditions that became widely used, making it a reference point for the measurement of safety and engagement as much as for their theory. As no open-access full text is available, this node is built from the paper's abstract and cross-checked secondary sources rather than the primary text; the reported determinants and relations are summarised at the level those sources support.",
      "keywords": [
        "psychological safety",
        "foundations",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "psychological",
        "conditions",
        "meaningfulness",
        "safety"
      ],
      "relatedArticles": [
        "measurement",
        "benefits",
        "individual-resilience",
        "measuring-questions"
      ]
    },
    {
      "id": "ridgway-1956",
      "kind": "paper",
      "title": "Dysfunctional Consequences of Performance Measurements",
      "label": "Ridgway (1956)",
      "url": "https://www.jstor.org/stable/2390989",
      "page": "https://explore.psychsafety.com/?mode=papers&node=ridgway-1956",
      "author": "Ridgway",
      "topics": [
        "measurement-method",
        "critique"
      ],
      "type": "theoretical",
      "journal": "Administrative Science Quarterly",
      "doi": null,
      "openAccess": false,
      "citation": "Ridgway, V.F. (1956) 'Dysfunctional consequences of performance measurements', *Administrative Science Quarterly*, 1(2), pp. 240-247.",
      "weight": 7,
      "date": "1956-01-01",
      "summary": "Ridgway's two-page paper is the origin of the measurement-dysfunction argument and the classical ancestor of everything the corpus says about metrics gone wrong. Writing at the dawn of management science, Ridgway observes that once a quantitative measure of performance is installed, people reorganise their behaviour around the measure rather than around the underlying purpose it was meant to track, and that this happens across three cases. A single performance measure produces tunnel vision, with effort flowing to whatever is counted while everything uncounted is neglected (the classic case of a plant maximising the one figure it is judged on at the expense of quality, maintenance or morale). Multiple measures reproduce the problem and add conflict between them, so that people optimise the easy or the rewarded number and trade off the rest. And composite measures, which try to solve this by rolling everything into a single weighted index, merely bury the arbitrary judgements about what matters inside a figure that then looks objective. The essay is short, has no data, and predates the vocabulary that later attached to the same phenomenon (Goodhart's law, Campbell's law, the cobra effect, gaming, surrogation), but it states the mechanism cleanly and first: measurement is not a neutral readout of performance but an intervention that changes the thing it measures. For a corpus that treats the measurement of psychological safety with suspicion, Ridgway is the foundational citation beneath the streetlight-effect and beyond-metrics arguments, the reminder that the problem with measuring a construct like safety is not merely technical imprecision but the behavioural distortion that installing any metric sets off. Its limits are those of its era and length: it argues by illustration rather than evidence, drawn from mid-century industrial and clerical settings, and it names the disease without offering much of a cure beyond caution. (Text drawn from the 1956 Administrative Science Quarterly paper, 1(2), pp. 240-247.)",
      "keywords": [
        "performance measurement",
        "dysfunctional consequences",
        "metrics",
        "measurement",
        "measuring",
        "survey",
        "methods",
        "critique",
        "criticism",
        "limitations",
        "dysfunctional",
        "consequences",
        "performance",
        "measurements"
      ],
      "relatedArticles": [
        "measurement",
        "goodharts-law"
      ]
    },
    {
      "id": "vaughan-1999",
      "kind": "paper",
      "title": "The Dark Side of Organizations: Mistake, Misconduct, and Disaster",
      "label": "Vaughan (1999)",
      "url": "https://www.jstor.org/stable/223506",
      "page": "https://explore.psychsafety.com/?mode=papers&node=vaughan-1999",
      "author": "Vaughan",
      "topics": [
        "safety-error",
        "culture-context",
        "critique"
      ],
      "type": "review",
      "journal": "Annual Review of Sociology",
      "doi": "10.1146/annurev.soc.25.1.271",
      "openAccess": false,
      "citation": "Vaughan, D. (1999) 'The dark side of organizations: mistake, misconduct, and disaster', *Annual Review of Sociology*, 25, pp. 271-305.",
      "weight": 7,
      "date": "1999-01-01",
      "summary": "Vaughan's review takes the argument of her Challenger book and generalises it into a sociology of organisational failure, surveying how mistake, misconduct and disaster are produced not by aberrant individuals but by the normal workings of organisations. Its organising claim is that the dark side is routine: the same structures, cultures and pressures that make organisations effective also systematically generate error, rule-breaking and catastrophe, so that failure is better understood as a normal by-product of organisational life than as a deviation from it. Vaughan draws together three literatures usually kept apart (the study of individual and organisational mistakes, of organisational misconduct and deviance, and of large-scale disasters and accidents) and shows they share a common sociological core: outcomes are shaped by the structure of the situation, the normalisation of risk over time, and the gap between formal procedure and the messy reality of practice. The concept the paper is most cited for, normalisation of deviance (the incremental process by which signals of danger are redefined as acceptable until the working definition of acceptable has drifted far from safety), is presented here not as a one-off feature of the Challenger launch but as a general mechanism. For a corpus about psychological safety and speaking up, Vaughan supplies the structural counterpart to the interpersonal story: it explains why warnings go unspoken or unheard not only because individuals fear the consequences of voice but because organisational systems recode danger as normal, so that by the time a decision is reached there is often nothing left that feels alarming enough to report. The caution is the usual one for a review: it synthesises rather than tests, and its sociological frame can underplay the agency and interpersonal texture that a psychological-safety lens foregrounds. (Text drawn from the 1999 Annual Review of Sociology paper, 25, pp. 271-305.)",
      "keywords": [
        "normalisation of deviance",
        "disaster",
        "organisational deviance",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "culture",
        "climate",
        "context",
        "national culture",
        "critique",
        "criticism"
      ],
      "relatedArticles": [
        "challenger",
        "chernobyl"
      ]
    },
    {
      "id": "woods-2018",
      "kind": "paper",
      "title": "Resilience is a Verb",
      "label": "Woods (2018)",
      "url": "https://irgc.org/wp-content/uploads/2018/12/Woods-for-IRGC-Resilience-Guide-Vol-2-2018.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=woods-2018",
      "author": "Woods",
      "topics": [
        "safety-error",
        "complexity"
      ],
      "type": "theoretical",
      "journal": "IRGC Resource Guide on Resilience (Vol. 2)",
      "doi": null,
      "openAccess": true,
      "citation": "Woods, D.D. (2018) 'Resilience is a verb', in Trump, B.D., Florin, M.-V. & Linkov, I. (eds.) *IRGC Resource Guide on Resilience (Vol. 2)*. Lausanne: EPFL International Risk Governance Center.",
      "weight": 6,
      "date": "2018-01-01",
      "summary": "Woods's short essay is the cleanest statement of what resilience engineering means by resilience, and the correction it presses is grammatical: resilience is a verb, not a property. A system is not resilient in the way it is red or heavy; resilience is something a system does, an ongoing activity of adapting to situations that fall outside the envelope its plans and procedures were built for. Woods distinguishes this sharply from robustness, which is the ability to handle a defined and anticipated set of disturbances (the redundancy, failovers and safety margins engineers design in advance); resilience is what is left to draw on when the disturbance is the one nobody designed for, and it lives in the adaptive capacity of the people and units at the sharp end. That capacity is future-oriented (resilience is a verb in the future tense, as Woods puts it): it is the readiness to recognise when the plan no longer fits and to stretch, extend or reconfigure what one is doing before the gap becomes a failure. Crucially it is neither free nor permanent; adaptive capacity is built, sustained, spent and lost, and organisations routinely trade it away in the name of efficiency, optimising for expected conditions until they have no slack left for the unexpected. For a corpus that resists the engineering-away of complexity, Woods supplies the operational vocabulary that sits between Holling's ecological resilience and everyday organisational life: it reframes safety, and psychological safety with it, as a capacity that has to be actively maintained rather than a state that can be achieved and locked in. Its limits are those of the form: it is a brief, deliberately abstract position piece written for a resource guide, rich in principle and light on procedure, so it tells you what to attend to without telling you in detail how to build the capacity it describes. (Text drawn from Woods, D.D. (2018) 'Resilience is a verb', in the IRGC Resource Guide on Resilience, Vol. 2, EPFL International Risk Governance Center.)",
      "keywords": [
        "resilience engineering",
        "graceful extensibility",
        "adaptive capacity",
        "brittleness",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "psychological safety",
        "foundations",
        "complexity",
        "complex systems",
        "emergence"
      ],
      "relatedArticles": [
        "safety-i-ii",
        "adaptive-cycle"
      ]
    },
    {
      "id": "weick-sutcliffe-obstfeld-2005",
      "kind": "paper",
      "title": "Organizing and the Process of Sensemaking",
      "label": "Weick, Sutcliffe & Obstfeld (2005)",
      "url": "https://www.jstor.org/stable/25145979",
      "page": "https://explore.psychsafety.com/?mode=papers&node=weick-sutcliffe-obstfeld-2005",
      "author": "Weick, Sutcliffe & Obstfeld",
      "topics": [
        "safety-error",
        "culture-context"
      ],
      "type": "review",
      "journal": "Organization Science",
      "doi": "10.1287/orsc.1050.0133",
      "openAccess": false,
      "citation": "Weick, K.E., Sutcliffe, K.M. & Obstfeld, D. (2005) 'Organizing and the process of sensemaking', *Organization Science*, 16(4), pp. 409-421.",
      "weight": 8,
      "date": "2005-01-01",
      "summary": "Weick, Sutcliffe and Obstfeld's review consolidates two decades of work on sensemaking into a single statement, and its central move is to collapse the distinction between making sense and organising: organising is sensemaking, the ongoing process by which people turn the stream of ambiguous, unfolding experience into something they can act on. Sensemaking is retrospective (people work out what is happening by looking back at what they have already done and said, captured in Weick's line that one cannot know what one thinks until one sees what one says), and it is enactive (people are not passive observers of an environment but produce part of the environment they then have to interpret, so action and interpretation loop into each other). It runs on plausibility rather than accuracy: under pressure and ambiguity, what matters is a story good enough to keep acting on, not a complete or correct account, which is efficient but also the seed of collective error when the plausible story is wrong. The paper draws these threads (identity, social context, extracted cues, ongoing updating) into a picture of how shared meaning is constructed and, crucially, how it breaks down, the reference cases being the crises where a group's sense of the situation collapses and coordinated action with it. For a corpus about psychological safety this is the cognitive-collective layer beneath voice: speaking up matters because it feeds cues into the collective sensemaking process and can revise a plausible-but-wrong story before it hardens, and silence is dangerous not only interpersonally but because it starves that process of the very cues that would correct it. The caution is that sensemaking is a broad, sometimes elastic frame that explains much after the fact and predicts less before it. (Text drawn from the 2005 Organization Science review, 16(4), pp. 409-421.)",
      "keywords": [
        "sensemaking",
        "organising",
        "sense-making",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "culture",
        "climate",
        "context",
        "national culture",
        "psychological safety",
        "foundations"
      ],
      "relatedArticles": [
        "amplifying-weak-signals",
        "chernobyl"
      ]
    },
    {
      "id": "cherns-1976",
      "kind": "paper",
      "title": "The Principles of Sociotechnical Design",
      "label": "Cherns (1976)",
      "url": "https://doi.org/10.1177/001872677602900806",
      "page": "https://explore.psychsafety.com/?mode=papers&node=cherns-1976",
      "author": "Cherns",
      "topics": [
        "culture-context"
      ],
      "type": "theoretical",
      "journal": "Human Relations",
      "doi": "10.1177/001872677602900806",
      "openAccess": false,
      "citation": "Cherns, A. (1976) 'The principles of sociotechnical design', *Human Relations*, 29(8), pp. 783-792.",
      "weight": 7,
      "date": "1976-01-01",
      "summary": "Cherns takes the sociotechnical-systems tradition that grew out of Trist and Bamforth's coal-mining studies and distils it into a set of design principles, an attempt to say concretely how one designs work so that the social and the technical are optimised together rather than one being sacrificed to the other. The principles are the paper's substance and several of them read, decades on, like the intellectual ancestry of psychological safety and sharp-end voice. Minimal critical specification says designers should specify no more than is strictly necessary and leave the how to the people doing the work, preserving their discretion; the sociotechnical criterion says variances should be controlled as close as possible to their point of origin, by those who first encounter them, rather than exported up the hierarchy; the information-flow principle says information should be directed to where it is needed for action, not merely routed upward for control; and boundary location warns against drawing organisational boundaries in ways that block the sharing of knowledge and experience. Rounding these out are compatibility (a participative end state needs a participative design process), multifunctionality (build redundancy into what people can do, not just into parts), support congruence (reward and support systems must reinforce the behaviour the design intends), the incorporation of human values as a design objective, and incompletion (design is never finished; it is a continuing process). For a corpus about voice and organisational design, Cherns is the systems-design counterpart to the interpersonal account: it argues, on efficiency and reliability grounds rather than moral ones, for pushing control, information and discretion toward the sharp end, which is precisely the structural condition under which speaking up becomes both possible and consequential. Its limits are those of a principles paper: it prescribes at the level of design philosophy and leaves the hard particulars of any given implementation open. (Text drawn from the 1976 Human Relations paper, 29(8), pp. 783-792.)",
      "keywords": [
        "sociotechnical",
        "socio-technical design",
        "principles",
        "culture",
        "climate",
        "context",
        "national culture",
        "psychological safety",
        "foundations",
        "design"
      ],
      "relatedArticles": [
        "sociotechnical"
      ]
    },
    {
      "id": "kessler-bierly-gopalakrishnan-2001",
      "kind": "paper",
      "title": "Vasa Syndrome: Insights from a 17th-Century New-Product Disaster",
      "label": "Kessler, Bierly & Gopalakrishnan (2001)",
      "url": "https://www.jstor.org/stable/4165762",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kessler-bierly-gopalakrishnan-2001",
      "author": "Kessler, Bierly & Gopalakrishnan",
      "topics": [
        "culture-context",
        "safety-error"
      ],
      "type": "commentary",
      "journal": "Academy of Management Executive",
      "doi": null,
      "openAccess": false,
      "citation": "Kessler, E.H., Bierly, P.E. & Gopalakrishnan, S. (2001) 'Vasa syndrome: insights from a 17th-century new-product disaster and its implications for today's organizations', *Academy of Management Executive*, 15(3), pp. 80-91.",
      "weight": 6,
      "date": "2001-01-01",
      "summary": "Kessler, Bierly and Gopalakrishnan use the sinking of the Swedish warship Vasa, which capsized and sank within minutes of leaving harbour on its maiden voyage in 1628, as a case study in how ambitious projects and new products fail. The Vasa was too tall and too heavily gunned for its beam and so unstable, a condition made worse by scope creep of an extreme kind: hearing that Denmark was building a two-gun-deck warship, the king ordered the Vasa enlarged to match, and the keel already laid in the ground was physically extended, the hull widened only in its upper sections because the keel was fixed, with no formal specifications drawn up for any of it. The lead shipwright had never built a two-decker and scaled his plans by proportion and instinct, which was not negligence but the state of the art: in 1628 there was no method for calculating a ship's centre of gravity, and you found out how a ship sailed by sailing it. From this the authors generalise a set of recurring organisational pathologies they call the Vasa syndrome: lack of external learning capability, goal confusion, an obsession with speed, feedback system failure, communication barriers, poor organisational memory, and top-management meddling. What makes the case genuinely instructive for a corpus about psychological safety is a detail easily lost in the telling. This is not a story in which nobody spoke. The boatswain Matsson raised concerns about the ballast and was brushed aside by Admiral Fleming with the assurance that the shipbuilder had built ships before and he should not worry; Matsson's recorded reply was that God grant the ship would stand upright on her keel. The shipwright had long suspected she was too narrow. The sailors who ran the lurch test, in which men ran side to side across the deck, stopped it early because the ship was already rolling alarmingly, and she sailed anyway. The knowledge existed and was even voiced. What it lacked was a path upward: at every layer of the hierarchy there was more reason to absorb a concern than to carry it to the next person, and so it never reached anyone with both the power and the will to act. The inquiry that followed found no one to blame, and could not honestly have done otherwise, since the king had approved the plans and armament, the shipwright was dead, and the admiral had run his test and sailed regardless; responsibility was so thoroughly distributed that no single decision looked, in isolation, like the fatal one. That is a strikingly modern conclusion to reach in 1628, and it makes the Vasa a fitting prologue to the systems-thinking tradition that would take another three centuries to arrive. Its limits are those of a practitioner-facing case essay built around a single vivid story: the syndrome is a compelling pattern rather than a tested theory, and the seventeenth-century setting does the persuasive work that data would in an empirical paper. (Text drawn from the 2001 Academy of Management Executive paper, 15(3), pp. 80-91.)",
      "keywords": [
        "Vasa",
        "Vasa syndrome",
        "warship",
        "Sweden",
        "1628",
        "Gustavus Adolphus",
        "scope creep",
        "Matsson",
        "Fleming",
        "lurch test",
        "stability test",
        "shipwright",
        "project failure",
        "bad news travelling upward",
        "no one to blame",
        "disaster"
      ],
      "relatedArticles": [
        "vasa"
      ]
    },
    {
      "id": "guglielmo-monroe-malle-2009",
      "kind": "paper",
      "title": "At the Heart of Morality Lies Folk Psychology",
      "label": "Guglielmo, Monroe & Malle (2009)",
      "url": "https://research.clps.brown.edu/SocCogSci/Publications/Pubs/Guglielmo_et_al_(2009)_morality_folk_psy.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=guglielmo-monroe-malle-2009",
      "author": "Guglielmo, Monroe & Malle",
      "topics": [
        "trust-interpersonal",
        "critique"
      ],
      "type": "theoretical",
      "journal": "Inquiry",
      "doi": null,
      "openAccess": true,
      "citation": "Guglielmo, S., Monroe, A.E. & Malle, B.F. (2009) 'At the heart of morality lies folk psychology', *Inquiry*, 52(5), pp. 449-466.",
      "weight": 5,
      "date": "2009-01-01",
      "summary": "Guglielmo, Monroe and Malle argue that moral judgement, and blame in particular, is built on folk psychology, the everyday theory of mind with which people infer others' intentions, choices and reasons. Blame, on their account, is not a raw emotional reflex but a structured, ordered assessment: people move through a sequence of folk-psychological questions, whether there was an agent who caused the outcome, then whether the act was intentional, then, depending on that answer, either what reasons the agent had (for intentional acts) or whether they could and should have prevented it (for unintentional ones). Each step gates the next, so that, for instance, questions of intentionality are moot until an agent is identified as having caused the harm; the authors and their collaborators later formalise this as a step model of blame. The upshot is that blame is a reasoned attribution grounded in beliefs about mind, which is precisely why it is so sensitive to context: change what is understood about intention, capacity or the available alternatives and the blame changes with it. For a corpus that treats blame as accountability stripped of context, this supplies the cognitive anatomy underneath that claim: it shows that blame depends, step by step, on judgements about what a person meant, chose and could have done, and therefore that the reflexive rush to blame at the sharp end is a failure to run the very process the mind is capable of. The limits are ones of domain and level: this is a paper in moral and philosophical psychology built on judgement experiments, not an organisational study, so its application to workplace accountability and psychological safety is an extension rather than a finding. (Text drawn from the 2009 Inquiry paper, 52(5), pp. 449-466.)",
      "keywords": [
        "blame",
        "moral judgment",
        "attribution",
        "trust",
        "relationships",
        "interpersonal",
        "critique",
        "criticism",
        "limitations",
        "morality",
        "lies",
        "folk"
      ],
      "relatedArticles": [
        "blametropism",
        "accountability"
      ]
    },
    {
      "id": "catalano-et-al-2018",
      "kind": "paper",
      "title": "Black Swans, Cognition, and the Power of Learning from Failure",
      "label": "Catalano et al (2018)",
      "url": "https://conbio.onlinelibrary.wiley.com/doi/10.1111/cobi.13045",
      "page": "https://explore.psychsafety.com/?mode=papers&node=catalano-et-al-2018",
      "author": "Catalano, Redford, Margoluis & Knight",
      "topics": [
        "ecological-commons",
        "team-learning",
        "safety-error"
      ],
      "type": "theoretical",
      "journal": "Conservation Biology",
      "doi": "10.1111/cobi.13045",
      "openAccess": false,
      "citation": "Catalano, A.S., Redford, K., Margoluis, R. & Knight, A.T. (2018) 'Black swans, cognition, and the power of learning from failure', *Conservation Biology*, 32(3), pp. 584-596.",
      "weight": 6,
      "date": "2018-06-01",
      "summary": "Catalano, Redford, Margoluis and Knight bring the psychology of learning from failure into conservation, asking why a field that fails often learns from its failures so rarely. Their framing is Taleb's black swan: the rare, high-impact event that looks obvious only in hindsight, which is exactly the kind of failure conservation produces and then explains away. The paper's real contribution is cognitive: it catalogues the mental and social barriers that stop organisations extracting lessons from failure, and they are the same barriers this corpus meets everywhere else. Hindsight bias makes a failure look predictable after the fact, so no genuine lesson is drawn (we knew all along). Self-serving attribution credits success to one's own skill and charges failure to external circumstance, which protects the ego at the cost of the analysis. And the reputational and emotional cost of admitting failure, together with the blame that failure attracts, makes honesty about what went wrong personally expensive, so the post-mortem that learning depends on either never happens or happens dishonestly. Against these, the authors argue for the cognitive habits and the cultural conditions (a climate safe enough to name failure without being punished for it) under which failure can become information rather than embarrassment. For a corpus about psychological safety this paper is doubly useful: it is the conservation-and-ecology instance of Edmondson's learning-from-failure argument, showing that the obstacles to learning are not domain-specific but cognitive and social, and it connects the ecological strand of the map to the psychology of blame and attribution that the safety and accountability strands turn on. The same reflexive protection of self and status that keeps a hospital or a cockpit from learning keeps a conservation programme from learning too. Its limits are those of a conceptual argument: it reasons from established cognitive science to conservation practice rather than presenting new evidence of conservation learning, and its remedies are stated as principles rather than a tested intervention. (Text drawn from the 2018 Conservation Biology paper, 32(3), pp. 584-596.)",
      "keywords": [
        "black swan",
        "conservation",
        "rare events",
        "surprise",
        "ecology",
        "ecological",
        "commons",
        "resilience",
        "systems",
        "team learning",
        "teams",
        "learning",
        "performance",
        "safety"
      ],
      "relatedArticles": [
        "just-culture",
        "blametropism"
      ]
    },
    {
      "id": "vath-et-al-2024",
      "kind": "paper",
      "title": "Replicating the 'Seductive Allure of Neuroscience Explanations' Effect",
      "label": "Väth et al (2024)",
      "url": "https://royalsocietypublishing.org/rsos/article/11/12/241120/92410/Replicating-the-seductive-allure-of-neuroscience",
      "page": "https://explore.psychsafety.com/?mode=papers&node=vath-et-al-2024",
      "author": "Väth, von Petersdorff, Neumann, Mundry & Fischer",
      "topics": [
        "critique",
        "measurement-method"
      ],
      "type": "primary",
      "journal": "Royal Society Open Science",
      "doi": "10.1098/rsos.241120",
      "openAccess": true,
      "citation": "Väth, P.A., von Petersdorff, J., Neumann, C., Mundry, R. & Fischer, J. (2024) 'Replicating the \"seductive allure of neuroscience explanations\" effect in a classroom experiment and an online study', *Royal Society Open Science*, 11(12), 241120.",
      "weight": 5,
      "date": "2024-12-01",
      "summary": "Väth and colleagues put a famous finding to the test. The original seductive-allure-of-neuroscience-explanations effect (Weisberg and colleagues, 2008) reported that adding irrelevant neuroscience information to an explanation makes people rate the explanation as better, as if a dusting of brain-talk lent an argument authority it had not earned. That result became a favourite citation for anyone warning that scientific-sounding trappings can smuggle in unwarranted credibility. This preregistered study sets out to replicate it, in a classroom exercise and then in a larger online experiment (n = 430) spanning different levels of expertise, and finds the effect much weaker than advertised: across expertise levels people rated good explanations more favourably than bad ones whether or not superfluous neuroscience was present, and where the neuroscience did nudge judgements the differences were surprisingly small and the variation high. In other words the seductive allure is real-ish but modest, and people are better at telling good explanations from bad than the original scare suggested. For a corpus that is sceptical of the science-washing of psychological safety, this paper is a double-edged and therefore useful citation: it names the genuine phenomenon (that neuroscience framing, brain images and the language of the amygdala can lend a claim a false glow of rigour, which is exactly how a lot of popular psychological-safety writing borrows authority) while also modelling the correction, since the tidy original finding did not fully hold up either. The lesson it leaves is even-handed scepticism, of the sciencey gloss and of the neat result alike. Its limits are those of a single replication in a specific population: it refines an effect size rather than settling the question, and its stimuli are general explanations rather than anything drawn from organisational life. (Text drawn from the 2024 Royal Society Open Science paper, 11(12), article 241120.)",
      "keywords": [
        "neuroscience",
        "seductive allure",
        "replication",
        "SANE",
        "explanations",
        "critique",
        "criticism",
        "limitations",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "replicating"
      ],
      "relatedArticles": [
        "streetlight",
        "measurement"
      ]
    },
    {
      "id": "siad-rabi-2021",
      "kind": "paper",
      "title": "Harassment in Medicine: Cultural Barriers to Psychological Safety",
      "label": "Siad & Rabi (2021)",
      "url": "https://www.sciencedirect.com/science/article/pii/S2589790X21002493",
      "page": "https://explore.psychsafety.com/?mode=papers&node=siad-rabi-2021",
      "author": "Siad & Rabi",
      "topics": [
        "power-equity",
        "culture-context",
        "safety-error"
      ],
      "type": "commentary",
      "journal": "CJC Open",
      "doi": null,
      "openAccess": true,
      "citation": "Siad, F.M. & Rabi, D.M. (2021) 'Harassment in medicine: cultural barriers to psychological safety', *CJC Open*, 3(12).",
      "weight": 5,
      "date": "2021-12-01",
      "summary": "Siad and Rabi's viewpoint argues that harassment is endemic in medicine and that it operates as a cultural barrier to psychological safety, not a separate problem sitting alongside it. Their throughline is structural: the steep hierarchies and power gradients that define medical training and practice both enable harassment and suppress the safety to speak up, and the two feed each other. Where advancement depends almost entirely on those above you and status is scarce, people compete for the favour of the powerful and cannot afford to challenge them, so harassment goes unnamed and voice is chilled by the same gradient. The authors foreground gender inequality as a driver rather than a footnote: women face barriers to promotion, leadership and research opportunity while men disproportionately hold the senior, decision-making roles, and that asymmetry is the terrain on which both harassment and silence grow. For a corpus about psychological safety this is the healthcare-and-power instance of a point the map makes repeatedly, that psychological safety is not only an interpersonal climate to be cultivated but a product of structural hierarchy and equity, and that harassment is in a real sense what the absence of psychological safety looks like at the sharp end of a steep gradient. Its limits are those of the form: it is a short viewpoint in a cardiology journal, making its case by argument and illustration rather than new data, and its remedies are directional rather than tested. (Text drawn from the 2021 CJC Open viewpoint.)",
      "keywords": [
        "gender",
        "sexism",
        "harassment",
        "women",
        "medicine",
        "healthcare",
        "hierarchy",
        "equity",
        "power gradient"
      ],
      "relatedArticles": [
        "psychological-safety-in-healthcare"
      ]
    },
    {
      "id": "grailey-et-al-2021",
      "kind": "paper",
      "title": "The Presence and Potential Impact of Psychological Safety in the Healthcare Setting: An Evidence Synthesis",
      "label": "Grailey et al (2021)",
      "url": "https://doi.org/10.1186/s12913-021-06740-6",
      "page": "https://explore.psychsafety.com/?mode=papers&node=grailey-et-al-2021",
      "author": "Grailey, Murray, Reader & Brett",
      "topics": [
        "safety-error",
        "culture-context",
        "measurement-method"
      ],
      "type": "review",
      "journal": "BMC Health Services Research",
      "doi": "10.1186/s12913-021-06740-6",
      "openAccess": true,
      "citation": "Grailey, K.E., Murray, E., Reader, T. & Brett, S.J. (2021) 'The presence and potential impact of psychological safety in the healthcare setting: an evidence synthesis', *BMC Health Services Research*, 21(1), 773.",
      "weight": 6,
      "date": "2021-08-05",
      "summary": "Grailey and colleagues synthesise the evidence on psychological safety among healthcare workers, pulling together 62 studies from 19 countries with three aims: to survey what the literature says about the presence of psychological safety, to catalogue how it is assessed, and to gather what is known about its consequences. The headline finding is reassuring on its face and awkward underneath. Reassuring, because psychological safety is consistently present, often at high levels, across the healthcare populations studied. Awkward, because the measurement is a patchwork: the included studies use such a wide range of tools, scales and definitions that the data cannot be pooled, so any confident overall statement about how psychologically safe healthcare actually is has to be hedged. Around this the authors map facilitators and barriers (culture, workload, infrastructure, teamwork and motivation) and sort them by the level at which they bite (individual, team, organisational), building a model of how situational context shapes whether people feel safe to speak. For the corpus the paper earns its place twice over: it is the systematic healthcare-domain evidence base behind the claim that psychological safety supports patient safety and error prevention, and, more in this map's register, it is an honest account of the measurement problem, a field measuring the same construct so many different ways that the findings will not add up, which is the measurement-critique argument arriving from inside the clinical literature rather than from its critics. Its limits are inherent to the method: a synthesis of heterogeneous studies inherits their heterogeneity, it describes the state of the field rather than resolving it, and the underlying search predates the end of 2018. (Text drawn from the 2021 BMC Health Services Research paper, 21(1), article 773.)",
      "keywords": [
        "healthcare workers",
        "evidence synthesis",
        "systematic review",
        "NHS",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "culture",
        "climate",
        "context",
        "national culture",
        "measurement"
      ],
      "relatedArticles": [
        "psychological-safety-in-healthcare"
      ]
    },
    {
      "id": "pelrine-2011",
      "kind": "paper",
      "title": "On Understanding Software Agility: A Social Complexity Point of View",
      "label": "Pelrine (2011)",
      "url": "https://rule11.tech/papers/2011-agility-pelrine.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=pelrine-2011",
      "author": "Pelrine",
      "topics": [
        "complexity",
        "team-learning"
      ],
      "type": "commentary",
      "journal": "Emergence: Complexity & Organization",
      "doi": null,
      "openAccess": true,
      "citation": "Pelrine, J. (2011) 'On understanding software agility: a social complexity point of view', *Emergence: Complexity & Organization*, 13(1-2), pp. 26-37.",
      "weight": 5,
      "date": "2011-01-01",
      "summary": "Pelrine brings social complexity science, and specifically Snowden's Cynefin framework, to bear on Agile software development, and the argument doubles as a general case about knowledge work. His claim is that building software is not merely complicated but complex, a wicked problem in Rittel and Webber's sense, with incomplete and shifting requirements whose solutions cannot be specified up front; and that Agile methods work, when they work, precisely because they are complexity-management methods in disguise. The foil is the machine paradigm: the Newtonian, Waterfall assumption that the whole is the sum of its parts, that everything can be planned in advance, and that people are interchangeable units on a production line. That model, Pelrine argues, is fundamentally incapable of dealing with the change and interdependence real projects exhibit, and its persistence in management thought long after physics abandoned it is itself part of the problem. Against it he sets Cynefin's probe-sense-respond: in the complex domain you cannot analyse your way to the answer, so you set boundaries, run many small safe-to-fail probes, make sense of what comes back, and amplify what works while dampening what does not, which he notes is exactly the apply-inspect-adapt loop at the heart of Scrum. The paper's sharpest idea is retrospective coherence, the observation that in a complex system causality only becomes legible after the fact: you can explain afterwards why a project succeeded, but you cannot guarantee the same result by repeating the same steps, which is a precise diagnosis of why best-practice cargo-culting and by-the-rules Agile so often fail. For a corpus about psychological safety the connective tissue is explicit in Pelrine's own rules of thumb, the first of which, we do not make mistakes, we learn, is a plain call for a safe-fail environment in which it is acceptable to be wrong and to correct course on the strength of that learning; his self-organising teams, his insistence that whoever holds the risk makes the decision, and his probe-sense-respond loop all presuppose people who feel safe enough to surface failure, question assumptions and decide. The paper thus sits at the junction of the map's complexity cluster and its account of team practice, arguing that safety to fail is not a soft add-on but a structural requirement of working in the complex domain. Its limits are those of a reflective practitioner essay: the evidence is experience and a sense-making exercise run with several hundred Agilists rather than controlled data, and the frame is software, so the wider transfer is by argument rather than demonstration. (Text drawn from the 2011 Emergence: Complexity & Organization essay, 13(1-2), pp. 26-37.)",
      "keywords": [
        "agile",
        "scrum",
        "software development",
        "cynefin",
        "safe to fail",
        "retrospective coherence",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "team learning",
        "teams",
        "learning",
        "performance"
      ],
      "relatedArticles": [
        "agile",
        "safe-to-fail"
      ]
    },
    {
      "id": "kurtz-snowden-2003",
      "kind": "paper",
      "title": "The New Dynamics of Strategy: Sense-Making in a Complex and Complicated World",
      "label": "Kurtz & Snowden (2003)",
      "url": "https://vdc.edu.au/wp-content/uploads/2018/02/Sense-making-in-a-complex-and-complicated-world.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kurtz-snowden-2003",
      "author": "Kurtz & Snowden",
      "topics": [
        "complexity",
        "culture-context"
      ],
      "type": "theoretical",
      "journal": "IBM Systems Journal",
      "doi": null,
      "openAccess": true,
      "citation": "Kurtz, C.F. & Snowden, D.J. (2003) 'The new dynamics of strategy: sense-making in a complex and complicated world', *IBM Systems Journal*, 42(3), pp. 462-483.",
      "weight": 8,
      "date": "2003-01-01",
      "summary": "This is the paper that introduced the Cynefin framework in its full form, the fuller and more radical predecessor to the Snowden and Boone Harvard piece that most people cite. Kurtz and Snowden open by challenging three assumptions they argue pervade management and policy: the assumption of order (that cause and effect are discoverable, so best practice must exist), the assumption of rational choice (that people decide by weighing pain against pleasure), and the assumption of intentional capability (that others' actions are deliberate, that every blink is a wink). These hold in some contexts but not universally, and the tools most managers reach for assume they always hold. Against this they set Cynefin, which they are careful to call a sense-making framework rather than a categorisation model: its five domains are not a two-by-two matrix with a preferred corner but a way of perceiving what kind of situation you are in. In the ordered domains, the known (sense-categorise-respond, legitimate best practice) and the knowable (sense-analyse-respond, the province of experts and analysis), cause and effect can be established. In the un-ordered domains they cannot: the complex domain (probe-sense-respond) is where patterns emerge from the interaction of many agents and can be read only in retrospect, and the chaotic domain (act-sense-respond) is turbulent crisis. At the centre sits disorder, the state of not knowing which domain you are in. The paper's most quoted idea is retrospective coherence, the observation that in a complex system a path looks logical only after it has stabilised though it was one of many that could have, so codifying yesterday's emergent pattern into tomorrow's procedure guarantees you will meet a pattern it cannot handle. For a corpus about psychological safety Cynefin matters twice over. Its account of the complex domain is the theoretical backing for treating teams and organisations as systems where you cannot plan the answer but must run safe-to-fail probes and let sense emerge, which requires people free to surface and question. And Kurtz and Snowden are unusually direct about the politics of this: they warn that in the knowable domain entrained patterns are most dangerous because a single wrong assumption goes unseen, that organisations facing disconfirming evidence tend to grasp at order and punish dissent until they collapse from the known straight into chaos, and that in their own sense-making sessions large power differences have to be dismantled first or people simply watch what the boss does. Its limits are that it is a framework paper grounded in action research and consultancy rather than controlled study, and that its richness makes it easy to apply loosely, a misuse the authors themselves complain about. (Text drawn from the 2003 IBM Systems Journal paper, 42(3), pp. 462-483.)",
      "keywords": [
        "cynefin",
        "sense-making",
        "sensemaking",
        "probe sense respond",
        "retrospective coherence",
        "un-order",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "culture",
        "climate",
        "context",
        "national culture"
      ],
      "relatedArticles": [
        "complexity",
        "safe-to-fail"
      ]
    },
    {
      "id": "rittel-webber-1973",
      "kind": "paper",
      "title": "Dilemmas in a General Theory of Planning",
      "label": "Rittel & Webber (1973)",
      "url": "https://urbanpolicy.net/wp-content/uploads/2015/06/Rittel-Webber_1973_DilemmasInAGeneralTheoryOfPlanning.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=rittel-webber-1973",
      "author": "Rittel & Webber",
      "topics": [
        "complexity",
        "critique"
      ],
      "type": "theoretical",
      "journal": "Policy Sciences",
      "doi": "10.1007/BF01405730",
      "openAccess": true,
      "citation": "Rittel, H.W.J. & Webber, M.M. (1973) 'Dilemmas in a general theory of planning', *Policy Sciences*, 4(2), pp. 155-169.",
      "weight": 8,
      "date": "1973-01-01",
      "summary": "Rittel and Webber gave the world the term wicked problem, and the distinction it draws is one the whole complexity strand of this map depends on. Writing against the confident, science-based model of planning that dominated post-war policy, they argue that the problems planners actually face are categorically unlike the tame problems of mathematics or the bench sciences. A tame problem can be clearly stated and has a solution that is right or wrong; a wicked problem cannot even be definitively formulated, because the way you frame it already commits you to a kind of solution, so the formulation and the solution are the same act. They set out the properties that make such problems wicked: there is no definitive formulation and no stopping rule, so you stop when you run out of time or money rather than when the problem is solved; solutions are not true or false but better or worse, with no immediate or ultimate test because the consequences ripple outward indefinitely; every attempt counts, since you cannot run a wicked problem as an experiment and there is no undo, which means the planner, unlike the scientist, has no right to be wrong; and every wicked problem is essentially unique and is also a symptom of another problem, so there is no settled catalogue of solutions to draw on. Underneath the taxonomy is a critique of professional expertise: the planner cannot stand outside the problem as a neutral technician, because they are part of the system they act on and answerable for the lives their one-shot interventions touch. For a corpus about psychological safety and complexity the connection is the one Snowden and Pelrine also make: most of the problems that matter in organisational life are wicked rather than tame, and treating them as tame, as things to be analysed once and solved by best practice, is precisely the error that makes the safety to question, dissent and revise so necessary. If you cannot get the answer right in advance, you need people able to say when it is going wrong. Its limits are those of a foundational essay from planning theory: it names and anatomises the problem with great clarity but offers little by way of method for acting under it, which is part of why the later complexity and sense-making work exists. (Text drawn from the 1973 Policy Sciences paper, 4(2), pp. 155-169.)",
      "keywords": [
        "wicked problems",
        "tame problems",
        "planning",
        "policy",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "psychological safety",
        "foundations",
        "critique",
        "criticism",
        "limitations",
        "dilemmas"
      ],
      "relatedArticles": [
        "complexity",
        "safe-to-fail"
      ]
    },
    {
      "id": "stacey-1995",
      "kind": "paper",
      "title": "The Science of Complexity: An Alternative Perspective for Strategic Change Processes",
      "label": "Stacey (1995)",
      "url": "https://doi.org/10.1002/smj.4250160606",
      "page": "https://explore.psychsafety.com/?mode=papers&node=stacey-1995",
      "author": "Stacey",
      "topics": [
        "complexity",
        "critique"
      ],
      "type": "theoretical",
      "journal": "Strategic Management Journal",
      "doi": "10.1002/smj.4250160606",
      "openAccess": false,
      "citation": "Stacey, R.D. (1995) 'The science of complexity: an alternative perspective for strategic change processes', *Strategic Management Journal*, 16(6), pp. 477-495.",
      "weight": 7,
      "date": "1995-01-01",
      "summary": "Stacey brings the science of complexity to bear on strategic management, and his target is the field's governing assumption that organisations move, or should be moved, towards a stable equilibrium through analysis and long-range planning. Drawing on complex adaptive systems and non-linear dynamics, he argues that organisations are better understood as far-from-equilibrium systems whose futures are inherently unpredictable, and that novelty, creativity and genuinely new strategy arise not from the planned, ordered part of the organisation but from its bounded instability, the region between frozen stability and disintegrating chaos where spontaneous self-organisation and emergence happen. Two moves matter for this map. The first is the claim that strategy emerges rather than being formulated: because non-linear feedback makes long-term outcomes uncontrollable, the detailed predictive strategic plan is close to a fiction, and what actually shapes a firm is the ongoing, self-organising interaction of its people. The second is Stacey's attention to what he calls the shadow or informal system, the web of unofficial relationships and conversations running alongside the legitimate hierarchy, which is where the learning and innovation that keep an organisation adaptive actually take place. For a corpus about psychological safety this is the strategy-theory counterpart to the interpersonal account: if the adaptive, creative life of an organisation lives in its informal, self-organising interactions rather than in its formal plans, then whether those interactions are safe enough to carry real disagreement and half-formed ideas is not a soft concern but the thing strategy depends on. It is also a direct ancestor of the Snowden and Pelrine arguments elsewhere in this cluster. Its limits are that it argues largely by analogy from the natural sciences to organisations, a move complexity-in-management has been criticised for ever since, and that it is stronger on why the equilibrium paradigm fails than on what a manager should concretely do instead. (Text drawn from the 1995 Strategic Management Journal paper, 16(6), pp. 477-495.)",
      "keywords": [
        "bounded instability",
        "edge of chaos",
        "shadow system",
        "emergent strategy",
        "self-organisation",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "psychological safety",
        "foundations",
        "critique",
        "criticism",
        "limitations"
      ],
      "relatedArticles": [
        "complexity",
        "emergence"
      ]
    },
    {
      "id": "preiser-et-al-2018",
      "kind": "paper",
      "title": "Social-Ecological Systems as Complex Adaptive Systems: Organizing Principles for Advancing Research Methods and Approaches",
      "label": "Preiser et al (2018)",
      "url": "https://www.ecologyandsociety.org/vol23/iss4/art46/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=preiser-et-al-2018",
      "author": "Preiser, Biggs, de Vos & Folke",
      "topics": [
        "complexity",
        "ecological-commons"
      ],
      "type": "theoretical",
      "journal": "Ecology and Society",
      "doi": "10.5751/ES-10558-230446",
      "openAccess": true,
      "citation": "Preiser, R., Biggs, R., De Vos, A. & Folke, C. (2018) 'Social-ecological systems as complex adaptive systems: organizing principles for advancing research methods and approaches', *Ecology and Society*, 23(4), art. 46.",
      "weight": 8,
      "date": "2018-12-01",
      "summary": "Preiser, Biggs, de Vos and Folke give the clearest modern statement of what it means to take complex adaptive systems seriously, distilling the field into six organising principles and then following through on their consequences for how you research and explain such systems. The principles hold that complex adaptive systems are constituted relationally (the parts are defined by their interactions rather than prior to them), that they have adaptive capacity, that they are dynamic and inherently unpredictable, that they are radically open with no natural closed boundary, that they are always determined by their particular context rather than by universal law, and that their causality is complex, running through emergence, non-linearity and path dependence rather than simple cause and effect. The payoff is methodological: if a system has these properties then variable-based, boundary-fixing, prediction-seeking method is the wrong tool, and you need approaches built for relationships, context and emergence instead. Although written for social-ecological systems, almost none of the argument is actually confined to ecology, which is why it transfers so cleanly to organisations, healthcare and safety, and why it makes a strong modern anchor for a corpus that treats teams as living systems rather than machines. Its limit is that it is a principles-and-methods synthesis rather than an empirical study, better at reframing the research question than at telling you which specific method to pick up. (Text drawn from the 2018 Ecology and Society paper, 23(4), art. 46.)",
      "keywords": [
        "social-ecological systems",
        "CAS",
        "organising principles",
        "relational",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "ecology",
        "ecological",
        "commons",
        "resilience",
        "systems",
        "psychological safety"
      ],
      "relatedArticles": [
        "complexity",
        "adaptive-cycle"
      ]
    },
    {
      "id": "page-2015",
      "kind": "paper",
      "title": "What Sociologists Should Know About Complexity",
      "label": "Page (2015)",
      "url": "https://doi.org/10.1146/annurev-soc-073014-112230",
      "page": "https://explore.psychsafety.com/?mode=papers&node=page-2015",
      "author": "Page",
      "topics": [
        "complexity",
        "critique"
      ],
      "type": "review",
      "journal": "Annual Review of Sociology",
      "doi": "10.1146/annurev-soc-073014-112230",
      "openAccess": false,
      "citation": "Page, S.E. (2015) 'What sociologists should know about complexity', *Annual Review of Sociology*, 41, pp. 21-41.",
      "weight": 8,
      "date": "2015-08-01",
      "summary": "Page writes the bridge between formal complexity science and the study of human social systems, and does it with unusual discipline. His aim is to explain to social scientists why complexity is not a vague gesture at interconnectedness but a specific set of features that demand different models and different evidence: heterogeneity among the actors, networks of interdependence, adaptation and learning, feedback, and emergence, whereby patterns at the level of the whole arise from interaction and cannot be read off the parts. The most useful move for this corpus is his insistence on distinguishing the genuinely complex from the merely complicated and from the loosely metaphorical: he is explicitly resisting the everything-is-connected version of complexity that lets people wave the word around without changing anything about how they think or measure. Because complex systems produce outcomes that are path-dependent, tipping-prone and often unpredictable, Page argues that conventional variable-based social science, which seeks stable average effects, systematically misses what matters, and that formal models and computational methods are needed to reason about the mechanisms instead. For a map that is sceptical of the commodification of complexity language, Page is the rigorous friend: he takes the ideas seriously enough to say precisely what they do and do not license. Its limit is that it is written for and from a modelling tradition, so its remedies lean towards a formalism that not every organisational reader will want to adopt. (Text drawn from the 2015 Annual Review of Sociology paper, 41, pp. 21-41.)",
      "keywords": [
        "sociology",
        "social systems",
        "heterogeneity",
        "networks",
        "modelling",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "psychological safety",
        "foundations",
        "critique",
        "criticism",
        "limitations"
      ],
      "relatedArticles": [
        "complexity",
        "ps-diverse-groups"
      ]
    },
    {
      "id": "centola-et-al-2018",
      "kind": "paper",
      "title": "Experimental Evidence for Tipping Points in Social Convention",
      "label": "Centola et al (2018)",
      "url": "https://doi.org/10.1126/science.aas8827",
      "page": "https://explore.psychsafety.com/?mode=papers&node=centola-et-al-2018",
      "author": "Centola, Becker, Brackbill & Baronchelli",
      "topics": [
        "complexity",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Science",
      "doi": "10.1126/science.aas8827",
      "openAccess": false,
      "citation": "Centola, D., Becker, J., Brackbill, D. & Baronchelli, A. (2018) 'Experimental evidence for tipping points in social convention', *Science*, 360(6393), pp. 1116-1119.",
      "weight": 7,
      "date": "2018-06-08",
      "summary": "Centola, Becker, Brackbill and Baronchelli did something rare in complexity research: they took a phenomenon usually invoked as a metaphor, the tipping point, and demonstrated it cleanly in a controlled experiment. Using online groups that had settled on an arbitrary social convention sustained by nothing but mutual coordination, they introduced a committed minority who consistently pushed an alternative, and varied its size. The result is a genuine non-linear threshold: below a critical mass the established convention held and the minority was ignored, but once the committed fraction crossed roughly a quarter of the group the convention flipped, rapidly and completely, to the new norm. This matters because it turns a loose intuition into a measured effect, and because the mechanism, a norm that looks stable until a threshold is crossed and then changes state, is exactly the shape of many organisational phenomena: reporting behaviour, speaking up, the adoption of a new practice, or the breaking of a culture of silence. It says that apparent stasis can be the prelude to sudden change, that a determined minority need not become a majority to shift a norm, and that the safety to be one of the early committed voices is therefore consequential out of all proportion to numbers. Its limits are those of a clean laboratory result: the conventions studied were arbitrary and low-stakes, and the precise threshold is sensitive to conditions, so the quarter-of-the-group figure illustrates a mechanism rather than fixing a universal constant. (Text drawn from the 2018 Science paper, 360, pp. 1116-1119.)",
      "keywords": [
        "tipping point",
        "social convention",
        "committed minority",
        "critical mass",
        "norm change",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "voice",
        "speaking up",
        "silence",
        "raising concerns",
        "experimental"
      ],
      "relatedArticles": [
        "socy",
        "amplifying-weak-signals"
      ]
    },
    {
      "id": "greenhalgh-papoutsi-2018",
      "kind": "paper",
      "title": "Studying Complexity in Health Services Research: Desperately Seeking an Overdue Paradigm Shift",
      "label": "Greenhalgh & Papoutsi (2018)",
      "url": "https://doi.org/10.1186/s12916-018-1089-4",
      "page": "https://explore.psychsafety.com/?mode=papers&node=greenhalgh-papoutsi-2018",
      "author": "Greenhalgh & Papoutsi",
      "topics": [
        "complexity",
        "measurement-method",
        "critique"
      ],
      "type": "commentary",
      "journal": "BMC Medicine",
      "doi": "10.1186/s12916-018-1089-4",
      "openAccess": true,
      "citation": "Greenhalgh, T. & Papoutsi, C. (2018) 'Studying complexity in health services research: desperately seeking an overdue paradigm shift', *BMC Medicine*, 16, art. 95.",
      "weight": 7,
      "date": "2018-06-20",
      "summary": "Greenhalgh and Papoutsi make the accessible, forceful case that studying complex systems requires a different epistemology, not just different statistics, and that health services research has been slow to make the shift. Their target is the reductionist default in which the way to understand something is to break it into variables, control for context, and seek universal, generalisable effects. In a complex system, they argue, that approach destroys the very thing you are trying to study, because the behaviour lives in the relationships and the context rather than in isolable parts. In its place they call for rich theorising over atheoretical data-gathering, close attention to relationships and context, generative explanation (accounts of the mechanisms by which things happen here) rather than universal law, and pragmatic, adaptive study designs that can change as the system changes. Although framed for healthcare, the argument is general, and it is a natural companion both to the healthcare psychological-safety evidence that struggles with heterogeneous measurement and to this map's wider suspicion of measuring living systems as if they were machines. For a corpus that resists flattening, it supplies the methodological backbone: it explains why the honest study of a complex human system will look messier, more contextual and more theory-laden than the tidy trial its critics demand. Its limit is that it is a manifesto for a paradigm shift more than a manual for executing one, stronger on why than on precisely how. (Text drawn from the 2018 BMC Medicine paper, 16, art. 95.)",
      "keywords": [
        "health services research",
        "paradigm shift",
        "generative explanation",
        "epistemology",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "critique"
      ],
      "relatedArticles": [
        "complexity",
        "psychological-safety-in-healthcare"
      ]
    },
    {
      "id": "reiman-et-al-2015",
      "kind": "paper",
      "title": "Principles of Adaptive Management in Complex Safety-Critical Organizations",
      "label": "Reiman et al (2015)",
      "url": "https://doi.org/10.1016/j.ssci.2014.07.021",
      "page": "https://explore.psychsafety.com/?mode=papers&node=reiman-et-al-2015",
      "author": "Reiman, Rollenhagen, Pietikäinen & Heikkilä",
      "topics": [
        "safety-error",
        "complexity"
      ],
      "type": "theoretical",
      "journal": "Safety Science",
      "doi": "10.1016/j.ssci.2014.07.021",
      "openAccess": false,
      "citation": "Reiman, T., Rollenhagen, C., Pietikäinen, E. & Heikkilä, J. (2015) 'Principles of adaptive management in complex safety-critical organizations', *Safety Science*, 71, pp. 80-92.",
      "weight": 7,
      "date": "2015-01-01",
      "summary": "Reiman, Rollenhagen, Pietikäinen and Heikkilä treat safety in high-hazard organisations as an emergent property of a complex adaptive system, and draw out what that implies for how such organisations should be managed. Their argument runs against the dominant compliance paradigm, in which safety is pursued by decomposing work into procedures, specifying the correct behaviour in advance, and enforcing conformance from the centre. That approach, they contend, is well suited to the ordered parts of the work but actively counterproductive for the complex parts, where the situations that threaten safety are precisely the ones no procedure anticipated, and where over-reliance on compliance erodes the adaptive capacity that keeps a system safe when the unexpected arrives. In its place they set out principles of adaptive management: supporting the local adaptive capacity of people at the sharp end, balancing standardisation against the freedom to adjust, attending to the whole system rather than optimising parts, and treating the organisation as something to be continually sensed and steered rather than fixed and controlled. For a corpus about psychological safety this sits squarely in the Safety-II and Human and Organisational Performance tradition: adaptive capacity is exercised by people, and people only exercise it, adjust openly and report the gaps between work-as-imagined and work-as-done, when it is safe to do so. Its limits are those of a principles paper in a specialised safety-science literature: it argues the case at the level of orientation, and leaves the hard specifics of balancing compliance against adaptation to the reader's own context. (Text drawn from the 2015 Safety Science paper, 71, pp. 80-92.)",
      "keywords": [
        "adaptive management",
        "safety-critical",
        "compliance",
        "adaptive capacity",
        "HOP",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "complexity",
        "complex systems",
        "emergence",
        "adaptive systems"
      ],
      "relatedArticles": [
        "resilience-engineering",
        "guardrails-failure"
      ]
    },
    {
      "id": "kohn-2011",
      "kind": "paper",
      "title": "The Case Against Grades",
      "label": "Kohn (2011)",
      "url": "https://www.alfiekohn.org/article/case-grades/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kohn-2011",
      "author": "Kohn",
      "topics": [
        "measurement-method",
        "critique"
      ],
      "type": "commentary",
      "journal": "Educational Leadership",
      "doi": null,
      "openAccess": true,
      "citation": "Kohn, A. (2011) 'The case against grades', *Educational Leadership*, 69(3), pp. 28-33.",
      "weight": 6,
      "date": "2011-11-01",
      "summary": "Kohn assembles the case that grades, far from neutrally recording learning, actively damage it. Drawing on decades of research he identifies three consistent effects of grading: it diminishes students' interest in whatever is being learned, turning attention from the material to the mark; it produces a preference for the easiest possible task, because when a grade is at stake the rational move is to minimise risk rather than to stretch; and it reduces the quality of thinking, pushing students towards shallow, surface strategies and away from the messy, creative engagement that deep learning requires. To these he adds a battery of further problems: grades are far less reliable and objective than they appear, varying with the marker and the moment; they invite cheating; they corrode relationships, setting student against teacher and student against student; and they raise anxiety while narrowing the curriculum to what can be scored. Underneath sits Kohn's broader argument against extrinsic motivators, that dangling an external reward or judgement over an activity reliably undermines intrinsic interest in it. His remedy is what he calls de-grading: replacing marks wherever possible with narrative feedback, portfolios and student involvement in assessment, so that evaluation serves learning rather than sorting. For a corpus about psychological safety the relevance is direct even though the setting is a classroom. Grading is the measurement-distortion argument in its purest everyday form, a metric that changes and degrades the very behaviour it claims to capture, and it is also a safety argument: a graded environment teaches people to avoid challenge, hide difficulty and fear the mistake, which is exactly the risk-averse, self-protective posture that psychological safety exists to dissolve. Kohn's classroom stands in for any place where people are ranked and judged rather than helped to learn. Its limits are those of an advocacy essay: it marshals the evidence forcefully towards a conclusion Kohn already holds, and the practical path to de-grading is sketched more than solved, especially inside institutions built around the mark. (Based on Kohn's 2011 Educational Leadership essay, 69(3), pp. 28-33.)",
      "keywords": [
        "grades",
        "grading",
        "education",
        "extrinsic motivation",
        "de-grading",
        "schools",
        "measurement",
        "measuring",
        "survey",
        "metrics",
        "methods",
        "critique",
        "criticism",
        "limitations"
      ],
      "relatedArticles": [
        "goodharts-law",
        "ethical-measurement"
      ]
    },
    {
      "id": "woodson-2020",
      "kind": "paper",
      "title": "Don't Let Me Be Misunderstood: Psychological Safety, Black Girls' Speech, and Black Feminist Perspectives on Directness",
      "label": "Woodson (2020)",
      "url": "https://doi.org/10.1037/edu0000458",
      "page": "https://explore.psychsafety.com/?mode=papers&node=woodson-2020",
      "author": "Woodson",
      "topics": [
        "power-equity",
        "voice-silence",
        "critique"
      ],
      "type": "theoretical",
      "journal": "Journal of Educational Psychology",
      "doi": "10.1037/edu0000458",
      "openAccess": false,
      "citation": "Woodson, A.N. (2020) 'Don't let me be misunderstood: psychological safety, Black girls' speech, and Black feminist perspectives on directness', *Journal of Educational Psychology*, 112(3), pp. 567-578.",
      "weight": 6,
      "date": "2020-04-01",
      "summary": "Woodson turns a Black feminist lens on the concept of psychological safety itself, and finds it wanting. The dominant rubric in organisational and educational psychology treats directness, saying what you think plainly, as a marker of a psychologically safe context: if people speak directly, the environment must be safe. Woodson centres Black feminist theories of speech to show why that inference is unreliable when applied to Black girls, whose traditions of direct, assertive speech are shaped by their own cultural and rhetorical communities and by the racism and sexism of the settings they move through, not simply by how comfortable a room feels. A Black girl may be direct in a context she experiences as anything but safe, and may be read as disruptive or aggressive precisely for speech that a white, middle-class norm would count as healthy candour. The paper's theoretical move is to read the popular psychological-safety rubric both with and against sociolinguistic, literary and sociological accounts of Black girls' direct speech, exposing what the construct takes for granted; its political move is to call for critical, transdisciplinary work that attends to the cultural realities and structural conditions shaping who speaks how, and how it is received. For a corpus alert to the WEIRD and leader-centric biases of the psychological-safety literature, this is an important corrective from inside the field: it shows that reading voice as a clean signal of safety can misfire badly across lines of race, gender and culture, and that the same directness can be safety in one body and jeopardy in another. Its limits are those of a theoretical intervention: it reframes and critiques rather than supplying a measurement or a method, which is partly the point, since its argument is that the tidy measures are exactly what miss the reality. (Text drawn from the 2020 Journal of Educational Psychology paper, 112(3), pp. 567-578.)",
      "keywords": [
        "gender",
        "race",
        "racism",
        "Black girls",
        "Black feminism",
        "feminism",
        "voice",
        "directness",
        "equity",
        "intersectionality"
      ],
      "relatedArticles": [
        "ps-diverse-groups"
      ]
    },
    {
      "id": "luva-naweed-2021",
      "kind": "paper",
      "title": "Authority Gradients Between Team Workers in the Rail Environment: A Critical Research Gap",
      "label": "Luva & Naweed (2021)",
      "url": "https://doi.org/10.1080/1463922X.2021.1881653",
      "page": "https://explore.psychsafety.com/?mode=papers&node=luva-naweed-2021",
      "author": "Luva & Naweed",
      "topics": [
        "power-equity",
        "safety-error",
        "voice-silence"
      ],
      "type": "review",
      "journal": "Theoretical Issues in Ergonomics Science",
      "doi": "10.1080/1463922X.2021.1881653",
      "openAccess": false,
      "citation": "Luva, B. & Naweed, A. (2021) 'Authority gradients between team workers in the rail environment: a critical research gap', *Theoretical Issues in Ergonomics Science*.",
      "weight": 6,
      "date": "2021-01-01",
      "summary": "Luva and Naweed take a concept borrowed from aviation, the authority gradient (the steepness of the power difference between people who must coordinate, and the way a steep one silences those lower down), and ask what is actually known about it in rail. Their answer is pointed: formal inquiries into major rail accidents repeatedly name an authority gradient between geographically dispersed teams (network controllers, train crews, track workers) as a contributing factor in the communication failures that precede incidents, and yet almost no dedicated research exists to examine, support or refute the claim. The paper is therefore a review and a provocation. It surveys the tools and frameworks used in rail human factors and in other sectors marked by power disparities between teams, draws the explicit parallel to healthcare (where doctors, nurses and allied staff share a goal across steep status differences much as controllers, crews and track workers do), and applies Hofstede's notion of power distance to the rail setting, before identifying the gap itself as the finding: a safety-critical phenomenon that everyone in practice recognises but that research has left largely unstudied. For a corpus about psychological safety this is the concept in one of its oldest and most concrete forms. The authority gradient is the power gradient that psychological safety has to overcome, and the paper is a reminder that steep hierarchy suppresses the speaking-up on which safety depends across whole industries, not just in the cockpit or the operating theatre. Its limit is exactly what it announces: it maps and conceptualises a gap rather than filling it, so it is a strong statement of the problem more than evidence about its size. (Text drawn from the 2021 Theoretical Issues in Ergonomics Science paper.)",
      "keywords": [
        "authority gradient",
        "rail",
        "railway",
        "power gradient",
        "train",
        "power",
        "hierarchy",
        "status",
        "equity",
        "inclusion",
        "safety",
        "error",
        "incidents",
        "accidents"
      ],
      "relatedArticles": [
        "crm",
        "reducing-power-gradients"
      ]
    },
    {
      "id": "katz-et-al-2019",
      "kind": "paper",
      "title": "Exposure to Incivility Hinders Clinical Performance in a Simulated Operative Crisis",
      "label": "Katz et al (2019)",
      "url": "https://doi.org/10.1136/bmjqs-2019-009598",
      "page": "https://explore.psychsafety.com/?mode=papers&node=katz-et-al-2019",
      "author": "Katz, Blasius, Isaak et al.",
      "topics": [
        "safety-error",
        "trust-interpersonal",
        "culture-context"
      ],
      "type": "primary",
      "journal": "BMJ Quality & Safety",
      "doi": "10.1136/bmjqs-2019-009598",
      "openAccess": false,
      "citation": "Katz, D., Blasius, K., Isaak, R., Lipps, J., Kushelev, M., Goldberg, A., Fastman, J., Marsh, B. & DeMaria, S. (2019) 'Exposure to incivility hinders clinical performance in a simulated operative crisis', *BMJ Quality & Safety*, 28(9), pp. 750-757.",
      "weight": 7,
      "date": "2019-05-31",
      "summary": "Katz and colleagues ran the experiment that most discussions of rudeness at work can only gesture at: a multicentre, prospective, randomised controlled trial testing whether incivility actually degrades clinical performance, rather than merely feeling unpleasant. Anaesthesiology residents at three academic centres were randomly assigned to complete a validated simulated operating-room crisis, a scenario of hidden haemorrhage, in either a normal environment or one in which they were exposed to rudeness and disrespect, and blinded evaluators then scored their performance. The result is stark: residents in the rude condition performed worse on every measure that mattered, vigilance, diagnosis, communication and patient management, than those in the civil condition. The most unsettling detail is that the residents did not know it had happened to them: self-assessment scores barely differed between the two groups, so the people whose performance had been impaired by incivility believed they had done just as well. For a corpus about psychological safety this is close to a controlled demonstration of the mechanism. Incivility is the lived opposite of a respectful, safe climate, and here it measurably damages the cognitive and collaborative work on which patient safety depends, unremarked, in the middle of a crisis, without the victims noticing. It converts a claim that is easy to wave away, that being rude to people harms performance and not just feelings, into evidence. Its limits are those of a simulation study: the crisis was staged and the sample was anaesthesiology trainees, so the effect is cleanly identified but its exact size in a real theatre under real stakes is left open. (Text drawn from the 2019 BMJ Quality & Safety paper, 28(9), pp. 750-757.)",
      "keywords": [
        "incivility",
        "rudeness",
        "operating theatre",
        "simulation",
        "anaesthesiology",
        "RCT",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "trust",
        "relationships",
        "interpersonal"
      ],
      "relatedArticles": [
        "psychological-safety-in-healthcare"
      ]
    },
    {
      "id": "freeman-1972",
      "kind": "paper",
      "title": "The Tyranny of Structurelessness",
      "label": "Freeman (1972)",
      "url": "https://www.jofreeman.com/joreen/tyranny.htm",
      "page": "https://explore.psychsafety.com/?mode=papers&node=freeman-1972",
      "author": "Freeman",
      "topics": [
        "power-equity",
        "ecological-commons",
        "critique"
      ],
      "type": "theoretical",
      "journal": "Berkeley Journal of Sociology",
      "doi": null,
      "openAccess": true,
      "citation": "Freeman, J. (1972) 'The tyranny of structurelessness', *Berkeley Journal of Sociology*, 17, pp. 151-164.",
      "weight": 8,
      "date": "1972-01-01",
      "summary": "Freeman's essay, written from inside the early women's liberation movement, dismantles the idea that a group can be structureless and shows why the aspiration is not just naive but dangerous. Her core claim is that there is no such thing as a structureless group: the moment people come together for any length of time they develop a structure, and the only real choice is whether that structure is explicit and accountable or informal and hidden. When a group formally rejects structure in the name of equality, it does not abolish power; it drives power underground, where it accrues to informal elites (networks of friends, the confident, the well-connected, those with time and social capital) who are answerable to no one precisely because their authority is unacknowledged. The tyranny of the title is this: the informal elite is harder to challenge than a formal leadership would be, because it can always deny that it exists. Freeman argues that genuine democracy therefore requires deliberate structuring, delegation of authority by democratic procedure, rotation and distribution of tasks, accountability to the group, and open access to information and resources, so that power is made visible and can be held to account. For a corpus concerned with power, voice and the legitimate governance of shared endeavours, this is a foundational text with a double relevance. It is the classic statement of why flat, no-hierarchy organisations so often conceal steep informal ones, which bears directly on whether it is really safe to speak when the true lines of power go unspoken; and it is a near-relative of the commons-governance argument elsewhere in this map, reaching by a different route Ostrom's conclusion that durable collective self-organisation depends on explicit, accountable rules rather than on their absence. Its limits are those of a movement essay of its moment: it is a diagnosis and a set of principles rather than a tested theory, drawn from the particular experience of 1970s feminist organising. (Based on Freeman's 1972 essay, widely reprinted from the Berkeley Journal of Sociology, vol. 17.)",
      "keywords": [
        "feminism",
        "gender",
        "structurelessness",
        "informal power",
        "hierarchy",
        "flat organisations",
        "governance",
        "commons"
      ],
      "relatedArticles": [
        "reducing-power-gradients"
      ]
    },
    {
      "id": "hooks-1994",
      "kind": "paper",
      "title": "Teaching to Transgress: Education as the Practice of Freedom",
      "label": "hooks (1994)",
      "url": "https://www.routledge.com/Teaching-to-Transgress-Education-as-the-Practice-of-Freedom/hooks/p/book/9780415908085",
      "page": "https://explore.psychsafety.com/?mode=papers&node=hooks-1994",
      "author": "hooks",
      "topics": [
        "power-equity",
        "voice-silence",
        "culture-context"
      ],
      "type": "theoretical",
      "journal": "Routledge",
      "doi": null,
      "openAccess": false,
      "citation": "hooks, b. (1994) *Teaching to Transgress: Education as the Practice of Freedom*. New York: Routledge.",
      "weight": 8,
      "date": "1994-01-01",
      "summary": "In Teaching to Transgress, bell hooks sets out a vision of teaching as the practice of freedom, a phrase she takes directly from Freire and turns towards the classroom. Against an education that bores, deadens and reproduces the existing order, she argues for what she calls engaged pedagogy: teaching that treats students as whole people rather than empty vessels, that values everyone's presence and voice, and that understands the classroom as a space of possibility where knowledge is made together rather than deposited by an authority. Her account is explicitly feminist and anti-racist and drawn from her own experience as a Black woman moving between segregated and integrated schooling: she insists that education is never neutral, that whose knowledge counts and whose voice is heard are questions of power, and that a teacher cannot ask students to take risks and be vulnerable without being willing to be present and vulnerable themselves. Excitement, she argues, and even a kind of joyful transgression of the boundaries that keep a classroom safe but dead, are not distractions from serious learning but conditions for it. For a corpus about psychological safety this is the concept arriving from critical and feminist pedagogy rather than from organisational psychology, and it both enriches and unsettles the mainstream account. It enriches it by describing, in fine and practical detail, what it takes to make a space where people will actually speak and risk; it unsettles it by insisting that such a space is not a neutral technique but a political act, bound up with race, gender, class and the willingness of those with authority to give something of themselves. It is a close companion to Woodson's Black feminist critique and a direct descendant of Freire. Its limits, for a reader wanting operational guidance, are that it works through essay and reflection rather than method, and speaks from and to education more than the workplace, though the translation is not hard to make. (Based on hooks's 1994 book, published by Routledge.)",
      "keywords": [
        "gender",
        "feminism",
        "race",
        "pedagogy",
        "education",
        "bell hooks",
        "engaged pedagogy",
        "voice",
        "equity"
      ],
      "relatedArticles": [
        "ps-diverse-groups"
      ]
    },
    {
      "id": "freire-1970",
      "kind": "paper",
      "title": "Pedagogy of the Oppressed",
      "label": "Freire (1970)",
      "url": "https://www.bloomsbury.com/us/pedagogy-of-the-oppressed-9780826412768/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=freire-1970",
      "author": "Freire",
      "topics": [
        "power-equity",
        "voice-silence",
        "critique"
      ],
      "type": "theoretical",
      "journal": "Herder and Herder",
      "doi": null,
      "openAccess": false,
      "citation": "Freire, P. (1970) *Pedagogy of the Oppressed*. Translated by M.B. Ramos. New York: Herder and Herder.",
      "weight": 9,
      "date": "1970-01-01",
      "summary": "Pedagogy of the Oppressed is the founding text of critical pedagogy and one of the most influential books on education of the twentieth century, and its argument reaches far beyond the classroom. Freire's central target is what he calls the banking model of education, in which teaching is imagined as depositing information into passive students who are treated as empty accounts to be filled. This model, he argues, is not merely ineffective but political: it trains people to receive, file and store rather than to question, and in doing so it reproduces the very relations of domination it claims to be neutral about. Education is never neutral, Freire insists; it either domesticates people into an unjust order or helps them become critically aware agents capable of transforming it. His alternative is problem-posing, dialogic education, a relationship between teacher and student that is genuinely two-way, in which both learn, knowledge is co-created through dialogue about the real conditions of people's lives, and the goal is conscientização, a critical consciousness of the social and political forces shaping one's world. Underpinning it is a demand for humility, trust and the treatment of the oppressed as subjects of their own liberation rather than objects of someone else's benevolence. For a corpus about psychological safety, voice and power, Freire is the deep root of a whole side of the map. His insistence that people cannot be talked into speaking, only invited into genuine dialogue as equals, is the political ancestor of much of what the field says about voice; his critique of the banking model prefigures the argument against grading and command-and-control learning; and his influence runs directly into hooks and into the critical strands that ask whose knowledge and whose voice a supposedly safe space actually serves. Its limits, read now, are that it is a work of philosophy and political commitment rather than empirical study, written in an abstract and sometimes prophetic register, and rooted in the specific context of adult literacy work in mid-century Brazil, so its translation into other settings is a task the reader must take up with care. (Based on Freire's Pedagogy of the Oppressed, English translation first published 1970.)",
      "keywords": [
        "pedagogy",
        "education",
        "oppression",
        "dialogue",
        "critical consciousness",
        "banking model",
        "power",
        "liberation"
      ],
      "relatedArticles": [
        "reducing-power-gradients"
      ]
    },
    {
      "id": "havinga-et-al-2017",
      "kind": "paper",
      "title": "How Did Crew Resource Management Take-Off Outside of the Cockpit? A Systematic Review of How CRM Training Is Conceptualised and Evaluated for Non-Pilots",
      "label": "Havinga et al (2017)",
      "url": "https://www.mdpi.com/2313-576X/3/4/26",
      "page": "https://explore.psychsafety.com/?mode=papers&node=havinga-et-al-2017",
      "author": "Havinga, De Boer, Rae & Dekker",
      "topics": [
        "safety-error",
        "team-learning",
        "critique"
      ],
      "type": "review",
      "journal": "Safety",
      "doi": "10.3390/safety3040026",
      "openAccess": true,
      "citation": "Havinga, J., De Boer, R.J., Rae, A. & Dekker, S.W.A. (2017) 'How did crew resource management take-off outside of the cockpit? A systematic review of how crew resource management training is conceptualised and evaluated for non-pilots', *Safety*, 3(4), art. 26.",
      "weight": 7,
      "date": "2017-10-31",
      "summary": "Havinga, De Boer, Rae and Dekker take the aviation success story of crew resource management (CRM), the team and non-technical-skills training credited with helping make flying safe, and ask a deceptively simple question: what actually happened when other high-hazard industries adopted it? Their systematic review examines how CRM has been conceptualised and evaluated in maritime, nuclear power, oil and gas, and air-traffic-control settings, and the answer is unflattering to the assumption that CRM is a portable, proven intervention. Across the industries there is broad agreement on the goals (safety and efficiency) but wide disagreement, as much within each industry as between them, about what CRM actually is and how it is supposed to work, so that the same three-letter label covers a grab-bag of quite different programmes. Worse, the evaluation is weak: most studies fail basic methodological tests, and, tellingly, the way CRM is evaluated does not line up with how it is conceptualised, leaving most of what people claim about it untested. Of the handful of evaluations that meet a reasonable quality bar, CRM shows a clear effect less than half the time. For a corpus about psychological safety two things make this paper valuable beyond its safety-training subject. First, it is a clean worked example of the measurement-critique this map returns to repeatedly: an intervention whose evaluation measures are misaligned with its own theory of change, so that the evidence cannot actually answer whether it works. And second, in a striking aside the authors suggest that where CRM does change behaviour, the mechanism may not be the specific attitudes and skills it teaches at all but a single overarching variable, a psychological safety climate, raising the possibility that the active ingredient in a celebrated training programme is the very thing this map is about. Its limits are those of a review of a messy literature: it can only work with what was published and described, and it diagnoses the confusion more sharply than it resolves it, closing with a call for researchers to say plainly what they think CRM changes and to measure that. (Text drawn from the 2017 Safety paper, 3(4), art. 26.)",
      "keywords": [
        "crew resource management",
        "CRM",
        "aviation",
        "maritime",
        "nuclear",
        "training",
        "safety",
        "error",
        "incidents",
        "accidents",
        "risk",
        "team learning",
        "teams",
        "learning"
      ],
      "relatedArticles": [
        "crm",
        "measurement"
      ]
    },
    {
      "id": "salem-et-al-2021",
      "kind": "paper",
      "title": "Scientific Medical Conferences Can Be Easily Modified to Improve Female Inclusion: A Prospective Study",
      "label": "Salem et al (2021)",
      "url": "https://www.thelancet.com/journals/landia/article/PIIS2213-8587(21)00177-7/fulltext",
      "page": "https://explore.psychsafety.com/?mode=papers&node=salem-et-al-2021",
      "author": "Salem, McDonagh, Avis, Eng, Smith & Murphy",
      "topics": [
        "voice-silence",
        "power-equity",
        "culture-context"
      ],
      "type": "primary",
      "journal": "The Lancet Diabetes & Endocrinology",
      "doi": "10.1016/S2213-8587(21)00177-7",
      "openAccess": true,
      "citation": "Salem, V., McDonagh, J., Avis, E., Eng, P.C., Smith, S. & Murphy, K.G. (2021) 'Scientific medical conferences can be easily modified to improve female inclusion: a prospective study', *The Lancet Diabetes & Endocrinology*, 9(9), pp. 556-559.",
      "weight": 6,
      "date": "2021-09-01",
      "summary": "Salem and colleagues did something refreshingly practical: they showed that the gender gap in who gets heard at a scientific conference can be narrowed by cheap, simple changes to how sessions are run. Using data from the UK Society for Endocrinology's annual meeting, they first documented the familiar imbalance, that women asked far fewer questions from the floor than their share of the audience would predict, and then tested modifications designed to close it. The finding that gives the paper its practical bite is about who goes first: when the opening question after a talk was asked by a woman, the proportion of subsequent questions asked by women rose markedly, as though the first voice sets a template for who the room treats as entitled to speak. Combined with active facilitation by session chairs (inviting questions deliberately, making space rather than letting the quickest and most confident dominate), these low-cost interventions measurably improved women's participation. The lesson generalises well beyond endocrinology conferences. It is a clean, real-world demonstration that voice is not simply a fixed property of individuals but is shaped, moment to moment, by the structure of the situation and by whoever is seen to speak first, which is precisely the claim psychological safety makes about why the same person will speak in one room and stay silent in another. For a corpus attentive to power and equity it also does something the interpersonal account can understate: it locates the fix not in exhorting under-heard people to be braver but in changing the conditions, the running order, the chair's behaviour, the first question, so that the room does the work. Its limits are those of a small prospective study in a single professional setting, using a binary treatment of gender and a specific conference format, so the exact effects will not transfer unchanged, but the mechanism it illustrates is robust and widely echoed. (Text drawn from the 2021 Lancet Diabetes & Endocrinology paper, 9(9), pp. 556-559.)",
      "keywords": [
        "gender",
        "women",
        "female",
        "inclusion",
        "conferences",
        "speaking up",
        "voice",
        "equity",
        "sexism"
      ],
      "relatedArticles": [
        "ps-diverse-groups",
        "reducing-power-gradients"
      ]
    },
    {
      "id": "weick-1990",
      "kind": "paper",
      "title": "The Vulnerable System: An Analysis of the Tenerife Air Disaster",
      "label": "Weick (1990)",
      "url": "https://deepblue.lib.umich.edu/bitstream/2027.42/68716/2/10.1177_014920639001600304.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=weick-1990",
      "author": "Weick",
      "topics": [
        "safety-error",
        "voice-silence",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Journal of Management",
      "doi": "10.1177/014920639001600304",
      "openAccess": true,
      "citation": "Weick, K.E. (1990) 'The vulnerable system: an analysis of the Tenerife air disaster', *Journal of Management*, 16(3), pp. 571-593.",
      "weight": 8,
      "date": "1990-09-01",
      "summary": "Weick's analysis of the 1977 Tenerife runway collision, in which a KLM 747 began its take-off roll while a Pan Am 747 was still on the runway and 583 people died, is one of the founding texts of the organisational study of catastrophe, and it is a psychological-safety paper in all but name. His argument is that Tenerife is not a story of one arrogant captain but a prototype of system vulnerability, in which several ordinary processes combined into a configuration that generated and then rapidly spread multiple small errors. Fog and a bombing at the intended destination interrupted well-practised routines; the interdependencies between cockpit, cabin and tower tightened as the delay grew; stress and autonomic arousal narrowed attention and eroded cognitive efficiency; and, crucially for this corpus, communication accuracy collapsed under what Weick calls hierarchical distortion, as the steepening authority gradient in the cockpit made the junior crew's doubts progressively harder to voice and easier to dismiss. The KLM flight engineer did question whether the Pan Am aircraft was clear, and the first officer's non-standard acknowledgement carried a hint of unease, but neither could make it stick against a senior, revered captain in a hurry. Weick's reading is that under stress people regress to their most habituated response and the most powerful person's interpretation dominates, so that the very moment a system most needs its junior members to speak is the moment it becomes least able to hear them. This makes the paper an unusually complete demonstration of the map's central mechanism: it locates the failure not in individual error but in the interaction between hierarchy, stress and interrupted routine, and it names the suppression of low-status voice as a proximate cause of the deadliest accident in aviation history. It is a direct ancestor of crew resource management and of the whole literature on authority gradients. Its limits are those of a single retrospective case analysis, reconstructing cognition and communication from transcripts and reports after the fact, so its mechanisms are argued and interpreted rather than measured. (Text drawn from the 1990 Journal of Management paper, 16(3), pp. 571-593.)",
      "keywords": [
        "Tenerife",
        "air disaster",
        "aviation",
        "KLM",
        "Pan Am",
        "hierarchical distortion",
        "authority gradient",
        "power gradient",
        "cockpit",
        "sensemaking",
        "interruption of routines",
        "stress",
        "crew resource management",
        "runway collision"
      ],
      "relatedArticles": [
        "tenerife",
        "crm",
        "reducing-power-gradients"
      ]
    },
    {
      "id": "read-et-al-2021",
      "kind": "paper",
      "title": "State of Science: Evolving Perspectives on 'Human Error'",
      "label": "Read et al (2021)",
      "url": "https://www.tandfonline.com/doi/full/10.1080/00140139.2021.1953615",
      "page": "https://explore.psychsafety.com/?mode=papers&node=read-et-al-2021",
      "author": "Read, Shorrock, Walker & Salmon",
      "topics": [
        "safety-error",
        "critique",
        "complexity"
      ],
      "type": "review",
      "journal": "Ergonomics",
      "doi": "10.1080/00140139.2021.1953615",
      "openAccess": true,
      "citation": "Read, G.J.M., Shorrock, S., Walker, G.H. & Salmon, P.M. (2021) 'State of science: evolving perspectives on \\'human error\\'', *Ergonomics*, 64(9), pp. 1091-1114.",
      "weight": 7,
      "date": "2021-08-06",
      "summary": "Read, Shorrock, Walker and Salmon review sixty years of thinking about human error, and the arc they trace is the one this map cares about most: the slow migration from blaming the person to interrogating the system. They begin with the awkward fact that the term itself is both blessing and curse. Its simplicity made ergonomics legible to outsiders and won the discipline a hearing, but that same simplicity licenses a lazy conclusion, that the operator erred, with real consequences for safety and for justice when investigators, media and courts stop looking the moment a human name is attached to a failure. The review then walks the theoretical lineage, from the early person-centred models of Rasmussen and Reason through to contemporary sociotechnical and complexity-informed approaches, and its central argument is that these are not just refinements but a change of paradigm. Complex systems, they insist, are indivisible, so the system rather than the individual has to be the unit of analysis; error is better understood as an emergent product of interacting conditions than as a discrete thing a person does. Systems methods therefore ask what combination of circumstances made this action reasonable to this person at this moment, rather than what the person got wrong. The authors are candid that the field's practice lags its theory, and that this systems view has largely failed to reach the media or the justice system, where human error still functions as an explanation and often as a verdict. For a corpus about psychological safety this is the definitive modern statement of the new view of error that underpins just culture, Safety-II and HOP. If error is systemic rather than personal, then punishing individuals for it is both unjust and counterproductive, and the willingness to report, question and surface what actually happened, which is to say psychological safety, becomes the mechanism by which a system learns about itself. Its limits are those of a review: it maps and evaluates a literature rather than testing it, and is stronger on the paradigm that should replace human error than on the practical methods for doing so at scale. (Text drawn from the 2021 Ergonomics paper, 64(9), pp. 1091-1114.)",
      "keywords": [
        "human error",
        "new view",
        "old view",
        "error",
        "systems thinking",
        "sociotechnical",
        "just culture",
        "blame",
        "Reason",
        "Rasmussen",
        "safety-II",
        "HOP",
        "human factors",
        "ergonomics",
        "unit of analysis"
      ],
      "relatedArticles": [
        "just-culture",
        "hop",
        "resilience-engineering"
      ]
    },
    {
      "id": "shorrock-et-al-2014",
      "kind": "paper",
      "title": "Systems Thinking for Safety: Ten Principles. A White Paper — Moving Towards Safety-II",
      "label": "Shorrock et al (2014)",
      "url": "https://skybrary.aero/sites/default/files/bookshelf/2882.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=shorrock-et-al-2014",
      "author": "Shorrock, Leonhardt, Licu & Peters",
      "topics": [
        "safety-error",
        "complexity",
        "voice-silence"
      ],
      "type": "theoretical",
      "journal": "EUROCONTROL (White Paper)",
      "doi": null,
      "openAccess": true,
      "citation": "Shorrock, S., Leonhardt, J., Licu, T. & Peters, C. (2014) *Systems Thinking for Safety: Ten Principles. A White Paper — Moving Towards Safety-II*. Brussels: EUROCONTROL.",
      "weight": 7,
      "date": "2014-08-01",
      "summary": "This EUROCONTROL white paper does something the safety literature rarely manages: it takes the sprawling body of systems thinking and complexity theory and distils it into ten workable principles, written for the people who actually run systems rather than for other academics. The foundation is system focus, the insistence that to understand how organisations work you must look at the interactions between parts (human, social, technical, informational, political, economic and organisational) in the light of the system's goals, rather than at components in isolation. The ten principles then unfold across three groups. The first three concern how we see the people inside systems: field expert involvement (you cannot understand work-as-done without the people who do it), local rationality (their actions made sense given their goals, knowledge and attention at that moment), and just culture (assume people act with good intent, and cultivate openness, trust and fairness). The next two concern the conditions of work, demand and pressure, and resources and constraints. Three more concern how systems behave: work flows as interacting activities rather than discrete events, people must make trade-offs to resolve goal conflicts under uncertainty, and performance variability is not a defect but a necessity. The last two are the most complexity-inflected: outcomes are emergent rather than the sum of component performance, and success and failure are equivalent, arising from the same source, which is everyday work and the variability within it. For this map the paper is unusually valuable as connective tissue, because it is where the complexity cluster and the safety cluster meet, and because psychological safety is not an add-on to its argument but a precondition for it. Field expert involvement requires that the people at the sharp end can speak candidly about how work is really done; local rationality requires the willingness to explain why something made sense rather than defend oneself against blame; and just culture is named outright as one of the ten. Its limits are those of the form: a white paper written to translate theory into practice for a specific industry, offering principles and illustrations from air traffic management rather than new evidence, so it synthesises and persuades rather than tests. (Text drawn from the 2014 EUROCONTROL white paper and its accompanying SKYbrary toolkit.)",
      "keywords": [
        "systems thinking",
        "ten principles",
        "local rationality",
        "just culture",
        "field experts",
        "work-as-done",
        "performance variability",
        "emergence",
        "trade-offs",
        "equivalence",
        "Safety-II",
        "EUROCONTROL",
        "air traffic",
        "sharp end"
      ],
      "relatedArticles": [
        "hop",
        "just-culture",
        "resilience-engineering"
      ]
    },
    {
      "id": "kanter-1977",
      "kind": "paper",
      "title": "Men and Women of the Corporation",
      "label": "Kanter (1977)",
      "url": "https://www.basicbooks.com/titles/rosabeth-moss-kanter/men-and-women-of-the-corporation/9780465044542/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kanter-1977",
      "author": "Kanter",
      "topics": [
        "power-equity",
        "culture-context",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Basic Books",
      "doi": null,
      "openAccess": false,
      "citation": "Kanter, R.M. (1977) *Men and Women of the Corporation*. New York: Basic Books.",
      "weight": 9,
      "date": "1977-01-01",
      "summary": "Kanter's study of a large American corporation she called Indsco produced the theory of tokenism, and with it one of the most useful ideas in the whole literature on who can speak at work. Her central move is to shift explanation away from the characteristics of individuals and towards the structure of the situation, and specifically towards numbers. When a group is skewed, when one kind of person makes up roughly fifteen per cent or less of it, the few are not simply a minority but tokens, and their experience is distorted in three predictable ways. They suffer heightened visibility, so that everything they do is noticed, scrutinised and read as representative of their whole category, which brings relentless performance pressure. They provoke contrast or boundary heightening, as the dominant group becomes more self-conscious of its culture and exaggerates it, closing ranks and leaving the token outside. And they face assimilation and role entrapment, being squeezed into the stereotyped roles the dominant group already has available for people like them. Kanter's typology of group composition runs from skewed through tilted (roughly twenty to thirty-five per cent) to balanced, and her claim is that the dynamics change as the proportions change, so that increasing numbers is not a cosmetic matter but a structural one. Crucially, she argues it is rarity and scarcity rather than womanhood as such that produce these effects, which is what makes the theory travel to any under-represented group. For a corpus about psychological safety this is foundational and rarely acknowledged as such. It explains why the same team can be safe for the many and unsafe for the few, and why exhorting a lone token to speak up misunderstands the problem: their silence is a rational response to being watched, stereotyped and structurally isolated. It also puts a number on the problem in a way that pairs strikingly with the modern work on tipping points elsewhere in this map. Its limits are those of its era and method, a rich qualitative case study of one firm, and later work has argued that proportions alone do not determine outcomes and that status, not just scarcity, does much of the work. (Based on Kanter's 1977 book, and its companion paper on skewed sex ratios and responses to token women in the American Journal of Sociology, 82(5).)",
      "keywords": [
        "tokenism",
        "token women",
        "Kanter",
        "skewed groups",
        "proportions",
        "visibility",
        "performance pressure",
        "role entrapment",
        "boundary heightening",
        "gender",
        "minority",
        "critical mass",
        "Indsco",
        "representation"
      ],
      "relatedArticles": [
        "ps-diverse-groups",
        "not-same-for-everyone"
      ]
    },
    {
      "id": "acker-1990",
      "kind": "paper",
      "title": "Hierarchies, Jobs, Bodies: A Theory of Gendered Organizations",
      "label": "Acker (1990)",
      "url": "https://doi.org/10.1177/089124390004002002",
      "page": "https://explore.psychsafety.com/?mode=papers&node=acker-1990",
      "author": "Acker",
      "topics": [
        "power-equity",
        "culture-context",
        "critique"
      ],
      "type": "theoretical",
      "journal": "Gender & Society",
      "doi": "10.1177/089124390004002002",
      "openAccess": false,
      "citation": "Acker, J. (1990) 'Hierarchies, jobs, bodies: a theory of gendered organizations', *Gender & Society*, 4(2), pp. 139-158.",
      "weight": 9,
      "date": "1990-06-01",
      "summary": "Acker's paper made the argument that organisational structure is not gender neutral, and it changed how the field could think. Her target is the assumption, shared even by many feminist writers on organisations at the time, that the structures themselves (jobs, hierarchies, contracts, the abstract logic of the org chart) are neutral containers into which gendered people are then poured, so that inequality is something that happens inside otherwise impartial machinery. Acker argues the opposite: assumptions about gender are built into the machinery, and their gendered nature is masked precisely by the abstraction. The concept of a job, she shows, presupposes a disembodied and universal worker, someone with no body, no children, no dependants, no need to be anywhere else; and that worker, though never named as such, is in fact a man, because it is men's bodies, sexuality and relation to procreation and paid work that are quietly assumed in the image. Images of masculinity pervade organisational processes, from the language of hierarchy to the norms of commitment, marginalising women while appearing to be nothing more than the neutral requirements of the work. For a corpus about psychological safety this is a foundational structural critique and a necessary corrective to the interpersonal frame. It says that the reason some people find it harder to speak, to be taken seriously, to be read as committed or competent, is not only a matter of team climate or leader behaviour but is embedded in the design of the job and the shape of the hierarchy itself, in what the organisation implicitly takes a worker to be. You cannot make a structure safe by being kind within it if the structure was built around a body that is not yours. Its limits are that it is a theoretical intervention, arguing its case rather than testing it, and Acker herself later extended the frame towards intersecting inequality regimes of gender, class and race, acknowledging that the original account centred gender. (Text drawn from the 1990 Gender & Society paper, 4(2), pp. 139-158.)",
      "keywords": [
        "gendered organizations",
        "gender",
        "hierarchy",
        "disembodied worker",
        "abstract job",
        "masculinity",
        "structure",
        "feminism",
        "inequality regimes",
        "org design",
        "bodies",
        "Acker"
      ],
      "relatedArticles": [
        "ps-isnt-enough",
        "inclusion"
      ]
    },
    {
      "id": "crenshaw-1989",
      "kind": "paper",
      "title": "Demarginalizing the Intersection of Race and Sex: A Black Feminist Critique of Antidiscrimination Doctrine, Feminist Theory and Antiracist Politics",
      "label": "Crenshaw (1989)",
      "url": "https://chicagounbound.uchicago.edu/uclf/vol1989/iss1/8/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=crenshaw-1989",
      "author": "Crenshaw",
      "topics": [
        "power-equity",
        "critique",
        "voice-silence"
      ],
      "type": "theoretical",
      "journal": "University of Chicago Legal Forum",
      "doi": null,
      "openAccess": true,
      "citation": "Crenshaw, K. (1989) 'Demarginalizing the intersection of race and sex: a Black feminist critique of antidiscrimination doctrine, feminist theory and antiracist politics', *University of Chicago Legal Forum*, 1989(1), art. 8, pp. 139-167.",
      "weight": 9,
      "date": "1989-01-01",
      "summary": "This is the paper that gave the world intersectionality, and it did so by noticing that the law could not see Black women. Crenshaw examines antidiscrimination cases in which Black women's claims failed, not because the discrimination was absent but because the categories available to describe it were single-axis: a claimant could allege race discrimination, in which case the courts looked to the experience of Black men, or sex discrimination, in which case they looked to the experience of white women. A person standing where the two roads cross could be harmed by traffic from both directions and still find that no available account of the collision fit. Her metaphor of the intersection makes the structural point precisely: discrimination is not additive, and the experience of being a Black woman is not the sum of racism plus sexism but something with its own shape, which frameworks built on the most privileged member of each subordinated group will systematically miss. The critique cuts both ways, at antidiscrimination doctrine, at a feminist theory that had generalised from white women's experience, and at an antiracist politics that had generalised from Black men's. For this map the relevance is direct and uncomfortable, because psychological safety research is largely a single-axis literature. It asks whether a team is safe, sometimes whether it is safe for women, occasionally whether it is safe by race, but rarely whether it is safe for people at the intersections, whose experience will not be recovered by averaging the categories. Crenshaw supplies the reason why measuring safety for each group separately will not add up to the truth, and why the person for whom a team is least safe is likely to be exactly the person its instruments are worst at seeing. Its limits, if they are limits, are that it is a work of legal theory rather than organisational study, so its transfer to workplace research is a task the reader must undertake; the concept has also travelled so widely since that it is often invoked far more loosely than Crenshaw's careful structural argument warrants. (Text drawn from the 1989 University of Chicago Legal Forum article, 1989(1), art. 8.)",
      "keywords": [
        "intersectionality",
        "Crenshaw",
        "Black women",
        "race",
        "gender",
        "discrimination",
        "Black feminism",
        "single-axis",
        "critical race theory",
        "marginalisation",
        "equity",
        "law"
      ],
      "relatedArticles": [
        "not-same-for-everyone",
        "team-safest-person"
      ]
    },
    {
      "id": "cameron-2014",
      "kind": "paper",
      "title": "Straight Talking: The Sociolinguistics of Heterosexuality",
      "label": "Cameron (2014)",
      "url": "https://shs.cairn.info/journal-langage-et-societe-2014-2-page-75?lang=en",
      "page": "https://explore.psychsafety.com/?mode=papers&node=cameron-2014",
      "author": "Cameron",
      "topics": [
        "power-equity",
        "voice-silence",
        "culture-context"
      ],
      "type": "theoretical",
      "journal": "Langage et société",
      "doi": "10.3917/ls.148.0075",
      "openAccess": true,
      "citation": "Cameron, D. (2014) 'Straight talking: the sociolinguistics of heterosexuality', *Langage et société*, 148, pp. 75-93.",
      "weight": 7,
      "date": "2014-06-01",
      "summary": "Cameron's essay is the clearest statement in this map of the distinction between marked and unmarked identities, and of why that distinction matters for who can speak freely. Her subject is the sociolinguistics of heterosexuality, a topic she notes barely exists, and the reason it barely exists is the point: heterosexuality is the unmarked category, taken for granted, and unmarked things do not get studied. She traces the logic back through Lakoff, whose account of women's language contrasted it not with men's language but with neutral language, so that women were marked for gender in a way men simply were not. The dominant group's identity is the default against which everything else is a deviation requiring explanation. Cameron's crucial move is to name what this asymmetry does. For subordinated groups, the politics of visibility are about resisting exclusion and demonisation; but for dominant groups a certain invisibility is itself part of the privilege, because their taken-for-granted status as just regular folks means their ways of behaving never attract critical scrutiny. The unmarked are not neutral, merely unexamined. Drawing on Butler's performativity and on Kitzinger's conversation analysis, she then shows the mechanism working at the scale of a single utterance: a straight speaker mentioning a spouse in passing is doing being ordinary, and the reference quietly confers social legitimacy on whatever else is being said; a non-straight speaker making the analogous reference to a partner is heard instead as making an issue of their sexuality, and the talk runs into trouble. For a corpus about psychological safety this is the sharpest available demonstration that the cost of an ordinary remark is not the same for everyone in the room. Safety cannot be a property of a team alone if the same sentence is unremarkable from one mouth and a statement from another; the marked speaker is doing extra work, and paying an extra tax, simply to say what the unmarked speaker says for free. It also names why the powerful so rarely notice: not being scrutinised feels like nothing at all. Its limits are those of a reprinted talk-turned-essay, illustrative and theoretical, drawing on case studies from hostess clubs, fraternity gossip and pre-adolescent peer groups rather than presenting new systematic data, and its examples centre sexuality rather than the workplace, so the transfer is one the reader makes. (Text drawn from the 2014 Langage et société article, no. 148, pp. 75-93, an edited version of a 2003 talk previously published in On Language and Sexual Politics, 2006.)",
      "keywords": [
        "marked",
        "unmarked",
        "markedness",
        "default",
        "privilege",
        "invisibility",
        "heteronormativity",
        "sexuality",
        "gender",
        "Lakoff",
        "performativity",
        "doing being ordinary",
        "seen-but-unnoticed",
        "sociolinguistics",
        "LGBT",
        "belonging"
      ],
      "relatedArticles": [
        "not-same-for-everyone",
        "ps-and-belonging",
        "reading-the-air"
      ]
    },
    {
      "id": "pate-cornell-1993",
      "kind": "paper",
      "title": "Learning from the Piper Alpha Accident: A Postmortem Analysis of Technical and Organizational Factors",
      "label": "Paté-Cornell (1993)",
      "url": "https://doi.org/10.1111/j.1539-6924.1993.tb01071.x",
      "page": "https://explore.psychsafety.com/?mode=papers&node=pate-cornell-1993",
      "author": "Paté-Cornell",
      "topics": [
        "safety-error",
        "culture-context",
        "voice-silence"
      ],
      "type": "primary",
      "journal": "Risk Analysis",
      "doi": "10.1111/j.1539-6924.1993.tb01071.x",
      "openAccess": false,
      "citation": "Paté-Cornell, M.E. (1993) 'Learning from the Piper Alpha accident: a postmortem analysis of technical and organizational factors', *Risk Analysis*, 13(2), pp. 215-232.",
      "weight": 8,
      "date": "1993-04-01",
      "summary": "On the night of 6 July 1988 the offshore platform Piper Alpha caught fire in the North Sea and 167 people died, in what remains the worst disaster in the history of the offshore oil industry. Paté-Cornell's postmortem is the definitive organisational analysis, and its opening claim sets the tone: the fire was not an unpredictable act of God but an accumulation of errors and questionable decisions, most of them rooted in the organisation, in its structure, its procedures and its culture. Working backwards from the technical accident scenario through the human decisions that produced it and on to the organisational conditions that produced those, she identifies causes that generalise well beyond oil rigs: design practices with tight physical couplings and insufficient redundancy; misguided priorities in the trade-off between productivity and safety; failures in the management of personnel on board; and errors in how financial pressure was transmitted through the company's structure of profit centres, which degraded inspection and maintenance at the sharp end. Two threads matter especially for this map. The first is the permit-to-work system, the paper procedure meant to guarantee that a machine taken out of service is not restarted: it failed at handover, the incoming night shift did not know that a pump's pressure safety valve had been removed, and they started the pump. The second is more damning still. As Piper Alpha burned, the neighbouring platforms went on pumping oil and gas into it, feeding the fire, because the men in charge did not believe they had the authority to shut down production without permission from onshore management. The gradient of authority, the very thing psychological safety exists to flatten, kept a fire supplied with fuel while people died. For a corpus about speaking up this is the starkest case in the literature: it is not that nobody knew, but that knowing was not enough, because the organisation had not made it safe or even permissible to act. Its limits are those of a single retrospective case analysis conducted through a probabilistic risk-analysis frame, so its causal chains are reconstructed after the fact and its organisational claims are argued from the inquiry record rather than measured. (Text drawn from the 1993 Risk Analysis paper, 13(2), pp. 215-232.)",
      "keywords": [
        "Piper Alpha",
        "oil rig",
        "offshore",
        "North Sea",
        "1988",
        "disaster",
        "permit to work",
        "handover",
        "authority to shut down",
        "production pressure",
        "safety versus productivity",
        "organisational factors",
        "risk analysis",
        "Cullen"
      ],
      "relatedArticles": [
        "reducing-power-gradients",
        "andon-cord",
        "just-culture"
      ]
    },
    {
      "id": "reader-oconnor-2014",
      "kind": "paper",
      "title": "The Deepwater Horizon Explosion: Non-Technical Skills, Safety Culture, and System Complexity",
      "label": "Reader & O'Connor (2014)",
      "url": "https://doi.org/10.1080/13669877.2013.815652",
      "page": "https://explore.psychsafety.com/?mode=papers&node=reader-oconnor-2014",
      "author": "Reader & O'Connor",
      "topics": [
        "safety-error",
        "voice-silence",
        "complexity"
      ],
      "type": "primary",
      "journal": "Journal of Risk Research",
      "doi": "10.1080/13669877.2013.815652",
      "openAccess": false,
      "citation": "Reader, T.W. & O'Connor, P. (2014) 'The Deepwater Horizon explosion: non-technical skills, safety culture, and system complexity', *Journal of Risk Research*, 17(3), pp. 405-424.",
      "weight": 7,
      "date": "2014-03-01",
      "summary": "Reader and O'Connor take the Deepwater Horizon blowout of April 2010, which killed eleven people and produced the largest marine oil spill in history, and do what the official inquiries did not: they read it through a human-factors lens. Working from the National Oil Spill Commission's report, they analyse the disaster on three levels and then integrate them. First, non-technical skills, the social and cognitive competencies (decision-making, situation awareness, communication, teamwork, leadership) that underpin safe performance in complex work, and whose absence is visible throughout the final hours, most notoriously in the misreading of the negative pressure test, where anomalous readings that should have signalled a live well were explained away by a plausible-sounding rationalisation. Second, safety culture, the organisational and industry environment that shaped how risk was managed: the relentless pressure of a well running late and over budget, the diffusion of responsibility across BP, Transocean and Halliburton, and a climate in which raising concerns was not straightforwardly safe. Third, systems thinking, which they use to show that the mishap cannot be explained by any single failure but by the way the components interacted to escalate risk, a critique they level at accident narratives that stop at the last person to touch the equipment. The most instructive detail sits outside the technical chain of events entirely. On the day of the explosion, BP and Transocean executives were aboard the rig to congratulate the crew on seven years without a lost-time injury, and the regulator had recently described the Deepwater Horizon as a model for safety. A workforce survey conducted only weeks earlier had found the opposite: people were reluctant to report problems, and some were entering false data to circumvent the reporting system, so that, in the survey's own words, the company's perception of safety on the rig was distorted. The rig's safety statistics improved while its process safety decayed, and the better the numbers looked the harder it became to say anything that contradicted them. For this map the paper is the modern companion to Piper Alpha, and the echo is uncomfortable: two decades on, the same structure of causes recurs, production pressure meeting ambiguous authority meeting a workforce that could see something was wrong and could not make that seeing count. It also sits at the junction of three of this map's threads, the crew-resource-management tradition of non-technical skills, the safety-culture literature, and complexity, and argues that none of them alone explains the disaster. Its limits are those of a case study built on a public inquiry rather than primary fieldwork: it reinterprets an existing evidentiary record through a theoretical frame, which is illuminating but not independent confirmation. (Text drawn from the 2014 Journal of Risk Research paper, 17(3), pp. 405-424.)",
      "keywords": [
        "Deepwater Horizon",
        "BP",
        "Macondo",
        "Gulf of Mexico",
        "blowout",
        "oil spill",
        "2010",
        "non-technical skills",
        "NTS",
        "safety culture",
        "negative pressure test",
        "Transocean",
        "systems thinking",
        "production pressure",
        "disaster"
      ],
      "relatedArticles": [
        "crm",
        "reducing-power-gradients",
        "andon-cord"
      ]
    },
    {
      "id": "hopkins-2009",
      "kind": "paper",
      "title": "Thinking About Process Safety Indicators",
      "label": "Hopkins (2009)",
      "url": "https://openresearch-repository.anu.edu.au/bitstream/1885/34458/4/02_Hopkins_Thinking_about_process_safety_2009.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=hopkins-2009",
      "author": "Hopkins",
      "topics": [
        "safety-error",
        "measurement-method",
        "critique"
      ],
      "type": "theoretical",
      "journal": "Safety Science",
      "doi": "10.1016/j.ssci.2008.07.020",
      "openAccess": true,
      "citation": "Hopkins, A. (2009) 'Thinking about process safety indicators', *Safety Science*, 47(4), pp. 460-465.",
      "weight": 8,
      "date": "2009-04-01",
      "summary": "Hopkins explains how an organisation can watch its safety numbers improve while a catastrophe assembles itself underneath, and the mechanism he describes is the most consequential measurement failure in this map. His central distinction is between personal safety, the slips, trips, falls and cuts that produce lost-time injuries, and process safety, the integrity of the hazardous system itself, whose failures are rare but catastrophic. The two are routinely conflated, and the consequences are lethal. Esso's Longford gas plant had an impeccable lost-time injury rate while managing its major hazards poorly. BP's Texas City refinery, in the year before the 2005 explosion that killed fifteen people, had a recordable injury rate one third the industry average, and in 2004 the rate had improved so much that BP paid the whole workforce a bonus, an improvement achieved in a year that included three fatalities, two of them process-related. The site was, by its own instruments, getting safer as it prepared to explode. Hopkins traces how this happens: bonus schemes tied to personal-injury rates drive the reported rate down, both by encouraging genuine attention to minor hazards and by discouraging reporting, while the loss-of-containment events that actually predict disaster go uncounted and unrewarded. He notes drily that the airline industry would never make this mistake, since no one would take an airline's lost-time injury rate as evidence of how well it manages air safety, and warns that even the reform of adding process indicators to incentive pay must be handled carefully lest it produce attempts to manage the measure rather than to manage safety. For this corpus the paper is the bridge between the disasters cluster and the measurement cluster. It is Goodhart's law with a body count: a measure that becomes a target stops being a measure, the reassuring number silences the awkward signal, and each unreported small thing makes the next one harder to report, because it now contradicts an official story of excellence that leaders have come to believe. Published a year before Macondo, where executives were on the rig to celebrate seven years without a lost-time injury on the day it exploded, it reads as a warning that was available and unheeded. Its limits are those of a short analytical essay in a safety-science special issue: it argues from a handful of well-chosen disasters rather than from systematic data, and is sharper on the pathology than on the design of indicators that would not suffer the same fate. (Text drawn from the 2009 Safety Science paper, 47(4), pp. 460-465.)",
      "keywords": [
        "process safety",
        "personal safety",
        "lost time injury",
        "LTI",
        "LTIFR",
        "indicators",
        "leading indicators",
        "lagging indicators",
        "Texas City",
        "BP",
        "Longford",
        "metrics",
        "targets",
        "bonus",
        "incentives",
        "underreporting",
        "Goodhart"
      ],
      "relatedArticles": [
        "goodharts-law",
        "beyond-metrics",
        "measurement"
      ]
    },
    {
      "id": "leveson-2004",
      "kind": "paper",
      "title": "A New Accident Model for Engineering Safer Systems",
      "label": "Leveson (2004)",
      "url": "http://sunnyday.mit.edu/accidents/safetyscience-single.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=leveson-2004",
      "author": "Leveson",
      "topics": [
        "safety-error",
        "complexity"
      ],
      "type": "theoretical",
      "journal": "Safety Science",
      "doi": "10.1016/S0925-7535(03)00047-X",
      "openAccess": true,
      "citation": "Leveson, N.G. (2004) 'A new accident model for engineering safer systems', *Safety Science*, 42(4), pp. 237-270.",
      "weight": 8,
      "date": "2004-04-01",
      "summary": "Leveson's paper introduced STAMP, the Systems-Theoretic Accident Model and Processes, and with it the most thoroughgoing structural reframing of accident causation in modern safety science. Her starting point is that the traditional event-chain model, in which an accident is a sequence of failures running backwards from the outcome to a root cause, no longer fits the systems we actually build. Event chains are inherently subjective (where you stop tracing back is a choice, and usually a convenient one), they handle component failure well but not the accidents that arise from interactions between components that all worked as designed, and they are poor at accommodating software, human adaptation, management decisions and culture, which have no natural place in a chain of broken parts. In their place she proposes to treat safety as a control problem rather than a reliability problem. The central concept is not the event but the constraint: accidents happen when the constraints necessary to keep behaviour safe are inadequately enforced, and the organisation is modelled as a hierarchical control structure in which every level, from the regulator and the board down through management to the operator and the equipment, is issuing control actions and receiving feedback. Accidents follow when that control structure degrades, when feedback loops are missing or ignored, when the mental models held by controllers drift away from the actual state of the process, or when constraints erode under pressure. Safety, on this account, is an emergent property of the whole system, and cannot be established by making each component more reliable. For this map the significance is twofold. Leveson gives a rigorous engineering foundation to the claim that runs through the safety and complexity clusters, that individual error is the wrong unit of analysis; and her insistence on feedback makes psychological safety structurally necessary rather than merely desirable, since a control structure whose upward feedback is suppressed by fear is, in her own terms, a control structure that has already failed. Its limits are that STAMP is demanding to apply, requiring the analyst to model an entire sociotechnical control structure, and that its engineering formalism can sit awkwardly with the messier, interpretive accounts of culture and power found elsewhere in this corpus. (Text drawn from the 2004 Safety Science paper, 42(4), pp. 237-270.)",
      "keywords": [
        "STAMP",
        "STPA",
        "CAST",
        "Leveson",
        "accident model",
        "systems theory",
        "control structure",
        "constraints",
        "feedback",
        "emergent property",
        "safety engineering",
        "event chain",
        "root cause",
        "sociotechnical",
        "MIT"
      ],
      "relatedArticles": [
        "resilience-engineering",
        "hop",
        "guardrails-failure"
      ]
    },
    {
      "id": "bartunek-et-al-2006",
      "kind": "paper",
      "title": "On the Receiving End: Sensemaking, Emotion, and Assessments of an Organizational Change Initiated by Others",
      "label": "Bartunek et al (2006)",
      "url": "https://doi.org/10.1177/0021886305285455",
      "page": "https://explore.psychsafety.com/?mode=papers&node=bartunek-et-al-2006",
      "author": "Bartunek, Rousseau, Rudolph & DePalma",
      "topics": [
        "voice-silence",
        "power-equity",
        "culture-context"
      ],
      "type": "primary",
      "journal": "Journal of Applied Behavioral Science",
      "doi": "10.1177/0021886305285455",
      "openAccess": false,
      "citation": "Bartunek, J.M., Rousseau, D.M., Rudolph, J.W. & DePalma, J.A. (2006) 'On the receiving end: sensemaking, emotion, and assessments of an organizational change initiated by others', *Journal of Applied Behavioral Science*, 42(2), pp. 182-206.",
      "weight": 7,
      "date": "2006-06-01",
      "summary": "Most research on organisational change is written from the perspective of the people who initiate it. Bartunek and colleagues deliberately invert that, and study the change recipients, the people who have to live inside an intervention that someone else decided on. Their setting is a shared governance initiative in a hospital, and their subject is how the nurses on the receiving end made sense of it: the meanings they ascribed to the change, the emotions it produced in them, and their own reckoning of what they had gained and lost by it. The findings are quietly pointed. Recipients' assessments were not a simple function of the change's objective merits but of their interpretation of it, and of the feelings that interpretation carried, with gains linked to favourable meanings and pleasant emotions and losses to the reverse. Crucially, two things predicted the experience of gain: being in a unit where the change was actually implemented rather than merely announced, and participating in the initiative oneself. Having a hand in the thing done to you changes what it is. For a corpus about psychological safety this fills a real gap. The literature is dominated by accounts of what leaders can do to create safety, and is comparatively thin on the phenomenology of being on the receiving end of what leaders do, which is where most people in most organisations actually stand. The paper supplies exactly that view, and it supports the argument, made elsewhere in this map on more political grounds, that participation is not a nicety appended to change but part of what determines whether people experience it as something done with them or to them, and therefore whether they will speak candidly about it afterwards. Its limits are those of a single-site study in one hospital, with a specific intervention and a professional group whose relationship to voice is distinctive, so the mechanisms travel further than the magnitudes do. (Text drawn from the 2006 Journal of Applied Behavioral Science paper, 42(2), pp. 182-206.)",
      "keywords": [
        "change recipients",
        "organisational change",
        "sensemaking",
        "emotion",
        "participation",
        "shared governance",
        "nurses",
        "gains and losses",
        "on the receiving end",
        "Bartunek",
        "Rudolph",
        "healthcare",
        "voice"
      ],
      "relatedArticles": [
        "psychological-safety-in-healthcare",
        "org-transformation-factors",
        "redundancy-layoffs"
      ]
    },
    {
      "id": "sutcliffe-lewton-rosenthal-2004",
      "kind": "paper",
      "title": "Communication Failures: An Insidious Contributor to Medical Mishaps",
      "label": "Sutcliffe, Lewton & Rosenthal (2004)",
      "url": "https://doi.org/10.1097/00001888-200402000-00019",
      "page": "https://explore.psychsafety.com/?mode=papers&node=sutcliffe-lewton-rosenthal-2004",
      "author": "Sutcliffe, Lewton & Rosenthal",
      "topics": [
        "safety-error",
        "voice-silence",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Academic Medicine",
      "doi": "10.1097/00001888-200402000-00019",
      "openAccess": false,
      "citation": "Sutcliffe, K.M., Lewton, E. & Rosenthal, M.M. (2004) 'Communication failures: an insidious contributor to medical mishaps', *Academic Medicine*, 79(2), pp. 186-194.",
      "weight": 8,
      "date": "2004-02-01",
      "summary": "Sutcliffe, Lewton and Rosenthal interviewed twenty-six residents at a large American teaching hospital about the mishaps they had recently been involved in, and surfaced around seventy of them. Communication failure was implicated in most, which is the expected finding. The unexpected and far more useful finding is what those failures actually consisted of. Poor communication, the authors conclude, is not simply a matter of information failing to be transmitted or exchanged; it is produced by the social, relational and organisational structures of medicine itself. Residents described hesitating to ask a question or raise a doubt because doing so risked appearing incompetent in front of a senior; they described the vertical hierarchy of the profession making it awkward or unsafe to challenge someone above them, and the horizontal divisions between specialties and professions leaving no one clearly responsible for saying the difficult thing. Communication broke down not because the words were unavailable but because the conditions for speaking were absent. For a corpus about psychological safety this is a striking document, because it arrives at Edmondson's mechanism from the clinical side and largely without her vocabulary: the barrier to speaking is the image cost of speaking, and the hierarchy determines who pays it. It also supplies the everyday texture that the disaster literature cannot, since these were not catastrophes but ordinary mishaps of the kind that happen in every hospital every week, which is precisely what makes them insidious. The paper's implication is that interventions aimed at communication as a skill, at handover checklists and read-backs and SBAR, will only travel so far, because the failure is structural and interpersonal rather than technical. Its limits are those of a single-site qualitative study with a small sample, relying on residents' retrospective accounts of events in which they were participants, so it maps the mechanisms richly without establishing their prevalence. (Text drawn from the 2004 Academic Medicine paper, 79(2), pp. 186-194.)",
      "keywords": [
        "communication failure",
        "medical mishaps",
        "residents",
        "hierarchy",
        "vertical hierarchy",
        "asking questions",
        "appearing incompetent",
        "patient safety",
        "healthcare",
        "handover",
        "teaching hospital",
        "Sutcliffe",
        "speaking up"
      ],
      "relatedArticles": [
        "psychological-safety-in-healthcare",
        "reducing-power-gradients",
        "leadership-healthcare-crm"
      ]
    },
    {
      "id": "abou-hanna-et-al-2021",
      "kind": "paper",
      "title": "Resuscitating the Socratic Method: Student and Faculty Perspectives on Posing Probing Questions During Clinical Teaching",
      "label": "Abou-Hanna et al (2021)",
      "url": "https://doi.org/10.1097/ACM.0000000000003580",
      "page": "https://explore.psychsafety.com/?mode=papers&node=abou-hanna-et-al-2021",
      "author": "Abou-Hanna, Owens, Kinnucan, Mian & Kolars",
      "topics": [
        "voice-silence",
        "team-learning",
        "power-equity"
      ],
      "type": "primary",
      "journal": "Academic Medicine",
      "doi": "10.1097/ACM.0000000000003580",
      "openAccess": false,
      "citation": "Abou-Hanna, J.J., Owens, S.T., Kinnucan, J.A., Mian, S.I. & Kolars, J.C. (2021) 'Resuscitating the Socratic method: student and faculty perspectives on posing probing questions during clinical teaching', *Academic Medicine*, 96(1), pp. 113-117.",
      "weight": 6,
      "date": "2021-01-01",
      "summary": "Teaching by asking questions is ancient, and in medical education it has acquired a name and a reputation: pimping, the practice of a senior clinician firing questions at a junior in front of others. The connotation has become negative enough that many faculty have grown hesitant to ask students anything at all. Abou-Hanna and colleagues surveyed 165 medical students who had completed an internal medicine clerkship and 144 of their supervising faculty, and, in the study's cleverest move, asked the faculty to predict what the students actually wanted. The result is a perception gap with a sting in it. Students did not want to be spared questions; they valued being asked, regarded probing questions as good teaching, and wanted more of them than their faculty supposed. What they objected to was not the question but the cost of getting it wrong: they reported feeling humiliated when they answered incorrectly in front of their peers and seniors. Faculty, meanwhile, had drawn the wrong conclusion from the discomfort, and were retreating from questioning altogether. For a corpus about psychological safety this is a precise and unusually practical finding, because it separates two things that are habitually confused. The interpersonal risk that suppresses learning is not the challenge itself but the public price of being wrong in front of people who hold power over you. Remove the questions and you remove the teaching; remove the humiliation and the questions become the teaching. It is the same tension Sutcliffe and colleagues found among residents who would not ask for fear of appearing incompetent, and the same one that runs through the critique of grading elsewhere in this map, arriving here with a concrete remedy: ask more, and make being wrong survivable. Its limits are those of a single-institution survey at one American medical school, relying on self-report and on faculty predictions rather than observed teaching, so the gap it measures is a gap in perceptions. (Text drawn from the 2021 Academic Medicine paper, 96(1), pp. 113-117.)",
      "keywords": [
        "pimping",
        "Socratic method",
        "probing questions",
        "medical education",
        "clerkship",
        "students",
        "faculty",
        "humiliation",
        "being wrong",
        "asking questions",
        "clinical teaching",
        "perception gap",
        "learning"
      ],
      "relatedArticles": [
        "ps-in-education",
        "ps-students",
        "safer-to-fail-teaching"
      ]
    },
    {
      "id": "everett-sohal-1991",
      "kind": "paper",
      "title": "Individual Involvement and Intervention in Quality Improvement Programmes: Using the Andon System",
      "label": "Everett & Sohal (1991)",
      "url": "https://doi.org/10.1108/EUM0000000001635",
      "page": "https://explore.psychsafety.com/?mode=papers&node=everett-sohal-1991",
      "author": "Everett & Sohal",
      "topics": [
        "safety-error",
        "voice-silence",
        "team-learning"
      ],
      "type": "primary",
      "journal": "International Journal of Quality & Reliability Management",
      "doi": "10.1108/EUM0000000001635",
      "openAccess": false,
      "citation": "Everett, R.J. & Sohal, A.S. (1991) 'Individual involvement and intervention in quality improvement programmes: using the andon system', *International Journal of Quality & Reliability Management*, 8(2).",
      "weight": 6,
      "date": "1991-02-01",
      "summary": "The andon system is the closest thing manufacturing has produced to psychological safety cast in hardware. Originating in Japanese total quality control, it gives any worker on the line the unambiguous authority to signal a problem and, in its fuller forms, to halt production altogether, and it treats that intervention as the mechanism by which quality is achieved rather than as an interruption to be minimised. Everett and Sohal examine how the system has been adopted in Western organisations, drawing on cases from three sectors of Australian manufacturing, setting out the various types and mechanisms the andon can take, and working through what its use actually demands of both management and employees. The number that makes the argument concrete is the frequency: on a healthy line the cord is pulled around fifty times in a single eight-hour shift. That figure is easy to misread as evidence of a process in trouble, and the whole point is that it is the opposite. Frequent pulling means problems are being surfaced while they are still small, cheap and fixable, and a line where nobody pulls the cord is not a line without problems but a line where the problems are being hidden. For a corpus about psychological safety this is a foundational case for two reasons. It demonstrates that the willingness to speak up can be engineered structurally rather than merely encouraged, by building an explicit, low-friction, low-status-cost channel for intervention and then honouring it; and it demonstrates that the measure of a healthy system is not the absence of reports but their abundance. It is also the precise inverse of Piper Alpha, where the neighbouring platforms went on pumping oil into a burning rig because the men in charge did not believe they had the authority to stop. Everett and Sohal are clear that transplanting the mechanism is not enough, and that its Western adopters must reckon with what it asks of managers, who have to accept a subordinate stopping the line and respond to the pull as good news. Its limits are those of a short operations-management paper from a specific industrial moment: it is descriptive and case-based rather than theoretical or statistical, and its concern is quality rather than safety or voice, which are connections this map makes on its behalf. (Text drawn from the 1991 International Journal of Quality & Reliability Management paper, 8(2).)",
      "keywords": [
        "andon",
        "andon cord",
        "stop the line",
        "Toyota",
        "TQC",
        "total quality control",
        "lean",
        "jidoka",
        "quality improvement",
        "intervention",
        "stopping production",
        "manufacturing",
        "reporting",
        "surfacing problems"
      ],
      "relatedArticles": [
        "andon-cord",
        "safe-to-fail",
        "learning-from-incidents"
      ]
    },
    {
      "id": "tasker-jones-brake-2023",
      "kind": "paper",
      "title": "How Effectively Has a Just Culture Been Adopted? A Qualitative Study of Clinicians' and Managers' Attitudes to Clinical Incident Management Within an NHS Hospital Trust",
      "label": "Tasker, Jones & Brake (2023)",
      "url": "https://bmjopenquality.bmj.com/content/12/1/e002049",
      "page": "https://explore.psychsafety.com/?mode=papers&node=tasker-jones-brake-2023",
      "author": "Tasker, Jones & Brake",
      "topics": [
        "safety-error",
        "culture-context",
        "critique"
      ],
      "type": "primary",
      "journal": "BMJ Open Quality",
      "doi": "10.1136/bmjoq-2022-002049",
      "openAccess": true,
      "citation": "Tasker, A., Jones, J. & Brake, S. (2023) 'How effectively has a Just Culture been adopted? A qualitative study to analyse the attitudes and behaviours of clinicians and managers to clinical incident management within an NHS Hospital Trust and identify enablers and barriers to achieving a Just Culture', *BMJ Open Quality*, 12(1), e002049.",
      "weight": 7,
      "date": "2023-01-26",
      "summary": "Just Culture has been adopted as policy across the NHS, and Tasker, Jones and Brake set out to discover what that adoption actually amounts to on the ground. Working in a single hospital trust in the Midlands, they interviewed thirteen doctors of all grades, five medical students and two managers, and observed five meetings at which clinical incidents and mortality were reviewed. Their findings describe a gap that will be familiar to anyone who has watched a good idea become an initiative. The machinery was largely working: there was evidence of a fair incident-management process, procedurally speaking. But there was no agreed vision of what a Just Culture actually is, and the majority of staff were unfamiliar with the term itself. And the thing the machinery existed to dissolve had not dissolved: negative perspectives about clinical incidents persisted, and many staff remained insecure about the prospect of being the subject of one. The intervention was present, the concept was absent, and the fear remained. For a corpus about psychological safety this is a valuable and unglamorous corrective, because it separates the existence of a policy from the existence of a culture. A trust can run a procedurally just process and still leave its people afraid, since fear is not dispelled by a fairness that staff have not heard of, do not share a definition of, and do not believe will protect them when it is their name on the incident form. It is the same lesson the map draws about measurement and about safety indicators: what an organisation has implemented and what its people experience are different objects, and only the second one determines whether anybody speaks. Its limits are those of a small qualitative study at one trust, weighted towards doctors and drawing on self-reported attitudes alongside meeting observation, so it maps the gap richly in one place rather than establishing its extent across the NHS. (Text drawn from the 2023 BMJ Open Quality paper, 12(1), e002049.)",
      "keywords": [
        "just culture",
        "NHS",
        "hospital trust",
        "incident management",
        "clinical incidents",
        "blame",
        "second victim",
        "patient safety",
        "policy versus practice",
        "doctors",
        "mortality review",
        "reporting",
        "fear"
      ],
      "relatedArticles": [
        "just-culture",
        "psychological-safety-in-healthcare",
        "learning-from-incidents"
      ]
    },
    {
      "id": "cilliers-1998",
      "kind": "paper",
      "title": "Complexity and Postmodernism: Understanding Complex Systems",
      "label": "Cilliers (1998)",
      "url": "https://www.routledge.com/Complexity-and-Postmodernism-Understanding-Complex-Systems/Cilliers/p/book/9780415152877",
      "page": "https://explore.psychsafety.com/?mode=papers&node=cilliers-1998",
      "author": "Cilliers",
      "topics": [
        "complexity",
        "critique",
        "measurement-method"
      ],
      "type": "theoretical",
      "journal": "Routledge",
      "doi": null,
      "openAccess": false,
      "citation": "Cilliers, P. (1998) *Complexity and Postmodernism: Understanding Complex Systems*. London: Routledge.",
      "weight": 8,
      "date": "1998-01-01",
      "summary": "Cilliers supplies the philosophical spine that most organisational uses of complexity are missing, and his argument is a warning as much as a foundation. His central move is to insist that complexity is not a property you can model your way out of. A complex system is constituted by the interactions of many elements, richly and non-linearly connected, with no element holding a representation of the whole; consequently no compressed description of such a system is possible, and any model of it is necessarily a reduction that loses precisely what made it complex. This has a sharp consequence for practice: since we cannot have a complete description, our accounts are always partial, always made from somewhere, and the boundaries we draw around a system are not given by nature but are produced by the act of observation. Where we cut is a choice, and choices carry ethics. Cilliers is explicit that this puts him at odds with the rule-based tradition, and it is here that he matters most for this map: his emphasis on contingency and history is, as commentators have noted, radically different from approaches such as Holland's that seek to understand emergence through formulated rules and dynamic equations. He is also sceptical of the fashionable dependence on chaos and the edge of chaos, arguing that complexity does not require chaotic dynamics as its source, a caution that lands squarely on a good deal of management writing. For a corpus about psychological safety this is the antidote to the naive transfer of natural-science complexity into human affairs. It says that models of the social are always partial and always positioned, that the people inside a system are not agents executing rules, and that anyone claiming a complete account of an organisation is telling you something about their own framing rather than about the organisation. Its limits are that it is a work of philosophy written against a specific postmodern backdrop, and the Derrida and Lyotard scaffolding will strike some readers as a detour from the science; the argument survives intact if you set that framing aside, but the book does not make it easy to. (Based on Cilliers's 1998 book, published by Routledge.)",
      "keywords": [
        "Cilliers",
        "critical complexity",
        "postmodernism",
        "boundaries",
        "incompressibility",
        "modelling",
        "reduction",
        "contingency",
        "edge of chaos critique",
        "philosophy of complexity",
        "ethics"
      ],
      "relatedArticles": [
        "complexity",
        "ecotones"
      ]
    },
    {
      "id": "juarrero-1999",
      "kind": "paper",
      "title": "Dynamics in Action: Intentional Behavior as a Complex System",
      "label": "Juarrero (1999)",
      "url": "https://mitpress.mit.edu/9780262600477/dynamics-in-action/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=juarrero-1999",
      "author": "Juarrero",
      "topics": [
        "complexity",
        "critique",
        "team-learning"
      ],
      "type": "theoretical",
      "journal": "MIT Press",
      "doi": null,
      "openAccess": false,
      "citation": "Juarrero, A. (1999) *Dynamics in Action: Intentional Behavior as a Complex System*. Cambridge, MA: MIT Press.",
      "weight": 8,
      "date": "1999-01-01",
      "summary": "Juarrero opens with a question that sounds trivial and is not: what is the difference between a wink and a blink? The movements are identical; the meaning is not. Action theory has never satisfactorily accounted for the difference, and her diagnosis is that the fault lies in a model of causation three and a half centuries old, in which all causes are of the push-pull, billiard-ball kind and all explanation is proof-like deduction from law. Applied to human action, that model cannot recover intention, because intention is not a shove delivered from behind. Her alternative is to reconceive causes as constraints. Constraints do not push; they shape the space of what is possible, and they come in two kinds: context-free constraints that reduce possibility, and context-sensitive or enabling constraints that create it, generating coherence and making new behaviour available rather than merely limiting it. This gives her a way to make top-down and bottom-up causation tractable at once, the whole constraining the parts that compose it, without mysticism. And it forces a change in what an explanation even is: if behaviour emerges from a history of constraints rather than from deterministic law, then explaining an action is a matter of historical narrative rather than inference, of telling how this became possible rather than deducing that it had to happen. For this map Juarrero does two things no other node does. She supplies the philosophical grounding for retrospective coherence, the observation that in a complex system a path is legible only after the fact, which becomes a rigorous claim about the logic of explanation rather than a rule of thumb. And she is the reason a human complex system is not merely a complicated one: agents with intentions are constituted by constraints and can change them, so the rule-following agent of computational complexity is the wrong model for a team. Her enabling constraints are also, precisely, what a psychologically safe environment is: not an absence of structure, but a structure that makes speaking possible. Its limits are that it is a demanding work of philosophy of mind, written for philosophers, whose organisational implications are left almost entirely to the reader. (Based on Juarrero's 1999 book, published by MIT Press.)",
      "keywords": [
        "Juarrero",
        "constraints",
        "enabling constraints",
        "context-sensitive constraints",
        "intention",
        "wink and blink",
        "causality",
        "action theory",
        "retrospective coherence",
        "emergence",
        "narrative explanation"
      ],
      "relatedArticles": [
        "complexity",
        "safe-to-fail"
      ]
    },
    {
      "id": "kernick-2021",
      "kind": "paper",
      "title": "Catastrophe and Systemic Change: Learning from the Grenfell Tower Fire and Other Disasters",
      "label": "Kernick (2021)",
      "url": "https://londonpublishingpartnership.co.uk/catastrophe-and-systemic-change/",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kernick-2021",
      "author": "Kernick",
      "topics": [
        "safety-error",
        "critique",
        "voice-silence"
      ],
      "type": "case-study",
      "journal": "London Publishing Partnership",
      "doi": null,
      "openAccess": false,
      "citation": "Kernick, G. (2021) *Catastrophe and Systemic Change: Learning from the Grenfell Tower Fire and Other Disasters*. London: London Publishing Partnership.",
      "weight": 8,
      "date": "2021-05-27",
      "summary": "Kernick writes this book from an unusual and exacting vantage point: she lived on the twenty-first floor of Grenfell Tower from 2011 to 2014, watched it burn on 14 June 2017, and lost seven former neighbours among the seventy-two who died, and she is also a high-hazard industry consultant with a career spent inside the safety systems of sectors like oil and gas. She uses that double position, survivor and practitioner, to ask a question this whole corpus keeps circling: after a catastrophe, we are always told lessons will be learned, so why do we persistently fail to learn them? Her diagnosis is that lessons identified are routinely mistaken for lessons learned, and the gap between the two is where organisations and governments quietly settle back into the conditions that produced the disaster in the first place. Running through the book is a case study in normalisation of deviance every bit as clean as Vaughan's account of the Challenger: the combustible cladding used on Grenfell had already been fitted to other tower blocks before it, had passed building control, and had produced no visible harm, so each additional installation made the next one look a little more like standard practice rather than a live risk. Nobody chose, in a single decisive moment, to clad a residential tower in flammable material; the choice was made incrementally, safe outcome by safe outcome, until what should have remained a deviation had been absorbed into what the industry considered normal. She proposes chronic unease, a sustained, disciplined refusal to be reassured by the absence of recent incidents, as a necessary counterweight, and argues for the democratisation of expertise: the front line holds tacit knowledge that formal command-and-control structures are systematically bad at hearing, so resilience depends on building the channels that let it travel upward before the next disaster rather than only in the inquiry that follows it. Her account of accountability is bleak and precise. Structures for scrutiny exist, she finds, but nothing compels the powerful to act on what scrutiny reveals, so recommendations from inquiry after inquiry accumulate, unaddressed, until the next event arrives. For a corpus about psychological safety this book supplies something the aviation and energy case studies elsewhere cannot: a residential, civilian disaster, and a first-person account of what it costs when a warning never reaches anyone with the power to act on it. It sits naturally alongside Piper Alpha and Deepwater Horizon as a third register of the same failure, one rooted in housing, regulation and the value placed on the safety of poor and vulnerable people. Its limits are that it works through one deeply researched case rather than a systematic comparison, and it is intentionally personal in register, closer to witness testimony fused with analysis than to a conventional academic text, which is a source of its power and also a reason to read its generalisations with care. (Text drawn from the 2021 book, published by London Publishing Partnership.)",
      "keywords": [
        "Grenfell",
        "Grenfell Tower",
        "fire",
        "systemic change",
        "chronic unease",
        "democratisation of expertise",
        "lessons learned",
        "lessons identified",
        "normalisation of deviance",
        "cladding",
        "incremental risk",
        "accountability",
        "public inquiry",
        "high hazard",
        "front line voice",
        "housing",
        "regulation",
        "Kernick"
      ],
      "relatedArticles": [
        "reducing-power-gradients",
        "learning-from-incidents",
        "just-culture"
      ]
    },
    {
      "id": "boothby-et-al-2018",
      "kind": "paper",
      "title": "The Liking Gap in Conversations: Do People Like Us More Than We Think?",
      "label": "Boothby et al (2018)",
      "url": "https://repository.essex.ac.uk/23025/1/The%20Liking%20Gap%20in%20Conversations.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=boothby-et-al-2018",
      "author": "Boothby, Cooney, Sandstrom & Clark",
      "topics": [
        "voice-silence",
        "trust-interpersonal",
        "measurement-method"
      ],
      "type": "primary",
      "journal": "Psychological Science",
      "doi": "10.1177/0956797618783714",
      "openAccess": true,
      "citation": "Boothby, E.J., Cooney, G., Sandstrom, G.M. & Clark, M.S. (2018) 'The liking gap in conversations: do people like us more than we think?', *Psychological Science*, 29(11), pp. 1742-1756.",
      "weight": 8,
      "date": "2018-09-05",
      "summary": "Across five studies, Boothby, Cooney, Sandstrom and Clark find that after an ordinary conversation, people reliably underestimate how much their conversation partner liked them and enjoyed their company, a mistake they name the liking gap. It cannot be that both partners in a dyad are correct in feeling less liked than they actually are, which is what establishes this as a systematic error rather than mere modesty: trained coders watching the same conversations back could accurately judge how much two people liked each other, meaning the liking was genuinely being signalled, but the people inside the conversation failed to register it in themselves. The mechanism the authors trace is a mismatch of attention rather than a lack of information. After talking, people's most salient thoughts about their own performance are self-critical, replaying the sentence that landed awkwardly or the pause that went on a beat too long, while they have no equivalent access to their partner's inner monologue, only to that partner's outward behaviour, which is generally warm, engaged and perfectly fine. People then use their own harsh internal verdict as a stand-in for their partner's opinion, and the harshness travels across but the warmth of the actual signal does not. The gap is not a product of one bad exchange: it held across strangers, dorm-mates followed for a full academic year, and members of the public at conversation workshops, and it was larger in shyer people, which speaks against the alternative explanation that people were simply being modest rather than genuinely mistaken. For a corpus about psychological safety this is a precise account of the private cost of every ordinary interaction that precedes the high-stakes ones. If people default to reading themselves as less liked than they are, the felt risk of speaking up, disagreeing or asking a question is inflated by a bias that operates before any actual evaluation has taken place, which pairs directly with prospect theory's account of loss aversion in the voice calculus: the anticipated cost of a misstep is measured against a self-assessment that is already running low. Its limits are that it measures general liking and enjoyment in largely dyadic, first-meeting or early-relationship contexts rather than the specific, higher-stakes judgements of a workplace hierarchy, so the size of the effect in a performance review or a team meeting is this paper's plausible extension rather than its direct finding. (Text drawn from the 2018 Psychological Science paper, 29(11), pp. 1742-1756.)",
      "keywords": [
        "liking gap",
        "metaperception",
        "conversation",
        "first impressions",
        "self-critical thoughts",
        "underestimation",
        "self-esteem",
        "shyness",
        "social anxiety",
        "meta-accuracy",
        "Boothby",
        "prospect theory",
        "voice"
      ],
      "relatedArticles": [
        "prospect-theory",
        "calculus",
        "power-of-silence"
      ]
    },
    {
      "id": "helmreich-merritt-wilhelm-1999",
      "kind": "paper",
      "title": "The Evolution of Crew Resource Management Training in Commercial Aviation",
      "label": "Helmreich, Merritt & Wilhelm (1999)",
      "url": "https://www.faa.gov/sites/faa.gov/files/2022-11/crmhistory.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=helmreich-merritt-wilhelm-1999",
      "author": "Helmreich, Merritt & Wilhelm",
      "topics": [
        "safety-error",
        "team-learning",
        "culture-context"
      ],
      "type": "theoretical",
      "journal": "International Journal of Aviation Psychology",
      "doi": "10.1207/s15327108ijap0901_2",
      "openAccess": true,
      "citation": "Helmreich, R.L., Merritt, A.C. & Wilhelm, J.A. (1999) 'The evolution of Crew Resource Management training in commercial aviation', *International Journal of Aviation Psychology*, 9(1), pp. 19-32.",
      "weight": 8,
      "date": "1999-01-01",
      "summary": "Helmreich, Merritt and Wilhelm trace Crew Resource Management through five generations, and the arc they describe is really the story of a good idea repeatedly failing to stick until its rationale was made explicit. The first generation, launched by United Airlines in 1981, was borrowed wholesale from corporate managerial-style training, heavy on psychological testing and games unrelated to flying, and pilots dismissed it as charm school. The second, prompted by a NASA workshop in 1986, renamed Cockpit to Crew Resource Management and grew more aviation-specific, but still drew charges of psycho-babble (the word synergy came in for particular scorn). The third broadened CRM to flight attendants, dispatchers and maintenance staff, which was necessary but, the authors suspect, diluted the original focus on reducing error. The fourth folded CRM into every part of technical training and checklists under the FAA's Advanced Qualification Program, proceduralising it, sometimes to the point that pilots could describe CRM only as training to make us work together better, having lost sight of why that mattered. Attitudes measured years after initial training routinely decayed even with recurrent refreshers, and a persistent minority of pilots, known to their colleagues as Cowboys, Boomerangs or Drongos, rejected the concepts outright regardless of how they were taught. The fifth generation, which the authors propose, replaces technique with a single explicit rationale: human error is inevitable, so CRM is error management, a set of countermeasures to avoid error, trap it before it is committed, and mitigate its consequences when it is not trapped, adopted under an explicitly non-punitive organisational stance influenced directly by James Reason. The paper's other major finding is that CRM did not export well: courses built around American assumptions of low power distance, individualism and low uncertainty avoidance met resistance in cultures where hierarchy is taken for granted and challenging a captain is itself the violation, using Hofstede's dimensions to explain why identical training produces different uptake in different national cultures. For a corpus about psychological safety this is essential grounding, not because it introduces a new idea but because it documents, with unusual candour, what happens when a psychological-safety-adjacent programme is taught as compliance rather than as reasoned practice: acceptance decays, a purpose-shaped hole opens up, and some proportion of any population will not be reached by training alone, whatever the generation. Its limits are that the evidence for each generation's effectiveness is largely attitudinal and anecdotal rather than outcome-based, a limitation the authors themselves state directly, since the safety metric that would settle the question, the accident rate, is too rare an event to yield a clean answer. (Text drawn from the 1999 International Journal of Aviation Psychology paper, 9(1), pp. 19-32.)",
      "keywords": [
        "CRM",
        "Crew Resource Management",
        "Cockpit Resource Management",
        "Helmreich",
        "error management",
        "avoid trap mitigate",
        "generations of CRM",
        "AQP",
        "Advanced Qualification Program",
        "Hofstede",
        "power distance",
        "uncertainty avoidance",
        "cross-cultural",
        "national culture",
        "non-punitive",
        "training decay",
        "aviation"
      ],
      "relatedArticles": [
        "crm",
        "tenerife",
        "just-culture"
      ]
    },
    {
      "id": "milanovich-et-al-1998",
      "kind": "paper",
      "title": "Status and Cockpit Dynamics: A Review and Empirical Study",
      "label": "Milanovich et al (1998)",
      "url": "https://www.researchgate.net/publication/11804719_Status_and_cockpit_dynamics_A_review_and_empirical_study",
      "page": "https://explore.psychsafety.com/?mode=papers&node=milanovich-et-al-1998",
      "author": "Milanovich, Driskell, Stout & Salas",
      "topics": [
        "power-equity",
        "voice-silence",
        "safety-error"
      ],
      "type": "primary",
      "journal": "Group Dynamics: Theory, Research, and Practice",
      "doi": "10.1037/1089-2699.2.3.155",
      "openAccess": true,
      "citation": "Milanovich, D.M., Driskell, J.E., Stout, R.J. & Salas, E. (1998) 'Status and cockpit dynamics: a review and empirical study', *Group Dynamics: Theory, Research, and Practice*, 2(3), pp. 155-167.",
      "weight": 8,
      "date": "1998-09-01",
      "summary": "Milanovich, Driskell, Stout and Salas make a reframing move that changes what the captain-first-officer problem actually is. The behaviour long blamed on the macho captain or the unassertive first officer, they argue, is neither a personality flaw nor a skills deficit: it is status generalization, the same well-documented social process that shapes influence between men and women, white and minority group members, and officers and enlisted personnel, simply relocated to the flight deck. Status characteristics theory (Berger, Fisek, Norman and Zelditch, 1977) predicts that once a group recognises a difference in status between its members, that difference will be imported wholesale into judgements of competence, including on tasks that have nothing to do with the status marker's original domain. To test whether cockpit rank actually functions this way, the authors gave student aviators identical biographies for two colleagues, differing only in whether each was labelled pilot or copilot, and asked them to rate each on competence, intelligence, leadership and verbal ability, plus one deliberately unrelated task, teaching ability. The pilot was rated higher on every single measure, aviation-relevant or not, confirming that cockpit status behaves exactly as status-characteristics theory predicts: once a hierarchy is visible, it is treated as globally informative about competence, not narrowly informative about flying. The accident record supplies the stakes. In the Air Florida crash at Washington National, the first officer's repeated, heavily hedged warnings ('that don't seem right, does it?') were not acted on; in a Portland fuel-exhaustion accident, a flight engineer's mounting concern about the fuel state was repeatedly voiced and repeatedly ignored while the captain's attention was elsewhere. The paper's sharpest practical claim follows directly from treating this as a status effect rather than a trait: training junior crew to be more assertive, on its own, has a limited and sometimes counterproductive payoff, because assertiveness from a low-status speaker can read to a high-status listener as a violation of the relationship rather than as information, in one cited case increasing hostility rather than uptake. The same first officer who defers to a captain will act assertively toward someone lower in the hierarchy than themselves, which is the clearest evidence that the behaviour is situational rather than characterological. For a corpus about psychological safety, this paper supplies the empirical mechanism behind the intuitive claim that hierarchy suppresses voice: status is not merely uncomfortable, it measurably and automatically recalibrates how competent a person is judged to be, before they have said anything task-relevant at all, which is exactly the dynamic Weick's account of Tenerife describes in the same cockpit twelve years earlier. Its limits are that the central experiment uses students rating hypothetical biographies rather than working aircrew in situ, so it establishes that the mechanism operates as predicted rather than measuring its real-world magnitude in an active cockpit.",
      "keywords": [
        "status generalization",
        "cockpit dynamics",
        "captain",
        "first officer",
        "authority gradient",
        "status characteristics",
        "Berger",
        "aviation",
        "CRM",
        "assertiveness training",
        "monitoring and challenging",
        "Air Florida",
        "Torrance",
        "hierarchy",
        "competence expectations"
      ],
      "relatedArticles": [
        "reducing-power-gradients",
        "tenerife",
        "power-types"
      ]
    },
    {
      "id": "beaubien-baker-2002",
      "kind": "paper",
      "title": "Airline Pilots' Perceptions of and Experiences in Crew Resource Management (CRM) Training",
      "label": "Beaubien & Baker (2002)",
      "url": "https://www.air.org/sites/default/files/2021-06/airline_pilots_percep_0.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=beaubien-baker-2002",
      "author": "Beaubien & Baker",
      "topics": [
        "safety-error",
        "team-learning",
        "measurement-method"
      ],
      "type": "primary",
      "journal": "SAE Technical Paper 2002-01-2963",
      "doi": null,
      "openAccess": true,
      "citation": "Beaubien, J.M. & Baker, D.P. (2002) 'Airline pilots' perceptions of and experiences in Crew Resource Management (CRM) training', SAE Technical Paper 2002-01-2963.",
      "weight": 7,
      "date": "2002-01-01",
      "summary": "Beaubien and Baker put a number on a claim the CRM literature had mostly argued from case studies and theory: that how CRM is delivered matters as much as whether it is delivered at all. They surveyed 30,752 pilots across 24 of the 30 largest US carriers, working through their unions, with careful screening for age, employment plausibility, missing data and straight-lining, and cross-checking respondent demographics against the sampled population to rule out response bias; 10,166 responses survived the filtering, in what the authors describe as the largest training evaluation conducted to date. Their central comparison is between the Advanced Qualification Program (AQP), which mandates that CRM be integrated throughout technical training rather than delivered as a bolt-on module, and the older Part 121 regime, in which it more often was not. The result favoured integration on every measured dimension: usefulness of feedback, relevance to current line operations, clarity of objectives, and preparedness to fly the line, with the largest single effect in the analysis being the difference between CRM taught as a separate course and CRM taught throughout the curriculum. Almost regardless of which programme they trained under, the overwhelming majority of pilots, 86 percent, agreed that CRM was an important topic and should be integrated throughout training, so the disagreement in the data is not about whether CRM matters but about how well any given programme actually delivers on that shared belief. The finding that complicates any easy AQP-is-solved conclusion is that even under a programme that mandates integration, 11.5 percent of AQP-trained pilots reported receiving no CRM training beyond basic line-oriented flight training, a policy-to-practice gap the authors call puzzling and can only speculate about: confusion over what counts as CRM, or genuine variability in how faithfully individual carriers actually implement the mandate. For a corpus about psychological safety this paper supplies the large-scale, quantitative counterpart to the qualitative and historical case, made elsewhere in this map, that a safety practice has to be lived rather than merely delivered: at the scale of an entire industry, bolting a good idea onto existing training produces measurably worse uptake than weaving it through the work itself, and a mandate on paper does not guarantee the practice on the ground. Its limits are real and are stated candidly by the authors themselves: it measures pilots' satisfaction and perceived usefulness rather than behaviour or safety outcomes, and it was published as a conference paper rather than a peer-reviewed journal article, so its methodological transparency is high but its evidentiary weight is that of a large, well-conducted reaction survey rather than an outcome study.",
      "keywords": [
        "CRM training",
        "Advanced Qualification Program",
        "AQP",
        "Part 121",
        "pilot survey",
        "training evaluation",
        "integrated training",
        "stand-alone training",
        "training effectiveness",
        "airline pilots",
        "large-scale survey",
        "policy versus practice"
      ],
      "relatedArticles": [
        "crm"
      ]
    },
    {
      "id": "kelso-2009",
      "kind": "paper",
      "title": "Analysis of the Iridium 33-Cosmos 2251 Collision",
      "label": "Kelso (2009)",
      "url": "https://celestrak.org/publications/AMOS/2009/AMOS-2009.pdf",
      "page": "https://explore.psychsafety.com/?mode=papers&node=kelso-2009",
      "author": "Kelso",
      "topics": [
        "safety-error",
        "complexity",
        "ecological-commons"
      ],
      "type": "primary",
      "journal": "Advanced Maui Optical and Space Surveillance Technologies (AMOS) Conference",
      "doi": null,
      "openAccess": true,
      "citation": "Kelso, T.S. (2009) 'Analysis of the Iridium 33-Cosmos 2251 collision', presented at the Advanced Maui Optical and Space Surveillance Technologies (AMOS) Conference, Maui, HI, 10 September 2009.",
      "weight": 7,
      "date": "2009-09-10",
      "summary": "On 10 February 2009, an operational Iridium communications satellite was struck and destroyed by a long-defunct Russian satellite, the first collision between two intact spacecraft in the history of orbital flight. Kelso, the astrodynamicist whose own conjunction-screening system had been tracking both objects, uses the incident to make a point that runs against the grain of most disaster analysis in this map: nobody's warning was ignored, because there was no warning distinct enough to act on. His system, SOCRATES, had in fact flagged a close approach between these two satellites in every one of the fourteen daily reports issued in the week before the collision. But it never appeared on the Top Ten list of closest predicted approaches, and its ranking against every other predicted conjunction for the Iridium constellation that week averaged 64th out of over a thousand; on the day of the collision itself it ranked 152nd. Over that same week, more than eleven thousand close approaches were reported across the tracked satellite population, upward of 1,600 a day. Any single one of these has a low probability of becoming an actual collision, but across enough of them a collision becomes, in Kelso's own words, simply a matter of time. This is a different failure mode from the hierarchy-suppressed warnings running through the rest of this map's disasters. Nothing was silenced; the specific signal was structurally indistinguishable, using the tracking data available, from the routine background of thousands of other predicted close approaches that same week that came to nothing. The uncertainty inherent in the orbital data used for these predictions, not any failure of nerve or authority, was what buried the one conjunction that mattered inside noise that looked exactly like it. Kelso's own prescription follows from this directly: better screening requires better data, and better data requires satellite operators and even rival national space agencies to share their best orbital tracking with each other rather than rely on the coarser, publicly available catalogue that produced this collision's false negative. That is a commons argument rather than a communication one: the near-Earth orbital environment is a shared, degradable resource, space debris is an externality imposed on every other user of it, and the fix Kelso proposes is cooperative data-pooling across competitors and adversaries alike, not a better way of getting one operator to listen to its own instruments. The conjunction also stands as a precisely quantified instance of a weak signal doing everything a weak signal is supposed to do and still not being amplified in time: subtle, genuinely indicative of a larger problem, dependent on interpretation against everything else being monitored, obvious only in hindsight, and in principle a trigger for action, yet buried inside a haystack that had, if anything, been made larger by the very success of automated tracking at generating more candidate signals than any system could rank with confidence. For a corpus about psychological safety and organisational learning, this paper supplies the missing case in which the barrier to acting on a signal was not power, status, or dismissal, but literally being unable to tell the important signal apart from the ordinary ones at the moment it mattered. Its limits are that it is a focused technical analysis of tracking data and debris dynamics rather than an organisational or human-factors study, so its relevance to this corpus is by extension and analogy rather than by original design.",
      "keywords": [
        "Iridium 33",
        "Cosmos 2251",
        "satellite collision",
        "space debris",
        "conjunction analysis",
        "SOCRATES",
        "signal detection",
        "false negative",
        "base rate",
        "orbital tracking",
        "data sharing",
        "space situational awareness",
        "commons",
        "near miss",
        "alarm fatigue"
      ],
      "relatedArticles": [
        "amplifying-weak-signals",
        "ambiguity",
        "goodharts-law"
      ]
    },
    {
      "id": "patterson-wears-2015",
      "kind": "paper",
      "title": "Resilience and Precarious Success",
      "label": "Patterson & Wears (2015)",
      "url": "https://www.sciencedirect.com/science/article/abs/pii/S0951832015000800",
      "page": "https://explore.psychsafety.com/?mode=papers&node=patterson-wears-2015",
      "author": "Patterson & Wears",
      "topics": [
        "safety-error",
        "complexity",
        "measurement-method"
      ],
      "type": "case-study",
      "journal": "Reliability Engineering & System Safety",
      "doi": "10.1016/j.ress.2015.03.014",
      "openAccess": false,
      "citation": "Patterson, M.D. & Wears, R.L. (2015) 'Resilience and precarious success', Reliability Engineering & System Safety, 141, pp. 45-53.",
      "weight": 8,
      "date": "2015-03-16",
      "summary": "Every disaster elsewhere in this map is a postmortem: an account of a system after it has already failed. Patterson and Wears offer the opposite, a system caught in the act of quietly consuming its own margin before anything has gone wrong, observed directly through a day of fieldwork and interviews in a paediatric haematology and oncology pharmacy. One expert pharmacist, working with minimal staffing, prepares custom, high-risk chemotherapy doses for children under mounting demand: more complex outpatient regimens, tighter timing windows, more specially compounded medications, all against static resources. He has responded with real skill, building an array of adaptations, from pre-mixing stable drugs a day ahead to leaving the pharmacy door ajar so he can overhear which patients on the ward are deteriorating. None of it appears in any incident report, because none of it has failed yet. The authors name this the tragedy of adaptability: the very fluency of his adaptations, what they call the Law of Fluency, makes an increasingly stretched and brittle system look, from a distance, like it is running fine. No serious adverse event in years reads to leadership as evidence of safety, when it is better read as evidence of exactly how much individual virtuosity is currently being spent to produce that appearance. The authors borrow Schulman and Roe's four performance modes, just in time, just in case, just for now, and just this way, to show the pharmacy sliding from proactive buffering toward pure firefighting as its margin disappears, and invoke Ron Westrum's fallacy of centrality to explain why leadership does not notice: managers assume they would know if something important were wrong, so the absence of an alarm reaching them is read as the absence of a problem, rather than as a channel that has quietly stopped carrying signal. The paper's darkest anchor is the case of Eric Cropp, an Ohio chemotherapy pharmacist convicted of manslaughter and imprisoned after a fatal dosing error in an overwhelmed, understaffed pharmacy uncomfortably similar to this one, a fact the staff in this study are acutely, personally aware of. For a corpus about psychological safety this is the missing before-picture: not a hierarchy silencing a warning, but a system whose most competent people are working so well that their competence is what hides the risk, from leadership and sometimes from themselves, until the capacity to adapt any further is simply gone. Its limits are those of a single, deep case study of one pharmacist in one pharmacy, chosen because a minor error had already prompted self-scrutiny, so the generalisability of the specific adaptations is necessarily limited even as the underlying dynamic, resilient success miscalibrating the very people who would need to intervene, plainly is not.",
      "keywords": [
        "resilience engineering",
        "tragedy of adaptability",
        "Law of Fluency",
        "miscalibration",
        "adaptive capacity",
        "just in time",
        "just in case",
        "fallacy of centrality",
        "Westrum",
        "chemotherapy",
        "pharmacy",
        "healthcare",
        "Eric Cropp",
        "burnout",
        "slack",
        "sharp end",
        "graceful extensibility"
      ],
      "relatedArticles": [
        "resilience-engineering",
        "watermelon",
        "sharp-blunt-end",
        "queueing-theory"
      ]
    },
    {
      "id": "schroder-hinrichs-et-al-2012",
      "kind": "paper",
      "title": "From Titanic to Costa Concordia — a Century of Lessons Not Learned",
      "label": "Schröder-Hinrichs et al (2012)",
      "url": "https://link.springer.com/article/10.1007/s13437-012-0032-3",
      "page": "https://explore.psychsafety.com/?mode=papers&node=schroder-hinrichs-et-al-2012",
      "author": "Schröder-Hinrichs, Hollnagel & Baldauf",
      "topics": [
        "safety-error",
        "critique",
        "voice-silence"
      ],
      "type": "case-study",
      "journal": "WMU Journal of Maritime Affairs",
      "doi": "10.1007/s13437-012-0032-3",
      "openAccess": true,
      "citation": "Schröder-Hinrichs, J.-U., Hollnagel, E. & Baldauf, M. (2012) 'From Titanic to Costa Concordia — a century of lessons not learned', WMU Journal of Maritime Affairs, 11(2), pp. 151-167.",
      "weight": 8,
      "date": "2012-09-04",
      "summary": "When the Costa Concordia capsized off Giglio in January 2012, the reflex was to treat it as an aberration: a rogue captain, a freak error, a masterpiece of modern technology undone by one man's vanity. Schröder-Hinrichs, Hollnagel and Baldauf refuse that framing, and refuse equally to add another mechanical cause-analysis to the pile. Their move is comparative and deliberately unsettling: they set Costa Concordia beside the Titanic a century earlier and show that the human and organisational factors are, in essential respects, the same. Both involved a deviation from a planned route treated as routine, an over-confidence licensed by the ship's reputation as technologically unsinkable or unsinkably modern, an authority gradient that made the deviation hard to challenge from below, and an emergency response, evacuation and communication that unravelled once the situation exceeded the plan. A hundred years of regulatory and technological progress in maritime safety had not touched the underlying conditions, because those conditions were never technical in the first place. The authors give the mechanism its proper names, drawing on the safety-science canon this map already holds: Rasmussen's drift into failure, in which a changed situation goes unnoticed and the safe envelope is quietly left behind; complacency and authority gradient as the social texture of that drift; and groupthink as its group-level form. Their sharpest argument is a critique of accident investigation itself. Maritime inquiries, they show, remain preoccupied with technical regulation and the search for a proximate technical fix, and this preoccupation is not neutral: it actively obscures the complex interaction of factors in a socio-technical system, so each inquiry recommends a new rule, the rule addresses the last accident's surface, and the underlying pattern survives to produce the next one. For a corpus about psychological safety this paper does something none of the single-disaster case studies can. It demonstrates that the failure to hear a warning, to challenge a captain, to notice a drift, is not the property of any one crew or era but a stable feature of how sociotechnical systems and their overseers behave, and that investigations designed to find a technical culprit are structurally incapable of learning the human lesson. It is the case that argues, across a hundred years, that the lesson is never the ship. Its limits are those of a comparative essay building a systemic argument from two famous cases plus supporting examples, so it persuades by pattern and analysis rather than by a dataset, and it is explicit that it does not attempt to establish the concrete causes of the Costa Concordia accident itself. (Text drawn from the 2012 WMU Journal of Maritime Affairs paper, 11(2), pp. 151-167.)",
      "keywords": [
        "Costa Concordia",
        "Titanic",
        "maritime safety",
        "authority gradient",
        "drift into failure",
        "groupthink",
        "complacency",
        "accident investigation",
        "socio-technical systems",
        "lessons not learned",
        "Hollnagel",
        "technical fix",
        "Schettino",
        "human factors"
      ],
      "relatedArticles": [
        "reducing-power-gradients",
        "learning-from-incidents",
        "safety-i-ii"
      ]
    }
  ],
  "edges": [
    {
      "source": "core-principles",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "core-principles",
      "target": "five-ecological",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "core-principles",
      "target": "why-foster",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "core-principles",
      "target": "political",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "core-principles",
      "target": "power-types",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "core-principles",
      "target": "how-respond",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "core-principles",
      "target": "collective-resp",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "core-principles",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "core-principles",
      "target": "utility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "core-principles",
      "target": "sociological-safety",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "calculus",
      "target": "local-rationality",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "calculus",
      "target": "silence-types",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "calculus",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "calculus",
      "target": "power-types",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "calculus",
      "target": "prospect-theory",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "calculus",
      "target": "challenger",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "calculus",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "calculus",
      "target": "vasa",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "calculus",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "calculus",
      "target": "ambiguity",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "calculus",
      "target": "stream",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "calculus",
      "target": "childhood-ses",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "calculus",
      "target": "ps-bravery",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ambiguity",
      "target": "silence-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ambiguity",
      "target": "prospect-theory",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ambiguity",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "political",
      "target": "power-types",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "political",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "political",
      "target": "inclusion",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "political",
      "target": "burnout",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "political",
      "target": "employment-rights",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "power-types",
      "target": "watermelon",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "power-types",
      "target": "local-rationality",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "power-types",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "power-types",
      "target": "stream",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "power-types",
      "target": "flat-orgs",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "power-types",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "power-types",
      "target": "command-control",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "stream",
      "target": "hippo",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "stream",
      "target": "building-upwards",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "stream",
      "target": "telling-boss-bad-news",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "stream",
      "target": "imposter-syndrome",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "flat-orgs",
      "target": "command-control",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reducing-power-gradients",
      "target": "building-upwards",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reducing-power-gradients",
      "target": "team-charters",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "local-rationality",
      "target": "blametropism",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "local-rationality",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "local-rationality",
      "target": "vasa",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "local-rationality",
      "target": "challenger",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "local-rationality",
      "target": "dont-bring-problems",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "local-rationality",
      "target": "fundamental-attribution",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "local-rationality",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "blametropism",
      "target": "bawa-garba",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "blametropism",
      "target": "challenger",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "blametropism",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "blametropism",
      "target": "just-culture",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "blametropism",
      "target": "fundamental-attribution",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "blametropism",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "just-culture",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "just-culture",
      "target": "bawa-garba",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "just-culture",
      "target": "swiss-cheese",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "vasa",
      "target": "challenger",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "vasa",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "vasa",
      "target": "plan-continuation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "challenger",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "challenger",
      "target": "bawa-garba",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "challenger",
      "target": "normal-accidents",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "amagasaki",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "amagasaki",
      "target": "local-rationality",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "amagasaki",
      "target": "plan-continuation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "chernobyl",
      "target": "challenger",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "chernobyl",
      "target": "local-rationality",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "dominic-raab",
      "target": "seven-behaviours",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "dominic-raab",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "rewetting",
      "target": "efficiency-resilience",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "rewetting",
      "target": "emergence",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "rewetting",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "rewetting",
      "target": "five-ecological",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "efficiency-resilience",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "efficiency-resilience",
      "target": "queueing-theory",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "efficiency-resilience",
      "target": "theory-of-constraints",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "complexity",
      "target": "emergence",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "complexity",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "complexity",
      "target": "cognitive-load",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "complexity",
      "target": "safe-to-fail",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "complexity",
      "target": "everything-experiment",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "emergence",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "emergence",
      "target": "rebuilding",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "emergence",
      "target": "adaptive-cycle",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "five-ecological",
      "target": "ecotones",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "five-ecological",
      "target": "adaptive-cycle",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ecotones",
      "target": "deformation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safe-to-fail",
      "target": "everything-experiment",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safe-to-fail",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "crm",
      "target": "andon-cord",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "crm",
      "target": "hop",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "crm",
      "target": "pace",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "andon-cord",
      "target": "hop",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "andon-cord",
      "target": "local-rationality",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "andon-cord",
      "target": "info-security",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "andon-cord",
      "target": "learning-teams",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hop",
      "target": "learning-teams",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "hop",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hop",
      "target": "safety-i-ii",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hop",
      "target": "amplifying-weak-signals",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safety-i-ii",
      "target": "wai-wad",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "safety-i-ii",
      "target": "normal-accidents",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "swiss-cheese",
      "target": "normal-accidents",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "swiss-cheese",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "how-respond",
      "target": "rebuilding",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "how-respond",
      "target": "seven-behaviours",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "how-respond",
      "target": "collective-resp",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "how-respond",
      "target": "contracting",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "how-respond",
      "target": "you-cant-fix-secret",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "collective-resp",
      "target": "inclusion",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "collective-resp",
      "target": "scaling",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "collective-resp",
      "target": "colution",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "collective-resp",
      "target": "ps-bravery",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "four-stages",
      "target": "psi",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "four-stages",
      "target": "safety-model",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "four-stages",
      "target": "why-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "four-stages",
      "target": "all-models-wrong",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psi",
      "target": "measurement",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "psi",
      "target": "safety-model",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psi",
      "target": "goodharts-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psi",
      "target": "streetlight",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safety-model",
      "target": "sane-effect",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "measurement",
      "target": "quadrant",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "measurement",
      "target": "streetlight",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "measurement",
      "target": "goodharts-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "goodharts-law",
      "target": "streetlight",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "all-models-wrong",
      "target": "five-pillars-critique",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "all-models-wrong",
      "target": "sane-effect",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "project-aristotle",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "project-aristotle",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "not-same-for-everyone",
      "target": "inclusion",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "not-same-for-everyone",
      "target": "creativity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "not-same-for-everyone",
      "target": "neurodiversity",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "not-same-for-everyone",
      "target": "stuttering",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "not-same-for-everyone",
      "target": "eye-contact",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "not-same-for-everyone",
      "target": "accessibility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "neurodiversity",
      "target": "cognitive-load",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "neurodiversity",
      "target": "stuttering",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "inclusion",
      "target": "dei-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "inclusion",
      "target": "ps-bravery",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "dei-ps",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "whistleblowing",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "whistleblowing",
      "target": "employment-rights",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "childhood-ses",
      "target": "prospect-theory",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "childhood-ses",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "childhood-ses",
      "target": "sociological-safety",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "why-foster",
      "target": "benefits",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "why-foster",
      "target": "too-much-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "why-foster",
      "target": "utility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "too-much-ps",
      "target": "benefits",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "too-much-ps",
      "target": "conflict",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "utility",
      "target": "ps-not-goal",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-not-goal",
      "target": "emergence",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "individual-resilience",
      "target": "burnout",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "individual-resilience",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "individual-resilience",
      "target": "ps-bravery",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "exercises",
      "target": "quadrant",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "exercises",
      "target": "circle",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "exercises",
      "target": "scaling",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "exercises",
      "target": "retrospectives",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "practices-foster",
      "target": "exercises",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "practices-foster",
      "target": "team-charters",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "practices-foster",
      "target": "icebreakers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "practices-foster",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "team-charters",
      "target": "contracting",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "team-charters",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "contracting",
      "target": "collective-resp",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "feedback",
      "target": "ps-flexibility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "spectra-participation",
      "target": "icebreakers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "spectra-participation",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "lean-coffee",
      "target": "spectra-participation",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "lean-coffee",
      "target": "ambiguity",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "lean-coffee",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "lean-coffee",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "lean-coffee",
      "target": "retrospectives",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "lean-coffee",
      "target": "practices-foster",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "lean-coffee",
      "target": "contracting",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "lean-coffee",
      "target": "pac-man-rule",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ambiguity",
      "target": "barriers",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ambiguity",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ambiguity",
      "target": "contracting",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ambiguity",
      "target": "how-respond",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ambiguity",
      "target": "fake-it",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "deformation",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "deformation",
      "target": "four-stages",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "deformation",
      "target": "all-models-wrong",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "fundamental-attribution",
      "target": "blametropism",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "fundamental-attribution",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "understanding-variation",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "understanding-variation",
      "target": "deming",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "deming",
      "target": "andon-cord",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "deming",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "westerns-typologies",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "westerns-typologies",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "burnout",
      "target": "cognitive-load",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "burnout",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "burnout",
      "target": "psychological-safety-wellbeing",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "plan-continuation",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "plan-continuation",
      "target": "local-rationality",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "plan-continuation",
      "target": "amplifying-weak-signals",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "prospect-theory",
      "target": "local-rationality",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "prospect-theory",
      "target": "silence-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "prospect-theory",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "you-cant-fix-secret",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "you-cant-fix-secret",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "barriers",
      "target": "silence-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "conways-law",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "conways-law",
      "target": "mythical-man",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "agile",
      "target": "andon-cord",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "agile",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "agile",
      "target": "retrospectives",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "devops",
      "target": "conways-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "devops",
      "target": "agile",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "remote",
      "target": "inclusion",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "remote",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "remote",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "creativity",
      "target": "personal-lives",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "creativity",
      "target": "ps-flexibility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "info-security",
      "target": "dont-bring-problems",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "dont-bring-problems",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "colution",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "history",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "history",
      "target": "why-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "history",
      "target": "project-aristotle",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "tuckman",
      "target": "emergence",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "tuckman",
      "target": "team-charters",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "dunbar",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "johari-window",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "humble-inquiry",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "humble-inquiry",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "transactional-analysis",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "transactional-analysis",
      "target": "conflict",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "trust",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "trust",
      "target": "contracting",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ooda-loop",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ooda-loop",
      "target": "amplifying-weak-signals",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "growth-mindset",
      "target": "ps-flexibility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "growth-mindset",
      "target": "learning-teams",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "conflict",
      "target": "too-much-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "conflict",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "weaponisation",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "weaponisation",
      "target": "psi",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safe-space-vs-ps",
      "target": "ps-not-comfortable",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "safe-space-vs-ps",
      "target": "too-much-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-not-comfortable",
      "target": "conflict",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "imposter-syndrome",
      "target": "childhood-ses",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "imposter-syndrome",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "paul-oneill",
      "target": "andon-cord",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "paul-oneill",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "fist-of-five",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "fist-of-five",
      "target": "fake-it",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "fake-it",
      "target": "ps-bravery",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "you-have-a-body",
      "target": "ps-flexibility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "you-have-a-body",
      "target": "personal-lives",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychosocial-safety",
      "target": "employment-rights",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychosocial-safety",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sociotechnical",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sociotechnical",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "theory-of-constraints",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "pace",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "pace",
      "target": "building-upwards",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "humour",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "humour",
      "target": "conflict",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "chatham-house",
      "target": "exercises",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "chatham-house",
      "target": "spectra-participation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sharp-blunt-end",
      "target": "local-rationality",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sharp-blunt-end",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sharp-blunt-end",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "work-doesnt-suck",
      "target": "why-foster",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "work-doesnt-suck",
      "target": "burnout",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "work-doesnt-suck",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "work-doesnt-suck",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "work-doesnt-suck",
      "target": "psychological-safety-wellbeing",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "work-doesnt-suck",
      "target": "utility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "goodharts-law",
      "target": "four-stages",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "goodharts-law",
      "target": "fist-of-five",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "goodharts-law",
      "target": "weaponisation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "goodharts-law",
      "target": "sane-effect",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "team-safest-person",
      "target": "measurement",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "team-safest-person",
      "target": "quadrant",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "team-safest-person",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "team-safest-person",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "all-feedback-subjective",
      "target": "feedback",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "all-feedback-subjective",
      "target": "giving-feedback",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "all-feedback-subjective",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "bad-management",
      "target": "seven-behaviours",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "bad-management",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "bad-management",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "civility-saves-lives",
      "target": "good-management",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "civility-saves-lives",
      "target": "safety-i-ii",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "civility-saves-lives",
      "target": "bawa-garba",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "comfort-vs-need",
      "target": "too-much-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "comfort-vs-need",
      "target": "ps-not-comfortable",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "comfort-vs-need",
      "target": "forced-vulnerability",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "counterfactuals",
      "target": "measurement",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "counterfactuals",
      "target": "streetlight",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "digital-transformation",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "digital-transformation",
      "target": "devops",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "digital-transformation",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "attachment-styles",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "attachment-styles",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "attachment-styles",
      "target": "rebuilding",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "empathy",
      "target": "how-respond",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "empathy",
      "target": "humble-inquiry",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "empathy",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "experiments-bets-probes",
      "target": "safe-to-fail",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "experiments-bets-probes",
      "target": "everything-experiment",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "experiments-bets-probes",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "forced-vulnerability",
      "target": "ps-bravery",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "forced-vulnerability",
      "target": "fake-it",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "forced-vulnerability",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "giving-feedback",
      "target": "feedback",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "giving-feedback",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "good-management",
      "target": "civility-saves-lives",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "good-management",
      "target": "leadership-vs-management",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "good-management",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hard-to-say-sorry",
      "target": "rebuilding",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hard-to-say-sorry",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "high-performing-teams",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "high-performing-teams",
      "target": "project-aristotle",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "high-performing-teams",
      "target": "benefits",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ikigai",
      "target": "ps-flexibility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ikigai",
      "target": "work-doesnt-suck",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "culture-business",
      "target": "utility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "culture-business",
      "target": "benefits",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "job-security",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "job-security",
      "target": "redundancy-layoffs",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "job-security",
      "target": "burnout",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "leadership-vs-management",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "leadership-vs-management",
      "target": "servant-leadership",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safer-to-fail-teaching",
      "target": "safe-to-fail",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safer-to-fail-teaching",
      "target": "sharp-blunt-end",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "safer-to-fail-teaching",
      "target": "bawa-garba",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "fuckups-feedback",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "fuckups-feedback",
      "target": "learning-from-incidents",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "learning-methods",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "learning-methods",
      "target": "learning-teams",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "structure-and-power",
      "target": "power-types",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "structure-and-power",
      "target": "flat-orgs",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "diversity-performance",
      "target": "inclusion",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "diversity-performance",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "vision-strategy",
      "target": "scaling",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "servant-leadership",
      "target": "collective-resp",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "servant-leadership",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "startups-inclusion",
      "target": "inclusion",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "startups-inclusion",
      "target": "dei-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "speaking-up-newsletter",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "open-secrets",
      "target": "watermelon",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "open-secrets",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "open-secrets",
      "target": "silence-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "rules",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "rules",
      "target": "command-control",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "making-work-visible",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "making-work-visible",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "when-against-you",
      "target": "ps-bravery",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "when-against-you",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "personal-user-manuals",
      "target": "team-charters",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "personal-user-manuals",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "yogic-philosophy",
      "target": "ps-flexibility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "yogic-philosophy",
      "target": "personal-lives",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "non-violent-comms",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "non-violent-comms",
      "target": "conflict",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "one-to-ones",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "one-to-ones",
      "target": "building-upwards",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "richard-cook",
      "target": "normal-accidents",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "richard-cook",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "richard-cook",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "guardrails-failure",
      "target": "safe-to-fail",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "guardrails-failure",
      "target": "challenger",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "learning-from-incidents",
      "target": "hop",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "learning-from-incidents",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "learning-from-incidents",
      "target": "bawa-garba",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "categorising-failure",
      "target": "human-error",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "categorising-failure",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "measuring-questions",
      "target": "measurement",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "measuring-questions",
      "target": "psi",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "zero-defects",
      "target": "deming",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "zero-defects",
      "target": "challenger",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "static-generative-work",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ancient-world",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "aviation",
      "target": "crm",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "aviation",
      "target": "safety-i-ii",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-behaviours",
      "target": "practices-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-behaviours",
      "target": "seven-behaviours",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-bullying",
      "target": "bad-management",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-bullying",
      "target": "dominic-raab",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-bullying",
      "target": "seven-behaviours",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-case-study",
      "target": "scaling",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-case-study",
      "target": "practices-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "human-error",
      "target": "hop",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "human-error",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "human-error",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "interpersonal-threats",
      "target": "calculus",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "interpersonal-threats",
      "target": "barriers",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "interpersonal-threats",
      "target": "silence-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "redundancy-layoffs",
      "target": "burnout",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "resilience-engineering",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "resilience-engineering",
      "target": "efficiency-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "resilience-engineering",
      "target": "normal-accidents",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "five-years",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "five-years",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "myth-self-reliance",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "myth-self-reliance",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "myth-self-reliance",
      "target": "dei-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "socy",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "socy",
      "target": "normal-accidents",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "socy",
      "target": "adaptive-cycle",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safety-work-vs-work",
      "target": "wai-wad",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "safety-work-vs-work",
      "target": "safety-i-ii",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ses-risks",
      "target": "childhood-ses",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ses-risks",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ses-risks",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "speaking-up-work",
      "target": "calculus",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "speaking-up-work",
      "target": "speaking-up-newsletter",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "speaking-up-work",
      "target": "pace",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hop-core-principles",
      "target": "hop",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "hop-core-principles",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "four-lenses",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "four-lenses",
      "target": "sociological-safety",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "pac-man-rule",
      "target": "inclusion",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "pac-man-rule",
      "target": "spectra-participation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "seven-sins",
      "target": "seven-behaviours",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "seven-sins",
      "target": "all-models-wrong",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "state-of-ps",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "state-of-ps",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "verbally-speaking-up",
      "target": "speaking-up-work",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "verbally-speaking-up",
      "target": "stuttering",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "verbally-speaking-up",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "what-ps-is-not",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "what-ps-is-not",
      "target": "ps-not-comfortable",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "what-ps-is-not",
      "target": "safe-space-vs-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "workplace-ps-act",
      "target": "employment-rights",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "workplace-ps-act",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "workplace-ps-act",
      "target": "psychosocial-safety",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-nonlinear",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-nonlinear",
      "target": "all-models-wrong",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-nonlinear",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "micromanagement",
      "target": "power-types",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "micromanagement",
      "target": "command-control",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "micromanagement",
      "target": "seven-behaviours",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "micromanagement",
      "target": "burnout",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "micromanagement",
      "target": "trust",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "micromanagement",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "micromanagement",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "we-dont-need-ps",
      "target": "why-foster",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "we-dont-need-ps",
      "target": "utility",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "we-dont-need-ps",
      "target": "all-models-wrong",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "we-dont-need-ps",
      "target": "too-much-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "we-dont-need-ps",
      "target": "benefits",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "we-dont-need-ps",
      "target": "what-ps-is-not",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "we-dont-need-ps",
      "target": "ps-not-goal",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "wargames",
      "target": "safe-to-fail",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "wargames",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "wargames",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "wargames",
      "target": "everything-experiment",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ai-ps",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ai-ps",
      "target": "remote",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ai-ps",
      "target": "digital-transformation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-accessibility",
      "target": "accessibility",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-accessibility",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-accessibility",
      "target": "neurodiversity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "beyond-metrics",
      "target": "measurement",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "beyond-metrics",
      "target": "streetlight",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "beyond-metrics",
      "target": "goodharts-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "beyond-metrics",
      "target": "psi",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "beyond-metrics",
      "target": "understanding-variation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "beyond-metrics",
      "target": "counterfactuals",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "power-of-silence",
      "target": "silence-types",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "power-of-silence",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "power-of-silence",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-in-education",
      "target": "safer-to-fail-teaching",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-in-education",
      "target": "ps-teacher-meetings",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-in-education",
      "target": "sharp-blunt-end",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-in-education",
      "target": "inclusion",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "google-tigers-elephants",
      "target": "project-aristotle",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "google-tigers-elephants",
      "target": "high-performing-teams",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "cheerleading-brainstorming",
      "target": "fake-it",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "cheerleading-brainstorming",
      "target": "exercises",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "mining-root-causes",
      "target": "hop",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "mining-root-causes",
      "target": "learning-from-incidents",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "mining-root-causes",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "greatest-hits",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-at-work",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-and-science",
      "target": "all-models-wrong",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-and-science",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "coffees-for-closers",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "coffees-for-closers",
      "target": "goodharts-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hofstede",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "hofstede",
      "target": "deformation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hofstede",
      "target": "ps-diverse-groups",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hofstede",
      "target": "flat-orgs",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "what-not-to-say",
      "target": "seven-behaviours",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "what-not-to-say",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "what-not-to-say",
      "target": "seven-sins",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-83-too-safe",
      "target": "too-much-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-83-too-safe",
      "target": "conflict",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-and-ai",
      "target": "ai-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-and-ai",
      "target": "digital-transformation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-and-ai",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-teacher-meetings",
      "target": "ps-in-education",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-teacher-meetings",
      "target": "practices-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "met-police",
      "target": "just-culture",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "met-police",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "met-police",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "anon-feedback-woke",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "anon-feedback-woke",
      "target": "weaponisation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "anon-feedback-woke",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "intrapersonal-safety",
      "target": "calculus",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "intrapersonal-safety",
      "target": "ps-bravery",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "intrapersonal-safety",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-and-belonging",
      "target": "inclusion",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-and-belonging",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-and-belonging",
      "target": "dei-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "everest",
      "target": "challenger",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "everest",
      "target": "plan-continuation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "everest",
      "target": "local-rationality",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "everest",
      "target": "vasa",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psirf",
      "target": "just-culture",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "psirf",
      "target": "hop",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "psirf",
      "target": "bawa-garba",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psirf",
      "target": "learning-from-incidents",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "non-attachment",
      "target": "yogic-philosophy",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "non-attachment",
      "target": "ps-flexibility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "non-attachment",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "cia-sabotage",
      "target": "command-control",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "cia-sabotage",
      "target": "bad-management",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "cia-sabotage",
      "target": "ps-case-study",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "cia-sabotage",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "first-org-chart",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "first-org-chart",
      "target": "flat-orgs",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "first-org-chart",
      "target": "command-control",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "first-org-chart",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "selection-pressure",
      "target": "efficiency-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "selection-pressure",
      "target": "emergence",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "selection-pressure",
      "target": "five-ecological",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "selection-pressure",
      "target": "rewetting",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "i-can-say-whatever",
      "target": "safe-space-vs-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "i-can-say-whatever",
      "target": "too-much-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "i-can-say-whatever",
      "target": "weaponisation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-capital",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-capital",
      "target": "ps-flexibility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-capital",
      "target": "ps-bravery",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safeguarding",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safeguarding",
      "target": "bawa-garba",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safeguarding",
      "target": "employment-rights",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safeguarding",
      "target": "whistleblowing",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "academic-fraud",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "academic-fraud",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "academic-fraud",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "academic-fraud",
      "target": "goodharts-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "being-approachable",
      "target": "how-respond",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "being-approachable",
      "target": "empathy",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "being-approachable",
      "target": "building-upwards",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sometimes-muck-up",
      "target": "ps-bravery",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sometimes-muck-up",
      "target": "hard-to-say-sorry",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sometimes-muck-up",
      "target": "rebuilding",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "man-the-unknown",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "man-the-unknown",
      "target": "deming",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "man-the-unknown",
      "target": "fundamental-attribution",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-isnt-enough",
      "target": "political",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-isnt-enough",
      "target": "sociological-safety",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-isnt-enough",
      "target": "dei-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-isnt-enough",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "coaching-ps",
      "target": "humble-inquiry",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "coaching-ps",
      "target": "rebuilding",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "coaching-ps",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-diverse-groups",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-diverse-groups",
      "target": "hofstede",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-diverse-groups",
      "target": "neurodiversity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-diverse-groups",
      "target": "inclusion",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "soft-hard-system",
      "target": "political",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "soft-hard-system",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "soft-hard-system",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "soft-hard-system",
      "target": "core-principles",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "aviation-special",
      "target": "crm",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "aviation-special",
      "target": "aviation",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "aviation-special",
      "target": "plan-continuation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "choosing-psychometric",
      "target": "measurement",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "choosing-psychometric",
      "target": "psi",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "choosing-psychometric",
      "target": "streetlight",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "drive-dissent-checklists",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "drive-dissent-checklists",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "drive-dissent-checklists",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "drive-dissent-checklists",
      "target": "silence-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "definition-ps",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "definition-ps",
      "target": "what-ps-is-not",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "definition-ps",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-anchor",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-anchor",
      "target": "prospect-theory",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-anchor",
      "target": "childhood-ses",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "thinking-like-ecologist",
      "target": "rewetting",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "thinking-like-ecologist",
      "target": "five-ecological",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "thinking-like-ecologist",
      "target": "ecotones",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "thinking-like-ecologist",
      "target": "adaptive-cycle",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "thinking-like-ecologist",
      "target": "emergence",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "not-feeling-seen",
      "target": "eye-contact",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "not-feeling-seen",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "not-feeling-seen",
      "target": "silence-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "not-feeling-seen",
      "target": "inclusion",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "not-feeling-seen",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "iterum-ooda",
      "target": "ooda-loop",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "iterum-ooda",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "iterum-ooda",
      "target": "three-horizons",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "three-horizons",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "three-horizons",
      "target": "emergence",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "three-horizons",
      "target": "vision-strategy",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "three-horizons",
      "target": "safe-to-fail",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "anon-feedback-destroy",
      "target": "anon-feedback-woke",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "anon-feedback-destroy",
      "target": "feedback",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "anon-feedback-destroy",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "anon-feedback-destroy",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "anon-feedback-destroy",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "social-science-epi",
      "target": "ps-and-science",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "social-science-epi",
      "target": "beyond-metrics",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "social-science-epi",
      "target": "streetlight",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "social-science-epi",
      "target": "counterfactuals",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "org-transformation-factors",
      "target": "digital-transformation",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "org-transformation-factors",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "org-transformation-factors",
      "target": "conways-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "critique-safe",
      "target": "agile",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "critique-safe",
      "target": "command-control",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "critique-safe",
      "target": "all-models-wrong",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "critique-safe",
      "target": "retrospectives",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "personality-profiling-bs",
      "target": "all-models-wrong",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "personality-profiling-bs",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "personality-profiling-bs",
      "target": "sane-effect",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "personality-profiling-bs",
      "target": "deformation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "top-7",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "top-7",
      "target": "greatest-hits",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "five-years",
      "target": "reflections-2",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "reflections-2",
      "target": "reflections-3",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "reflections-3",
      "target": "reflections-4",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "reflections-4",
      "target": "five-years",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "five-years",
      "target": "definition-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "five-years",
      "target": "weaponisation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reflections-2",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "reflections-2",
      "target": "neurodiversity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reflections-2",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reflections-2",
      "target": "dei-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reflections-3",
      "target": "too-much-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reflections-3",
      "target": "goodharts-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reflections-3",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reflections-3",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reflections-4",
      "target": "utility",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "reflections-4",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reflections-4",
      "target": "core-principles",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reflections-4",
      "target": "why-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "delivering-feedback-workshop",
      "target": "feedback",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "delivering-feedback-workshop",
      "target": "giving-feedback",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "delivering-feedback-workshop",
      "target": "all-feedback-subjective",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "delivering-feedback-workshop",
      "target": "ps-not-comfortable",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "training",
      "target": "hop",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "training",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "training",
      "target": "practices-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "training",
      "target": "thinking-like-ecologist",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "tool-kit",
      "target": "exercises",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "tool-kit",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "tool-kit",
      "target": "practices-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "about",
      "target": "core-principles",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "about",
      "target": "five-years",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "about",
      "target": "why-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "free-resources",
      "target": "tool-kit",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "free-resources",
      "target": "exercises",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "free-resources",
      "target": "ps-behaviours",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "community",
      "target": "meet-ups",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "community",
      "target": "state-of-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "community",
      "target": "speaking-up-newsletter",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "meet-ups",
      "target": "community",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "meet-ups",
      "target": "neurodiversity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "meet-ups",
      "target": "resilience-engineering",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "westerns-typologies",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "chernobyl",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "challenger",
      "target": "watermelon",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "chernobyl",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "chernobyl",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "paul-oneill",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "paul-oneill",
      "target": "how-respond",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "paul-oneill",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "johari-window",
      "target": "humble-inquiry",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "johari-window",
      "target": "contracting",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "johari-window",
      "target": "transactional-analysis",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hippo",
      "target": "power-types",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "hippo",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hippo",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hippo",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sociotechnical",
      "target": "scaling",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sociotechnical",
      "target": "conways-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sociotechnical",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sociotechnical",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "transactional-analysis",
      "target": "contracting",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "transactional-analysis",
      "target": "humble-inquiry",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "transactional-analysis",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "circle",
      "target": "contracting",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "circle",
      "target": "team-charters",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "circle",
      "target": "practices-foster",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "reducing-power-gradients",
      "target": "flat-orgs",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "reducing-power-gradients",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reducing-power-gradients",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reducing-power-gradients",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "learning-teams",
      "target": "just-culture",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "learning-teams",
      "target": "hop-core-principles",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "learning-teams",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "learning-teams",
      "target": "retrospectives",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "learning-teams",
      "target": "categorising-failure",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "team-safest-person",
      "target": "inclusion",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "team-safest-person",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "team-safest-person",
      "target": "team-charters",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "team-safest-person",
      "target": "streetlight",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sociological-safety",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sociological-safety",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "sociological-safety",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "cia-sabotage",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "cia-sabotage",
      "target": "micromanagement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "cia-sabotage",
      "target": "stream",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-isnt-enough",
      "target": "core-principles",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-isnt-enough",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-isnt-enough",
      "target": "high-performing-teams",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "soft-hard-system",
      "target": "deming",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "soft-hard-system",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "soft-hard-system",
      "target": "understanding-variation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "amagasaki",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "amagasaki",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "amagasaki",
      "target": "human-error",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "amagasaki",
      "target": "safety-i-ii",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "adaptive-cycle",
      "target": "efficiency-resilience",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "adaptive-cycle",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "adaptive-cycle",
      "target": "resilience-engineering",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ecotones",
      "target": "adaptive-cycle",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ecotones",
      "target": "emergence",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ecotones",
      "target": "creativity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "swiss-cheese",
      "target": "human-error",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "swiss-cheese",
      "target": "amplifying-weak-signals",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "swiss-cheese",
      "target": "safety-i-ii",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "amplifying-weak-signals",
      "target": "watermelon",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "amplifying-weak-signals",
      "target": "westerns-typologies",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "amplifying-weak-signals",
      "target": "silence-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-not-goal",
      "target": "core-principles",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-not-goal",
      "target": "high-performing-teams",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-not-goal",
      "target": "benefits",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "creativity",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "creativity",
      "target": "silence-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "creativity",
      "target": "ps-not-goal",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "whistleblowing",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "whistleblowing",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "whistleblowing",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "whistleblowing",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "quadrant",
      "target": "high-performing-teams",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "quadrant",
      "target": "practices-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "quadrant",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "you-cant-fix-secret",
      "target": "blametropism",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "you-cant-fix-secret",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "you-cant-fix-secret",
      "target": "learning-teams",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "trust",
      "target": "ps-not-goal",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "trust",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "trust",
      "target": "rebuilding",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "trust",
      "target": "fake-it",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychosocial-safety",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychosocial-safety",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychosocial-safety",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "structure-and-power",
      "target": "stream",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "structure-and-power",
      "target": "command-control",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "structure-and-power",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "structure-and-power",
      "target": "conways-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "diversity-performance",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "diversity-performance",
      "target": "streetlight",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "diversity-performance",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "open-secrets",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "open-secrets",
      "target": "hippo",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "open-secrets",
      "target": "you-cant-fix-secret",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "richard-cook",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "richard-cook",
      "target": "human-error",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "richard-cook",
      "target": "safety-i-ii",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "richard-cook",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "aviation",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "aviation",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "aviation",
      "target": "human-error",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "aviation",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-bullying",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-bullying",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-bullying",
      "target": "employment-rights",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "human-error",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "human-error",
      "target": "swiss-cheese",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "human-error",
      "target": "normal-accidents",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "interpersonal-threats",
      "target": "ps-not-comfortable",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "interpersonal-threats",
      "target": "forced-vulnerability",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "interpersonal-threats",
      "target": "ps-bravery",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "redundancy-layoffs",
      "target": "employment-rights",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "redundancy-layoffs",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "redundancy-layoffs",
      "target": "watermelon",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "resilience-engineering",
      "target": "adaptive-cycle",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "resilience-engineering",
      "target": "safety-i-ii",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "resilience-engineering",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safety-work-vs-work",
      "target": "hop-core-principles",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "safety-work-vs-work",
      "target": "human-error",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safety-work-vs-work",
      "target": "understanding-variation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hop-core-principles",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hop-core-principles",
      "target": "human-error",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "hop-core-principles",
      "target": "local-rationality",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ten-ways",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ten-ways",
      "target": "how-respond",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ten-ways",
      "target": "local-rationality",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ten-ways",
      "target": "practices-foster",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ten-ways",
      "target": "team-charters",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ten-ways",
      "target": "retrospectives",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ten-ways",
      "target": "hop-core-principles",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ten-ways",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ten-ways",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ten-ways",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "can-you-see-the-cat",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "can-you-see-the-cat",
      "target": "benefits",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "can-you-see-the-cat",
      "target": "five-ecological",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "how-to-promote-psychological-safety-at-work",
      "target": "practices-foster",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "how-to-promote-psychological-safety-at-work",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "how-to-promote-psychological-safety-at-work",
      "target": "seven-behaviours",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "is-your-team-psychologically-safe-the-ten-statement-quiz",
      "target": "measurement",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "is-your-team-psychologically-safe-the-ten-statement-quiz",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "overcoming-toxic-work-culture",
      "target": "practices-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "overcoming-toxic-work-culture",
      "target": "seven-behaviours",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "overcoming-toxic-work-culture",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "paper-collection-power-safety",
      "target": "power-types",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "paper-collection-power-safety",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "paper-collection-power-safety",
      "target": "safety-model",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "project-aristotle-guide",
      "target": "project-aristotle",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "project-aristotle-guide",
      "target": "project-aristotle",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "project-aristotle-guide",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "newsletter-43-weird-bad-bosses",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "newsletter-43-weird-bad-bosses",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "newsletter-57-trust",
      "target": "trust",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "newsletter-94-agile",
      "target": "agile",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "newsletter-94-agile",
      "target": "wai-wad",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "newsletter-129-crm",
      "target": "crm",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "newsletter-129-crm",
      "target": "psirf",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-safety-a-timeline",
      "target": "history",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "psychological-safety-a-timeline",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-safety-checklists",
      "target": "safety-model",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-safety-checklists",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-safety-checklists",
      "target": "safety-model",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-safety-in-2023-unwrapped",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-safety-in-healthcare",
      "target": "safety-model",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "psychological-safety-in-healthcare",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-safety-in-healthcare",
      "target": "bawa-garba",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "three-ways-to-build-psychological-safety",
      "target": "practices-foster",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "three-ways-to-build-psychological-safety",
      "target": "flat-orgs",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "three-ways-to-build-psychological-safety",
      "target": "scaling",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "things-you-might-hear",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "things-you-might-hear",
      "target": "practices-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "things-you-might-hear",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "what-not-to-say",
      "target": "seven-behaviours",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "what-not-to-say",
      "target": "how-respond",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "what-not-to-say",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "work-doesnt-suck",
      "target": "psychological-safety-wellbeing",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "work-doesnt-suck",
      "target": "you-have-a-body",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "work-doesnt-suck",
      "target": "individual-resilience",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "we-dont-need-ps",
      "target": "too-much-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "we-dont-need-ps",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "we-dont-need-ps",
      "target": "critique-safe",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-and-belonging",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-and-belonging",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-and-belonging",
      "target": "diversity-performance",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "job-security",
      "target": "childhood-ses",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "qualitative-measurement",
      "target": "measurement",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "qualitative-measurement",
      "target": "beyond-metrics",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "qualitative-measurement",
      "target": "streetlight",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "qualitative-measurement",
      "target": "measuring-questions",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "qualitative-measurement",
      "target": "goodharts-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "qualitative-measurement",
      "target": "psi",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "qualitative-measurement",
      "target": "fist-of-five",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books",
      "target": "hop",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books",
      "target": "human-error",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books",
      "target": "challenger",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books",
      "target": "four-stages",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books",
      "target": "neurodiversity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-101-course",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-101-course",
      "target": "benefits",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-101-course",
      "target": "project-aristotle",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-101-course",
      "target": "collective-resp",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-101-course",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-101-course",
      "target": "pace",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-101-course",
      "target": "things-you-might-hear",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-101-course",
      "target": "rebuilding",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-101-course",
      "target": "ten-ways",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-101-course",
      "target": "ps-books",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-101-course",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-101-course",
      "target": "crm",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "accountability",
      "target": "just-culture",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "accountability",
      "target": "blametropism",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "accountability",
      "target": "local-rationality",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "accountability",
      "target": "bawa-garba",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "accountability",
      "target": "human-error",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "accountability",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "accountability",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "accountability",
      "target": "speaking-up-work",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "accountability",
      "target": "psirf",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "accountability",
      "target": "learning-teams",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "accountability",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "accountability",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "privilege-hypothesis",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "privilege-hypothesis",
      "target": "calculus",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "privilege-hypothesis",
      "target": "we-dont-need-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "privilege-hypothesis",
      "target": "political",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "privilege-hypothesis",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "privilege-hypothesis",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "privilege-hypothesis",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "privilege-hypothesis",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "privilege-hypothesis",
      "target": "five-pillars-critique",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "privilege-hypothesis",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "privilege-hypothesis",
      "target": "too-much-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "privilege-hypothesis",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reading-the-air",
      "target": "calculus",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "reading-the-air",
      "target": "ambiguity",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "reading-the-air",
      "target": "contracting",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "reading-the-air",
      "target": "deformation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reading-the-air",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reading-the-air",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reading-the-air",
      "target": "neurodiversity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reading-the-air",
      "target": "ps-diverse-groups",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "reading-the-air",
      "target": "speaking-up-work",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "trust",
      "target": "calculus",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "trust",
      "target": "forced-vulnerability",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "trust",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "trust",
      "target": "safe-space-vs-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "trust",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "trust",
      "target": "not-same-for-everyone",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "trust",
      "target": "reading-the-air",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "tenerife",
      "target": "calculus",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "tenerife",
      "target": "power-types",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "tenerife",
      "target": "crm",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "tenerife",
      "target": "pace",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "tenerife",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "tenerife",
      "target": "plan-continuation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "tenerife",
      "target": "vasa",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "tenerife",
      "target": "amagasaki",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "tenerife",
      "target": "stream",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "tenerife",
      "target": "speaking-up-work",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "tenerife",
      "target": "how-respond",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "tenerife",
      "target": "reading-the-air",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "strange-confidence-360",
      "target": "all-feedback-subjective",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "strange-confidence-360",
      "target": "anon-feedback-destroy",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "strange-confidence-360",
      "target": "anon-feedback-woke",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "strange-confidence-360",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "strange-confidence-360",
      "target": "giving-feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "strange-confidence-360",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "strange-confidence-360",
      "target": "beyond-metrics",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "strange-confidence-360",
      "target": "goodharts-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "strange-confidence-360",
      "target": "watermelon",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "observer-effect",
      "target": "how-respond",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "observer-effect",
      "target": "hop",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "observer-effect",
      "target": "hop-core-principles",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "observer-effect",
      "target": "core-principles",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "observer-effect",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "observer-effect",
      "target": "barriers",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "observer-effect",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "observer-effect",
      "target": "rebuilding",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books-children",
      "target": "ps-books",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-books-children",
      "target": "ps-in-education",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books-children",
      "target": "empathy",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-books-children",
      "target": "creativity",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "ps-books-children",
      "target": "dei-ps",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "safety-stat",
      "target": "job-security",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safety-stat",
      "target": "blametropism",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safety-stat",
      "target": "sharp-blunt-end",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safety-stat",
      "target": "myth-self-reliance",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "safety-stat",
      "target": "trust",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "why-create-ps",
      "target": "utility",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "why-create-ps",
      "target": "why-foster",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "why-create-ps",
      "target": "weaponisation",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "why-create-ps",
      "target": "core-principles",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "why-create-ps",
      "target": "political",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "power-follett",
      "target": "power-types",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "power-follett",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "power-follett",
      "target": "political",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "leadership-healthcare-crm",
      "target": "crm",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "leadership-healthcare-crm",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "leadership-healthcare-crm",
      "target": "psychological-safety-in-healthcare",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "leadership-healthcare-crm",
      "target": "power-types",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "leadership-healthcare-crm",
      "target": "sharp-blunt-end",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "schein-three-layers",
      "target": "humble-inquiry",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "schein-three-layers",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "schein-three-layers",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "schein-three-layers",
      "target": "core-principles",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "safe-meetings",
      "target": "icebreakers",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "safe-meetings",
      "target": "lean-coffee",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safe-meetings",
      "target": "practices-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "safe-meetings",
      "target": "fist-of-five",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "safe-meetings",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "ps-students",
      "target": "ps-in-education",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-students",
      "target": "childhood-ses",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-students",
      "target": "political",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "fifteen-five-reports",
      "target": "practices-foster",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "fifteen-five-reports",
      "target": "feedback",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "fifteen-five-reports",
      "target": "team-charters",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "employment-rights-2023",
      "target": "employment-rights",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "employment-rights-2023",
      "target": "job-security",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "employment-rights-2023",
      "target": "political",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "employment-rights-2023",
      "target": "power-types",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "ps-framework",
      "target": "four-stages",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-framework",
      "target": "safety-model",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-framework",
      "target": "deming",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-framework",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-framework",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "learning-at-psychsafety",
      "target": "chatham-house",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "learning-at-psychsafety",
      "target": "ps-in-education",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "learning-at-psychsafety",
      "target": "training",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "ps-101-fundamentals",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-101-fundamentals",
      "target": "definition-ps",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ps-101-fundamentals",
      "target": "ps-101-course",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "knowledge-map-announce",
      "target": "five-ecological",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "knowledge-map-announce",
      "target": "what-is-ps",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "affordability-pricing",
      "target": "dei-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "affordability-pricing",
      "target": "accessibility",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "affordability-pricing",
      "target": "training",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "ps-familiarity",
      "target": "state-of-ps",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-familiarity",
      "target": "job-security",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-familiarity",
      "target": "feedback",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "ethical-measurement",
      "target": "measurement",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ethical-measurement",
      "target": "strange-confidence-360",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ethical-measurement",
      "target": "qualitative-measurement",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ethical-measurement",
      "target": "goodharts-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ethical-measurement",
      "target": "streetlight",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ethical-measurement",
      "target": "beyond-metrics",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ethical-measurement",
      "target": "measuring-questions",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ethical-measurement",
      "target": "team-safest-person",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ethical-measurement",
      "target": "reflections-3",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "newsletter-first-edition",
      "target": "greatest-hits",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "issue-150",
      "target": "newsletter-first-edition",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "issue-150",
      "target": "top-7",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "issue-150",
      "target": "greatest-hits",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "issue-150",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "newsletter-first-edition",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "newsletter-first-edition",
      "target": "ps-at-work",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "newsletter-first-edition",
      "target": "knowledge-map-announce",
      "kind": "article",
      "strength": 1
    },
    {
      "source": "greatest-hits",
      "target": "top-7",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "greatest-hits",
      "target": "ps-at-work",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "greatest-hits",
      "target": "westerns-typologies",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "greatest-hits",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "top-7",
      "target": "psychological-safety-in-2023-unwrapped",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "top-7",
      "target": "measurement",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "top-7",
      "target": "just-culture",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "top-7",
      "target": "neurodiversity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-safety-in-2023-unwrapped",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "psychological-safety-in-2023-unwrapped",
      "target": "ps-at-work",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "knowledge-map-announce",
      "target": "complexity",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "knowledge-map-announce",
      "target": "fabric",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-at-work",
      "target": "westerns-typologies",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ps-at-work",
      "target": "history",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "mythical-man",
      "target": "dunbar",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "mythical-man",
      "target": "queueing-theory",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "mythical-man",
      "target": "conways-law",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "mythical-man",
      "target": "static-generative-work",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "dunbar",
      "target": "queueing-theory",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "dunbar",
      "target": "conways-law",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "queueing-theory",
      "target": "efficiency-resilience",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "queueing-theory",
      "target": "static-generative-work",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "static-generative-work",
      "target": "safe-to-fail",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "static-generative-work",
      "target": "agile",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "telling-boss-bad-news",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "telling-boss-bad-news",
      "target": "calculus",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "telling-boss-bad-news",
      "target": "speaking-up-newsletter",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ancient-world",
      "target": "history",
      "kind": "article",
      "strength": 3
    },
    {
      "source": "ancient-world",
      "target": "reducing-power-gradients",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "ancient-world",
      "target": "calculus",
      "kind": "article",
      "strength": 2
    },
    {
      "source": "kahn-1990",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kahn-1990",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kahn-1990",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kahn-1990",
      "target": "newman-donohue-eva-2017",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-1999",
      "target": "edmondson-2002",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-1999",
      "target": "edmondson-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-1999",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-1999",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-1999",
      "target": "newman-donohue-eva-2017",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-1999",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-1999",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-1999",
      "target": "bransby-kerrissey-edmondson-2024",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-bransby-2023",
      "target": "bransby-kerrissey-edmondson-2024",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "frazier-et-al-2017",
      "target": "newman-donohue-eva-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2003",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "detert-burris-2007",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "nembhard-edmondson-2006",
      "target": "edmondson-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "rogers-1954",
      "target": "schein-bennis-1965",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "rogers-1954",
      "target": "kahn-1990",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "rogers-1954",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schein-bennis-1965",
      "target": "kahn-1990",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "schein-bennis-1965",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "morrison-milliken-2000",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "morrison-milliken-2000",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "morrison-milliken-2000",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-lei-2014",
      "target": "kahn-1990",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-lei-2014",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-lei-2014",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-lei-2014",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-lei-2014",
      "target": "newman-donohue-eva-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "detert-edmondson-2011",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "detert-edmondson-2011",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "detert-edmondson-2011",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "liang-farh-farh-2012",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "liang-farh-farh-2012",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "liang-farh-farh-2012",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "liang-farh-farh-2012",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "baer-frese-2003",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "baer-frese-2003",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "baer-frese-2003",
      "target": "newman-donohue-eva-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bresman-edmondson-2022",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bresman-edmondson-2022",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bresman-edmondson-2022",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bienefeld-grote-2014",
      "target": "edmondson-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bienefeld-grote-2014",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bienefeld-grote-2014",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "edmondson-2002",
      "target": "edmondson-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-2002",
      "target": "kahn-1990",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-2002",
      "target": "schein-bennis-1965",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2002",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2002",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2002",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-bohmer-pisano-2001",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-bohmer-pisano-2001",
      "target": "edmondson-2002",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-bohmer-pisano-2001",
      "target": "edmondson-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-bohmer-pisano-2001",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-bohmer-pisano-2001",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-roberts-1993",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-roberts-1993",
      "target": "kahn-1990",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-roberts-1993",
      "target": "argyris-schon-1978",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-roberts-1993",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "argyris-schon-1978",
      "target": "kahn-1990",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "argyris-schon-1978",
      "target": "schein-bennis-1965",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "argyris-schon-1978",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "argyris-schon-1978",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "janis-1982",
      "target": "kahn-1990",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "janis-1982",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "janis-1982",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "janis-1982",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "detert-burris-harrison-martin-2013",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "detert-burris-harrison-martin-2013",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "detert-burris-harrison-martin-2013",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "detert-burris-harrison-martin-2013",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-1993-manngulch",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "weick-1993-manngulch",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-1993-manngulch",
      "target": "argyris-schon-1978",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-1993-manngulch",
      "target": "janis-1982",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "katzenbach-smith-1993",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "katzenbach-smith-1993",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "fischer-orasanu-1999",
      "target": "bienefeld-grote-2012",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "fischer-orasanu-1999",
      "target": "bienefeld-grote-2014",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "fischer-orasanu-1999",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "fischer-orasanu-1999",
      "target": "perkins-et-al-2022",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cook-long-2021",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "cook-long-2021",
      "target": "hollnagel-2012-tale",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "parris-2025",
      "target": "edmondson-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "parris-2025",
      "target": "silbey-2009",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kletz-2011",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kletz-2011",
      "target": "argyris-schon-1978",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "silbey-2009",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "silbey-2009",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "schulte-cohen-klein-2010",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "schulte-cohen-klein-2010",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schulte-cohen-klein-2010",
      "target": "newman-donohue-eva-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "dekker-schaufeli-1995",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "hollnagel-wears-braithwaite-2015",
      "target": "hollnagel-2012-tale",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "hollnagel-wears-braithwaite-2015",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "hollnagel-wears-braithwaite-2015",
      "target": "cook-long-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "hollnagel-2012-tale",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "hollnagel-2012-tale",
      "target": "argyris-schon-1978",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "harvey-edmondson-2025",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "harvey-edmondson-2025",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "harvey-edmondson-2025",
      "target": "edmondson-lei-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "harvey-edmondson-2025",
      "target": "edmondson-bohmer-pisano-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cohen-et-al-2024",
      "target": "edmondson-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cohen-et-al-2024",
      "target": "edmondson-bohmer-pisano-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cohen-et-al-2024",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cohen-et-al-2024",
      "target": "bienefeld-grote-2014",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "perkins-et-al-2022",
      "target": "bienefeld-grote-2014",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "perkins-et-al-2022",
      "target": "bienefeld-grote-2012",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "perkins-et-al-2022",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "perkins-et-al-2022",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bienefeld-grote-2012",
      "target": "bienefeld-grote-2014",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "bienefeld-grote-2012",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bienefeld-grote-2012",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bienefeld-grote-2012",
      "target": "edmondson-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "milanovich-driskell-stout-salas-1998",
      "target": "bienefeld-grote-2012",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "milanovich-driskell-stout-salas-1998",
      "target": "bienefeld-grote-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "milanovich-driskell-stout-salas-1998",
      "target": "fischer-orasanu-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "edmondson-1996",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-1996",
      "target": "edmondson-2002",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-1996",
      "target": "kahn-1990",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-1996",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kim-lee-connerton-2020",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kim-lee-connerton-2020",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kim-lee-connerton-2020",
      "target": "newman-donohue-eva-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "amir-jordan-rand-2018",
      "target": "kahneman-tversky-1979",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "amir-jordan-rand-2018",
      "target": "ellsberg-1961",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "amir-jordan-rand-2018",
      "target": "marmot-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "marmot-2003",
      "target": "amir-jordan-rand-2018",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "alvesson-spicer-2012",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "alvesson-spicer-2012",
      "target": "argyris-schon-1978",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "alvesson-spicer-2012",
      "target": "silbey-2009",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ridgeway-2014",
      "target": "berger-cohen-zelditch-1972",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "ridgeway-2014",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ridgeway-2014",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "reason-2000",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "reason-2000",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "reason-2000",
      "target": "edmondson-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schein-1992",
      "target": "schein-bennis-1965",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "schein-1992",
      "target": "argyris-schon-1978",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "schein-1992",
      "target": "kahn-1990",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schein-1992",
      "target": "schein-1984",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schein-1984",
      "target": "schein-bennis-1965",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "schein-1984",
      "target": "argyris-schon-1978",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schein-1984",
      "target": "kahn-1990",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kahneman-tversky-1979",
      "target": "ellsberg-1961",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kahneman-tversky-1979",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kahneman-tversky-1979",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "artinger-et-al-2025",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "artinger-et-al-2025",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "artinger-et-al-2025",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "berger-cohen-zelditch-1972",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "berger-cohen-zelditch-1972",
      "target": "edmondson-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "berger-cohen-zelditch-1972",
      "target": "detert-burris-harrison-martin-2013",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "berger-cohen-zelditch-1972",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ellsberg-1961",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ellsberg-1961",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "trist-bamforth-1951",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "trist-bamforth-1951",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "trist-bamforth-1951",
      "target": "janis-1982",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "nasa-normalization-deviance-2014",
      "target": "janis-1982",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "nasa-normalization-deviance-2014",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "nasa-normalization-deviance-2014",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "marmot-1978",
      "target": "marmot-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "marmot-1978",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "harmer-bromiley-2005",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "harmer-bromiley-2005",
      "target": "edmondson-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "harmer-bromiley-2005",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "harmer-bromiley-2005",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "pacheco-et-al-2015",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "pacheco-et-al-2015",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "pacheco-et-al-2015",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "pacheco-et-al-2015",
      "target": "detert-burris-harrison-martin-2013",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "campbell-1979",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "campbell-1979",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ross-1977",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ross-1977",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ross-1977",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ross-1977",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "dai-et-al-2022",
      "target": "fischer-orasanu-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "dai-et-al-2022",
      "target": "bienefeld-grote-2012",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "dai-et-al-2022",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "dai-et-al-2022",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "dai-et-al-2022",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ernst-1971",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ernst-1971",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ernst-1971",
      "target": "ross-1977",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "mcallister-1995",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "mcallister-1995",
      "target": "edmondson-2002",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "mcallister-1995",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "mcallister-1995",
      "target": "ernst-1971",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "van-dyne-lepine-1998",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "van-dyne-lepine-1998",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "van-dyne-lepine-1998",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "van-dyne-lepine-1998",
      "target": "pacheco-et-al-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "milliken-morrison-hewlin-2003",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "milliken-morrison-hewlin-2003",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "milliken-morrison-hewlin-2003",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "milliken-morrison-hewlin-2003",
      "target": "pacheco-et-al-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "burris-detert-chiaburu-2008",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "burris-detert-chiaburu-2008",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "burris-detert-chiaburu-2008",
      "target": "van-dyne-lepine-1998",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "burris-detert-chiaburu-2008",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schaubroeck-lam-peng-2011",
      "target": "mcallister-1995",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "schaubroeck-lam-peng-2011",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schaubroeck-lam-peng-2011",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "edmondson-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "siemsen-et-al-2009",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "siemsen-et-al-2009",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "siemsen-et-al-2009",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ericsson-simon-1980",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "ericsson-simon-1980",
      "target": "campbell-1979",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ericsson-simon-1980",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ericsson-simon-1980",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "march-1991",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "march-1991",
      "target": "edmondson-2002",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "march-1991",
      "target": "harvey-edmondson-2025",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "march-1991",
      "target": "argyris-schon-1978",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "harvey-et-al-2023",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "harvey-et-al-2023",
      "target": "harvey-edmondson-2025",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "harvey-et-al-2023",
      "target": "march-1991",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "harvey-et-al-2023",
      "target": "bresman-edmondson-2022",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "nembhard-tucker-2011",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "nembhard-tucker-2011",
      "target": "tucker-edmondson-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "nembhard-tucker-2011",
      "target": "edmondson-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "nembhard-tucker-2011",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kerrissey-mayo-edmondson-2021",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kerrissey-mayo-edmondson-2021",
      "target": "harvey-edmondson-2025",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kerrissey-mayo-edmondson-2021",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kerrissey-mayo-edmondson-2021",
      "target": "bresman-edmondson-2022",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "eldor-hodor-cappelli-2023",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "eldor-hodor-cappelli-2023",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "eldor-hodor-cappelli-2023",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "eldor-hodor-cappelli-2023",
      "target": "tucker-edmondson-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "eldor-hodor-cappelli-2023",
      "target": "campbell-1979",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "follett-1926",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "follett-1926",
      "target": "kahn-1990",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "follett-1926",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "follett-1926",
      "target": "trist-bamforth-1951",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "follett-1926",
      "target": "schein-bennis-1965",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "sherratt-et-al-2023",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "sherratt-et-al-2023",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "sherratt-et-al-2023",
      "target": "harmer-bromiley-2005",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "sherratt-et-al-2023",
      "target": "tucker-edmondson-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "sherratt-et-al-2023",
      "target": "ross-1977",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "dekker-2011-criminalisation",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "dekker-2011-criminalisation",
      "target": "sherratt-et-al-2023",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "dekker-2011-criminalisation",
      "target": "harmer-bromiley-2005",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "dekker-2011-criminalisation",
      "target": "edmondson-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "dekker-2011-criminalisation",
      "target": "ross-1977",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "brescoll-2011",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "brescoll-2011",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "brescoll-2011",
      "target": "mcclean-et-al-2018",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "brescoll-2011",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "mcclean-et-al-2018",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "mcclean-et-al-2018",
      "target": "van-dyne-lepine-1998",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "mcclean-et-al-2018",
      "target": "liang-farh-farh-2012",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "mcclean-et-al-2018",
      "target": "milliken-morrison-hewlin-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ashford-sutcliffe-christianson-2009",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "ashford-sutcliffe-christianson-2009",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "ashford-sutcliffe-christianson-2009",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "ashford-sutcliffe-christianson-2009",
      "target": "van-dyne-lepine-1998",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ashford-sutcliffe-christianson-2009",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ashford-sutcliffe-christianson-2009",
      "target": "liang-farh-farh-2012",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "roberts-1991",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "roberts-1991",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "roberts-1991",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "roberts-1991",
      "target": "tetlock-1985",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "roberts-1991",
      "target": "dekker-2011-criminalisation",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "tetlock-1985",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "tetlock-1985",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "tetlock-1985",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "tetlock-1985",
      "target": "roberts-1991",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "oneill-2002",
      "target": "roberts-1991",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "oneill-2002",
      "target": "tetlock-1985",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "oneill-2002",
      "target": "sherratt-et-al-2023",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "oneill-2002",
      "target": "mcallister-1995",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bourdieu-1986",
      "target": "bourdieu-1991",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "bourdieu-1986",
      "target": "marmot-1978",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "bourdieu-1986",
      "target": "trist-bamforth-1951",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bourdieu-1986",
      "target": "berger-cohen-zelditch-1972",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bourdieu-1986",
      "target": "brescoll-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bourdieu-1986",
      "target": "mcclean-et-al-2018",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bourdieu-1991",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "bourdieu-1991",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "bourdieu-1991",
      "target": "brescoll-2011",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "bourdieu-1991",
      "target": "ashford-sutcliffe-christianson-2009",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bourdieu-1991",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "edmondson-lei-2014",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "newman-donohue-eva-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "bourdieu-1986",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "bourdieu-1991",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "huising-2019",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "huising-2019",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "huising-2019",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "huising-2019",
      "target": "bourdieu-1986",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "huising-2019",
      "target": "bourdieu-1991",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "huising-2019",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schein-bennis-1965",
      "target": "rogers-1954",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "schein-bennis-1965",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schein-bennis-1965",
      "target": "edmondson-bohmer-pisano-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "snowden-boone-2007",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "snowden-boone-2007",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "snowden-boone-2007",
      "target": "huising-2019",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "snowden-boone-2007",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "mayer-davis-schoorman-1995",
      "target": "mcallister-1995",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "mayer-davis-schoorman-1995",
      "target": "rousseau-sitkin-burt-camerer-1998",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "mayer-davis-schoorman-1995",
      "target": "dirks-ferrin-2001",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "mayer-davis-schoorman-1995",
      "target": "lewicki-bunker-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "mayer-davis-schoorman-1995",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "mayer-davis-schoorman-1995",
      "target": "kahn-1990",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "rousseau-sitkin-burt-camerer-1998",
      "target": "mcallister-1995",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "rousseau-sitkin-burt-camerer-1998",
      "target": "dirks-ferrin-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "rousseau-sitkin-burt-camerer-1998",
      "target": "lewicki-bunker-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "rousseau-sitkin-burt-camerer-1998",
      "target": "luhmann-1979",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "rousseau-sitkin-burt-camerer-1998",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "dirks-ferrin-2001",
      "target": "mcallister-1995",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "dirks-ferrin-2001",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "dirks-ferrin-2001",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "luhmann-1979",
      "target": "bourdieu-1986",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "luhmann-1979",
      "target": "follett-1926",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "luhmann-1979",
      "target": "mayer-davis-schoorman-1995",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "lewicki-bunker-1996",
      "target": "mcallister-1995",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "lewicki-bunker-1996",
      "target": "dirks-ferrin-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "gargiulo-ertug-2006",
      "target": "luhmann-1979",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "gargiulo-ertug-2006",
      "target": "mayer-davis-schoorman-1995",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "gargiulo-ertug-2006",
      "target": "nasa-normalization-deviance-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "gargiulo-ertug-2006",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "elangovan-shapiro-1998",
      "target": "mayer-davis-schoorman-1995",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "elangovan-shapiro-1998",
      "target": "dirks-ferrin-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "elangovan-shapiro-1998",
      "target": "lewicki-bunker-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kerrissey-satterstrom-pae-albert-2024",
      "target": "kerrissey-mayo-edmondson-2021",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kerrissey-satterstrom-pae-albert-2024",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kerrissey-satterstrom-pae-albert-2024",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kerrissey-satterstrom-pae-albert-2024",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kerrissey-satterstrom-pae-albert-2024",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kerrissey-satterstrom-pae-albert-2024",
      "target": "bransby-kerrissey-edmondson-2024",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kerrissey-satterstrom-pae-albert-2024",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "smither-london-reilly-2005",
      "target": "oneill-2002",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "smither-london-reilly-2005",
      "target": "campbell-1979",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "smither-london-reilly-2005",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "inkpen-2008",
      "target": "argyris-schon-1978",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "inkpen-2008",
      "target": "march-1991",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "inkpen-2008",
      "target": "snowden-boone-2007",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "inkpen-2008",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "boettcher-et-al-2024",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "boettcher-et-al-2024",
      "target": "mayer-davis-schoorman-1995",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "boettcher-et-al-2024",
      "target": "lewicki-bunker-1996",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "ghaferi-birkmeyer-dimick-2009",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ghaferi-birkmeyer-dimick-2009",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ghaferi-birkmeyer-dimick-2009",
      "target": "cook-long-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "haynes-et-al-2009",
      "target": "ghaferi-birkmeyer-dimick-2009",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "haynes-et-al-2009",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "haynes-et-al-2009",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "ostrom-2010",
      "target": "snowden-boone-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ostrom-2010",
      "target": "argyris-schon-1978",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "ostrom-2010",
      "target": "march-1991",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "perrow-1984",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "perrow-1984",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "perrow-1984",
      "target": "cook-long-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "perrow-1984",
      "target": "ghaferi-birkmeyer-dimick-2009",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "woods-et-al-1994",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "woods-et-al-1994",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "woods-et-al-1994",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "woods-et-al-1994",
      "target": "ghaferi-birkmeyer-dimick-2009",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "cook-1998",
      "target": "woods-et-al-1994",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "cook-1998",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cook-1998",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cook-1998",
      "target": "cook-long-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cook-1998",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "french-raven-1959",
      "target": "berger-cohen-zelditch-1972",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "french-raven-1959",
      "target": "luhmann-1979",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "french-raven-1959",
      "target": "ridgeway-2014",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "french-raven-1959",
      "target": "brescoll-2011",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "keltner-gruenfeld-anderson-2003",
      "target": "french-raven-1959",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "keltner-gruenfeld-anderson-2003",
      "target": "berger-cohen-zelditch-1972",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "keltner-gruenfeld-anderson-2003",
      "target": "tetlock-1985",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "keltner-gruenfeld-anderson-2003",
      "target": "brescoll-2011",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "holling-2001",
      "target": "march-1991",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "holling-2001",
      "target": "ostrom-2010",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "holling-2001",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "deming-1986",
      "target": "cook-1998",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "deming-1986",
      "target": "woods-et-al-1994",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "deming-1986",
      "target": "tetlock-1985",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "fabre-et-al-2022",
      "target": "milanovich-driskell-stout-salas-1998",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "fabre-et-al-2022",
      "target": "bienefeld-grote-2012",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "fabre-et-al-2022",
      "target": "bienefeld-grote-2014",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "fabre-et-al-2022",
      "target": "perkins-et-al-2022",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "kish-gephart-detert-trevino-edmondson-2009",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kish-gephart-detert-trevino-edmondson-2009",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kish-gephart-detert-trevino-edmondson-2009",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kish-gephart-detert-trevino-edmondson-2009",
      "target": "french-raven-1959",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kish-gephart-detert-trevino-edmondson-2009",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "edmondson-2003b",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-2003b",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-2003b",
      "target": "edmondson-bohmer-pisano-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2003b",
      "target": "edmondson-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2003b",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-besieux-2021",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-besieux-2021",
      "target": "edmondson-2002",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-besieux-2021",
      "target": "edmondson-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-besieux-2021",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-besieux-2021",
      "target": "kish-gephart-detert-trevino-edmondson-2009",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "edmondson-kerrissey-2025",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-kerrissey-2025",
      "target": "edmondson-besieux-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-kerrissey-2025",
      "target": "edmondson-bransby-2023",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2011",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-2011",
      "target": "cook-1998",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2011",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2011",
      "target": "deming-1986",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2011",
      "target": "woods-et-al-1994",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "harvey-bresman-edmondson-pisano-2022",
      "target": "march-1991",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "harvey-bresman-edmondson-pisano-2022",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "harvey-bresman-edmondson-pisano-2022",
      "target": "edmondson-2002",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "harvey-edmondson-2025",
      "target": "harvey-bresman-edmondson-pisano-2022",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "harvey-cromwell-johnson-edmondson-2023",
      "target": "harvey-bresman-edmondson-pisano-2022",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "harvey-cromwell-johnson-edmondson-2023",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "harvey-cromwell-johnson-edmondson-2023",
      "target": "march-1991",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "harvey-cromwell-johnson-edmondson-2023",
      "target": "edmondson-2002",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cannon-edmondson-2005",
      "target": "tucker-edmondson-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "cannon-edmondson-2005",
      "target": "edmondson-2002",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cannon-edmondson-2005",
      "target": "edmondson-2003b",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cannon-edmondson-2005",
      "target": "edmondson-bohmer-pisano-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cannon-edmondson-2005",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "goodman-et-al-2011",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "goodman-et-al-2011",
      "target": "tucker-edmondson-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "goodman-et-al-2011",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "goodman-et-al-2011",
      "target": "edmondson-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "goodman-et-al-2011",
      "target": "edmondson-bohmer-pisano-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "goodman-et-al-2011",
      "target": "march-1991",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "goodman-et-al-2011",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-mcmanus-2007",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-mcmanus-2007",
      "target": "edmondson-bohmer-pisano-2001",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-mcmanus-2007",
      "target": "edmondson-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2018",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-2018",
      "target": "edmondson-kerrissey-2025",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2018",
      "target": "deming-1986",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2018",
      "target": "edmondson-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2018",
      "target": "edmondson-besieux-2021",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "vogus-sutcliffe-2007",
      "target": "edmondson-1996",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "vogus-sutcliffe-2007",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "morrison-2023",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "morrison-2023",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "morrison-2023",
      "target": "liang-farh-farh-2012",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "morrison-2023",
      "target": "bienefeld-grote-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "morrison-2023",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "sanner-bunderson-2015",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "sanner-bunderson-2015",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "sanner-bunderson-2015",
      "target": "edmondson-2002",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "sanner-bunderson-2015",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "sherf-parke-isaakyan-2021",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "sherf-parke-isaakyan-2021",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "sherf-parke-isaakyan-2021",
      "target": "detert-edmondson-2011",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "sherf-parke-isaakyan-2021",
      "target": "liang-farh-farh-2012",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "sherf-parke-isaakyan-2021",
      "target": "kish-gephart-detert-trevino-edmondson-2009",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "morrison-2023",
      "target": "sherf-parke-isaakyan-2021",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "deng-leung-lam-huang-2019",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "deng-leung-lam-huang-2019",
      "target": "sanner-bunderson-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "deng-leung-lam-huang-2019",
      "target": "sherf-parke-isaakyan-2021",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "coutifaris-grant-2021",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "coutifaris-grant-2021",
      "target": "edmondson-2018",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "coutifaris-grant-2021",
      "target": "edmondson-kerrissey-2025",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kerrissey-satterstrom-edmondson-2020",
      "target": "edmondson-mcmanus-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kerrissey-satterstrom-edmondson-2020",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kerrissey-satterstrom-pae-albert-2024",
      "target": "kerrissey-satterstrom-edmondson-2020",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "detert-burris-2007",
      "target": "dutton-ashford-1993",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "van-dyne-ang-botero-2003",
      "target": "dutton-ashford-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kish-gephart-detert-trevino-edmondson-2009",
      "target": "van-dyne-ang-botero-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "morrison-2023",
      "target": "van-dyne-ang-botero-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "sherf-parke-isaakyan-2021",
      "target": "van-dyne-ang-botero-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-besieux-2021",
      "target": "van-dyne-ang-botero-2003",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "edmondson-1999",
      "target": "roberto-2002",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "perrow-1984",
      "target": "roberto-2002",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kahneman-tversky-1979",
      "target": "roberto-2002",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "janis-1982",
      "target": "roberto-2002",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-bohmer-pisano-2001",
      "target": "roberto-2002",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-1993-manngulch",
      "target": "roberto-2002",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "laporte-consolini-1991",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "laporte-consolini-1991",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "laporte-consolini-1991",
      "target": "roberto-2002",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "laporte-consolini-1991",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "laporte-consolini-1991",
      "target": "woods-et-al-1994",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "laporte-consolini-1991",
      "target": "ghaferi-birkmeyer-dimick-2009",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "hirschman-1970",
      "target": "van-dyne-ang-botero-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "hirschman-1970",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "hirschman-1970",
      "target": "van-dyne-lepine-1998",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "hirschman-1970",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "hirschman-1970",
      "target": "morrison-2023",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "perrow-1984",
      "target": "weick-sutcliffe-obstfeld-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "laporte-consolini-1991",
      "target": "weick-sutcliffe-obstfeld-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "weick-roberts-1993",
      "target": "weick-sutcliffe-obstfeld-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "weick-sutcliffe-obstfeld-1999",
      "target": "vogus-sutcliffe-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-1996",
      "target": "weick-sutcliffe-obstfeld-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-sutcliffe-obstfeld-1999",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "perrow-1984",
      "target": "vaughan-1996",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "vaughan-1996",
      "target": "nasa-normalization-deviance-2014",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "vaughan-1996",
      "target": "roberto-2002",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "vaughan-1996",
      "target": "weick-sutcliffe-obstfeld-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "janis-1982",
      "target": "vaughan-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "vaughan-1996",
      "target": "dekker-2011-criminalisation",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "ely-thomas-2001",
      "target": "shore-et-al-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "nembhard-edmondson-2006",
      "target": "shore-et-al-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "shore-et-al-2011",
      "target": "milliken-morrison-hewlin-2003",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "shore-et-al-2011",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "ely-thomas-2001",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ely-thomas-2001",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "ostrom-1990",
      "target": "ostrom-2010",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "ostrom-1990",
      "target": "follett-1926",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ostrom-1990",
      "target": "holling-2001",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "ostrom-1990",
      "target": "walker-et-al-2004",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "holling-2001",
      "target": "walker-et-al-2004",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kluger-denisi-1996",
      "target": "smither-london-reilly-2005",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kluger-denisi-1996",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "kluger-denisi-1996",
      "target": "argyris-schon-1978",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "snowden-boone-2007",
      "target": "meadows-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "meadows-1999",
      "target": "holling-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "meadows-1999",
      "target": "ostrom-1990",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "meadows-1999",
      "target": "walker-et-al-2004",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "perrow-1984",
      "target": "rasmussen-1997",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "rasmussen-1997",
      "target": "hollnagel-2012-tale",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "rasmussen-1997",
      "target": "dekker-2011-criminalisation",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "rasmussen-1997",
      "target": "woods-et-al-1994",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "rasmussen-1997",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "edmondson-1999",
      "target": "carmeli-gittell-2009",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "carmeli-gittell-2009",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cannon-edmondson-2005",
      "target": "carmeli-gittell-2009",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "carmeli-gittell-2009",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "carmeli-gittell-2009",
      "target": "mayer-davis-schoorman-1995",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "weick-roberts-1993",
      "target": "carmeli-gittell-2009",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "kahn-1990",
      "target": "may-gilson-harter-2004",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-1999",
      "target": "may-gilson-harter-2004",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "may-gilson-harter-2004",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "schein-bennis-1965",
      "target": "may-gilson-harter-2004",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "may-gilson-harter-2004",
      "target": "carmeli-gittell-2009",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "edmondson-2004",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kahn-1990",
      "target": "edmondson-2004",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-2002",
      "target": "edmondson-2004",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-2004",
      "target": "may-gilson-harter-2004",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2004",
      "target": "carmeli-gittell-2009",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2004",
      "target": "edmondson-2003b",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schein-bennis-1965",
      "target": "edmondson-2004",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2004",
      "target": "mayer-davis-schoorman-1995",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-2004",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "edmondson-1999",
      "target": "bradley-et-al-2012",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-2004",
      "target": "bradley-et-al-2012",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bradley-et-al-2012",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-lei-2014",
      "target": "bradley-et-al-2012",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kahn-1990",
      "target": "bradley-et-al-2012",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "nembhard-edmondson-2006",
      "target": "hirak-et-al-2012",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "carmeli-gittell-2009",
      "target": "hirak-et-al-2012",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-2004",
      "target": "hirak-et-al-2012",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cannon-edmondson-2005",
      "target": "hirak-et-al-2012",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "hirak-et-al-2012",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-1999",
      "target": "hirak-et-al-2012",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schaubroeck-lam-peng-2011",
      "target": "hirak-et-al-2012",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "nembhard-edmondson-2006",
      "target": "carmeli-reiter-palmon-ziv-2010",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "carmeli-reiter-palmon-ziv-2010",
      "target": "hirak-et-al-2012",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-2004",
      "target": "carmeli-reiter-palmon-ziv-2010",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-1999",
      "target": "carmeli-reiter-palmon-ziv-2010",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "carmeli-gittell-2009",
      "target": "carmeli-reiter-palmon-ziv-2010",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kahn-1990",
      "target": "carmeli-reiter-palmon-ziv-2010",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "morrison-2014",
      "target": "morrison-2023",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "morrison-milliken-2000",
      "target": "morrison-2014",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "detert-edmondson-2011",
      "target": "morrison-2014",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kish-gephart-detert-trevino-edmondson-2009",
      "target": "morrison-2014",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "van-dyne-ang-botero-2003",
      "target": "morrison-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "detert-burris-2007",
      "target": "morrison-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "sherf-parke-isaakyan-2021",
      "target": "morrison-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "dutton-ashford-1993",
      "target": "morrison-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "morrison-2014",
      "target": "detert-trevino-2010",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "detert-burris-2007",
      "target": "detert-trevino-2010",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "morrison-milliken-2000",
      "target": "detert-trevino-2010",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kish-gephart-detert-trevino-edmondson-2009",
      "target": "detert-trevino-2010",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "french-raven-1959",
      "target": "detert-trevino-2010",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "detert-edmondson-2011",
      "target": "detert-trevino-2010",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "van-dyne-ang-botero-2003",
      "target": "detert-trevino-2010",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "goodman-et-al-2011",
      "target": "lei-naveh-novikov-2016",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "lei-naveh-novikov-2016",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "edmondson-1996",
      "target": "lei-naveh-novikov-2016",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "edmondson-lei-2014",
      "target": "lei-naveh-novikov-2016",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "perrow-1984",
      "target": "lei-naveh-novikov-2016",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bienefeld-grote-2012",
      "target": "lei-naveh-novikov-2016",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "vogus-sutcliffe-2007",
      "target": "lei-naveh-novikov-2016",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "cannon-edmondson-2005",
      "target": "lei-naveh-novikov-2016",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "nembhard-edmondson-2006",
      "target": "lei-naveh-novikov-2016",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "weaver-1948",
      "target": "holling-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weaver-1948",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "weaver-1948",
      "target": "simon-1962",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "simon-1962",
      "target": "holling-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "simon-1962",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "simon-1962",
      "target": "ostrom-2010",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "anderson-1972",
      "target": "simon-1962",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "anderson-1972",
      "target": "weaver-1948",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "anderson-1972",
      "target": "holling-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "anderson-1972",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "holland-1992",
      "target": "weaver-1948",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "holland-1992",
      "target": "simon-1962",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "holland-1992",
      "target": "anderson-1972",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "holland-1992",
      "target": "holling-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "holland-1992",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "levin-1998",
      "target": "holling-2001",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "levin-1998",
      "target": "holland-1992",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "levin-1998",
      "target": "anderson-1972",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "levin-1998",
      "target": "simon-1962",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "levin-1998",
      "target": "ostrom-2010",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "holling-1973",
      "target": "holling-2001",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "holling-1973",
      "target": "walker-et-al-2004",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "holling-1973",
      "target": "levin-1998",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "holling-1973",
      "target": "ostrom-2010",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "holling-1973",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "folke-2006",
      "target": "holling-1973",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "folke-2006",
      "target": "walker-et-al-2004",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "folke-2006",
      "target": "holling-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "folke-2006",
      "target": "levin-1998",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "folke-2006",
      "target": "ostrom-2010",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "ridgway-1956",
      "target": "smither-london-reilly-2005",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "ridgway-1956",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "vaughan-1999",
      "target": "vaughan-1996",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "vaughan-1999",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "vaughan-1999",
      "target": "weick-sutcliffe-obstfeld-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "woods-2018",
      "target": "woods-et-al-1994",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "woods-2018",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "woods-2018",
      "target": "holling-1973",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-sutcliffe-obstfeld-2005",
      "target": "weick-sutcliffe-obstfeld-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "weick-sutcliffe-obstfeld-2005",
      "target": "weick-1993-manngulch",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "weick-sutcliffe-obstfeld-2005",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "cherns-1976",
      "target": "trist-bamforth-1951",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "cherns-1976",
      "target": "deming-1986",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "kessler-bierly-gopalakrishnan-2001",
      "target": "vaughan-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kessler-bierly-gopalakrishnan-2001",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "kessler-bierly-gopalakrishnan-2001",
      "target": "vaughan-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "guglielmo-monroe-malle-2009",
      "target": "tetlock-1985",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "guglielmo-monroe-malle-2009",
      "target": "dekker-2011-criminalisation",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "catalano-et-al-2018",
      "target": "folke-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "catalano-et-al-2018",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "catalano-et-al-2018",
      "target": "guglielmo-monroe-malle-2009",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "vath-et-al-2024",
      "target": "kahneman-tversky-1979",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "vath-et-al-2024",
      "target": "ridgway-1956",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "siad-rabi-2021",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "siad-rabi-2021",
      "target": "grailey-et-al-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "siad-rabi-2021",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "grailey-et-al-2021",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "grailey-et-al-2021",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "grailey-et-al-2021",
      "target": "frazier-et-al-2017",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "pelrine-2011",
      "target": "snowden-boone-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "pelrine-2011",
      "target": "weick-sutcliffe-obstfeld-2005",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "pelrine-2011",
      "target": "holland-1992",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "pelrine-2011",
      "target": "kurtz-snowden-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "pelrine-2011",
      "target": "rittel-webber-1973",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kurtz-snowden-2003",
      "target": "snowden-boone-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kurtz-snowden-2003",
      "target": "holland-1992",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kurtz-snowden-2003",
      "target": "weick-sutcliffe-obstfeld-2005",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "rittel-webber-1973",
      "target": "kurtz-snowden-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "rittel-webber-1973",
      "target": "simon-1962",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "stacey-1995",
      "target": "kurtz-snowden-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "stacey-1995",
      "target": "holland-1992",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "stacey-1995",
      "target": "anderson-1972",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "preiser-et-al-2018",
      "target": "folke-2006",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "preiser-et-al-2018",
      "target": "levin-1998",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "preiser-et-al-2018",
      "target": "holland-1992",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "page-2015",
      "target": "holland-1992",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "page-2015",
      "target": "anderson-1972",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "page-2015",
      "target": "kurtz-snowden-2003",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "centola-et-al-2018",
      "target": "anderson-1972",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "centola-et-al-2018",
      "target": "holland-1992",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "greenhalgh-papoutsi-2018",
      "target": "kurtz-snowden-2003",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "greenhalgh-papoutsi-2018",
      "target": "grailey-et-al-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "reiman-et-al-2015",
      "target": "woods-2018",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "reiman-et-al-2015",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "reiman-et-al-2015",
      "target": "rasmussen-1997",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "kohn-2011",
      "target": "campbell-1979",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kohn-2011",
      "target": "ridgway-1956",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kohn-2011",
      "target": "smither-london-reilly-2005",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "woodson-2020",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "woodson-2020",
      "target": "siad-rabi-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "woodson-2020",
      "target": "sherf-parke-isaakyan-2021",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "luva-naweed-2021",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "luva-naweed-2021",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "luva-naweed-2021",
      "target": "siad-rabi-2021",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "katz-et-al-2019",
      "target": "siad-rabi-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "katz-et-al-2019",
      "target": "grailey-et-al-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "katz-et-al-2019",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "freeman-1972",
      "target": "ostrom-1990",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "freeman-1972",
      "target": "stacey-1995",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "freeman-1972",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "hooks-1994",
      "target": "freire-1970",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "hooks-1994",
      "target": "woodson-2020",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "hooks-1994",
      "target": "kohn-2011",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "freire-1970",
      "target": "kohn-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "freire-1970",
      "target": "woodson-2020",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "freire-1970",
      "target": "freeman-1972",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "havinga-et-al-2017",
      "target": "luva-naweed-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "havinga-et-al-2017",
      "target": "dekker-2011-criminalisation",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "havinga-et-al-2017",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "salem-et-al-2021",
      "target": "woodson-2020",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "salem-et-al-2021",
      "target": "siad-rabi-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "salem-et-al-2021",
      "target": "sherf-parke-isaakyan-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-1990",
      "target": "fischer-orasanu-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "weick-1990",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-1990",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-1990",
      "target": "luva-naweed-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-1990",
      "target": "havinga-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "weick-1990",
      "target": "weick-sutcliffe-obstfeld-2005",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "read-et-al-2021",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "read-et-al-2021",
      "target": "dekker-2011-criminalisation",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "read-et-al-2021",
      "target": "rasmussen-1997",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "read-et-al-2021",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "read-et-al-2021",
      "target": "woods-2018",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "read-et-al-2021",
      "target": "reiman-et-al-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "read-et-al-2021",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "shorrock-et-al-2014",
      "target": "read-et-al-2021",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "shorrock-et-al-2014",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "shorrock-et-al-2014",
      "target": "dekker-2011-criminalisation",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "shorrock-et-al-2014",
      "target": "reiman-et-al-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "shorrock-et-al-2014",
      "target": "woods-2018",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "shorrock-et-al-2014",
      "target": "snowden-boone-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "shorrock-et-al-2014",
      "target": "rasmussen-1997",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "shorrock-et-al-2014",
      "target": "anderson-1972",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "kanter-1977",
      "target": "berger-cohen-zelditch-1972",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kanter-1977",
      "target": "acker-1990",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kanter-1977",
      "target": "ridgeway-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kanter-1977",
      "target": "centola-et-al-2018",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kanter-1977",
      "target": "shore-et-al-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kanter-1977",
      "target": "brescoll-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "acker-1990",
      "target": "crenshaw-1989",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "acker-1990",
      "target": "freeman-1972",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "acker-1990",
      "target": "bourdieu-1991",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "acker-1990",
      "target": "ely-thomas-2001",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "crenshaw-1989",
      "target": "woodson-2020",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "crenshaw-1989",
      "target": "hooks-1994",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "crenshaw-1989",
      "target": "siad-rabi-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "crenshaw-1989",
      "target": "mcclean-et-al-2018",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cameron-2014",
      "target": "acker-1990",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "cameron-2014",
      "target": "bourdieu-1991",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "cameron-2014",
      "target": "crenshaw-1989",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cameron-2014",
      "target": "woodson-2020",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cameron-2014",
      "target": "berger-cohen-zelditch-1972",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cameron-2014",
      "target": "shore-et-al-2011",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cameron-2014",
      "target": "brescoll-2011",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "pate-cornell-1993",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "pate-cornell-1993",
      "target": "weick-1990",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "pate-cornell-1993",
      "target": "rasmussen-1997",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "pate-cornell-1993",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "pate-cornell-1993",
      "target": "luva-naweed-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "pate-cornell-1993",
      "target": "vaughan-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "pate-cornell-1993",
      "target": "read-et-al-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "reader-oconnor-2014",
      "target": "pate-cornell-1993",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "reader-oconnor-2014",
      "target": "havinga-et-al-2017",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "reader-oconnor-2014",
      "target": "grailey-et-al-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "reader-oconnor-2014",
      "target": "rasmussen-1997",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "reader-oconnor-2014",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "reader-oconnor-2014",
      "target": "shorrock-et-al-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "reader-oconnor-2014",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "reader-oconnor-2014",
      "target": "hopkins-2009",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "hopkins-2009",
      "target": "campbell-1979",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "hopkins-2009",
      "target": "ridgway-1956",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "hopkins-2009",
      "target": "pate-cornell-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "hopkins-2009",
      "target": "vaughan-1996",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "hopkins-2009",
      "target": "rasmussen-1997",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "hopkins-2009",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "hopkins-2009",
      "target": "read-et-al-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "leveson-2004",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "leveson-2004",
      "target": "rasmussen-1997",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "leveson-2004",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "leveson-2004",
      "target": "woods-2018",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "leveson-2004",
      "target": "read-et-al-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "leveson-2004",
      "target": "shorrock-et-al-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "leveson-2004",
      "target": "reader-oconnor-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bartunek-et-al-2006",
      "target": "weick-sutcliffe-obstfeld-2005",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "bartunek-et-al-2006",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bartunek-et-al-2006",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bartunek-et-al-2006",
      "target": "grailey-et-al-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bartunek-et-al-2006",
      "target": "detert-burris-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "bartunek-et-al-2006",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "sutcliffe-lewton-rosenthal-2004",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "sutcliffe-lewton-rosenthal-2004",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "sutcliffe-lewton-rosenthal-2004",
      "target": "grailey-et-al-2021",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "sutcliffe-lewton-rosenthal-2004",
      "target": "siad-rabi-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "sutcliffe-lewton-rosenthal-2004",
      "target": "katz-et-al-2019",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "sutcliffe-lewton-rosenthal-2004",
      "target": "morrison-milliken-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "sutcliffe-lewton-rosenthal-2004",
      "target": "weick-sutcliffe-obstfeld-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "sutcliffe-lewton-rosenthal-2004",
      "target": "luva-naweed-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "abou-hanna-et-al-2021",
      "target": "sutcliffe-lewton-rosenthal-2004",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "abou-hanna-et-al-2021",
      "target": "kohn-2011",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "abou-hanna-et-al-2021",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "abou-hanna-et-al-2021",
      "target": "freire-1970",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "abou-hanna-et-al-2021",
      "target": "nembhard-edmondson-2006",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "abou-hanna-et-al-2021",
      "target": "grailey-et-al-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "abou-hanna-et-al-2021",
      "target": "hooks-1994",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "everett-sohal-1991",
      "target": "deming-1986",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "everett-sohal-1991",
      "target": "vogus-sutcliffe-2007",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "everett-sohal-1991",
      "target": "pate-cornell-1993",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "everett-sohal-1991",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "everett-sohal-1991",
      "target": "hopkins-2009",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "everett-sohal-1991",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "everett-sohal-1991",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "tasker-jones-brake-2023",
      "target": "dekker-2011-criminalisation",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "tasker-jones-brake-2023",
      "target": "lei-naveh-novikov-2016",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "tasker-jones-brake-2023",
      "target": "grailey-et-al-2021",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "tasker-jones-brake-2023",
      "target": "read-et-al-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "tasker-jones-brake-2023",
      "target": "hopkins-2009",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "tasker-jones-brake-2023",
      "target": "sutcliffe-lewton-rosenthal-2004",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "tasker-jones-brake-2023",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "tasker-jones-brake-2023",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "cilliers-1998",
      "target": "kurtz-snowden-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "cilliers-1998",
      "target": "preiser-et-al-2018",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "cilliers-1998",
      "target": "holland-1992",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cilliers-1998",
      "target": "juarrero-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "cilliers-1998",
      "target": "anderson-1972",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "cilliers-1998",
      "target": "stacey-1995",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "juarrero-1999",
      "target": "kurtz-snowden-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "juarrero-1999",
      "target": "anderson-1972",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "juarrero-1999",
      "target": "holland-1992",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "juarrero-1999",
      "target": "snowden-boone-2007",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kernick-2021",
      "target": "dekker-2011-criminalisation",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kernick-2021",
      "target": "hopkins-2009",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kernick-2021",
      "target": "pate-cornell-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kernick-2021",
      "target": "reader-oconnor-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kernick-2021",
      "target": "read-et-al-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kernick-2021",
      "target": "tasker-jones-brake-2023",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kernick-2021",
      "target": "vaughan-1996",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "boothby-et-al-2018",
      "target": "kahneman-tversky-1979",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "boothby-et-al-2018",
      "target": "edmondson-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "boothby-et-al-2018",
      "target": "brescoll-2011",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "helmreich-merritt-wilhelm-1999",
      "target": "weick-1990",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "helmreich-merritt-wilhelm-1999",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "helmreich-merritt-wilhelm-1999",
      "target": "havinga-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "helmreich-merritt-wilhelm-1999",
      "target": "perkins-et-al-2022",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "helmreich-merritt-wilhelm-1999",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "helmreich-merritt-wilhelm-1999",
      "target": "lei-naveh-novikov-2016",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "milanovich-et-al-1998",
      "target": "berger-cohen-zelditch-1972",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "milanovich-et-al-1998",
      "target": "weick-1990",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "milanovich-et-al-1998",
      "target": "helmreich-merritt-wilhelm-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "milanovich-et-al-1998",
      "target": "ridgeway-2014",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "milanovich-et-al-1998",
      "target": "brescoll-2011",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "beaubien-baker-2002",
      "target": "helmreich-merritt-wilhelm-1999",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "beaubien-baker-2002",
      "target": "perkins-et-al-2022",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "beaubien-baker-2002",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "beaubien-baker-2002",
      "target": "havinga-et-al-2017",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "beaubien-baker-2002",
      "target": "weick-roberts-1993",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "kelso-2009",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "kelso-2009",
      "target": "rasmussen-1997",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kelso-2009",
      "target": "ostrom-1990",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kelso-2009",
      "target": "hopkins-2009",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kelso-2009",
      "target": "weick-1993-manngulch",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "kelso-2009",
      "target": "weick-sutcliffe-obstfeld-2005",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "patterson-wears-2015",
      "target": "tucker-edmondson-2003",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "patterson-wears-2015",
      "target": "rasmussen-1997",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "patterson-wears-2015",
      "target": "hopkins-2009",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "patterson-wears-2015",
      "target": "dekker-2011-criminalisation",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "patterson-wears-2015",
      "target": "kernick-2021",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "patterson-wears-2015",
      "target": "tasker-jones-brake-2023",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "patterson-wears-2015",
      "target": "weick-sutcliffe-obstfeld-1999",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "patterson-wears-2015",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schroder-hinrichs-et-al-2012",
      "target": "rasmussen-1997",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "schroder-hinrichs-et-al-2012",
      "target": "hollnagel-wears-braithwaite-2015",
      "kind": "paper",
      "strength": 3
    },
    {
      "source": "schroder-hinrichs-et-al-2012",
      "target": "weick-1990",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schroder-hinrichs-et-al-2012",
      "target": "perrow-1984",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schroder-hinrichs-et-al-2012",
      "target": "reason-2000",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schroder-hinrichs-et-al-2012",
      "target": "leveson-2004",
      "kind": "paper",
      "strength": 2
    },
    {
      "source": "schroder-hinrichs-et-al-2012",
      "target": "reader-oconnor-2014",
      "kind": "paper",
      "strength": 1
    },
    {
      "source": "edmondson-2002",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "edmondson-2002",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "edmondson-2002",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "edmondson-2002",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "edmondson-2002",
      "target": "history",
      "kind": "related"
    },
    {
      "source": "edmondson-2002",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "edmondson-2004",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "edmondson-2004",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "edmondson-2004",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "edmondson-2004",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "edmondson-2004",
      "target": "being-approachable",
      "kind": "related"
    },
    {
      "source": "bradley-et-al-2012",
      "target": "conflict",
      "kind": "related"
    },
    {
      "source": "bradley-et-al-2012",
      "target": "drive-dissent-checklists",
      "kind": "related"
    },
    {
      "source": "hirak-et-al-2012",
      "target": "being-approachable",
      "kind": "related"
    },
    {
      "source": "hirak-et-al-2012",
      "target": "categorising-failure",
      "kind": "related"
    },
    {
      "source": "hirak-et-al-2012",
      "target": "bawa-garba",
      "kind": "related"
    },
    {
      "source": "carmeli-reiter-palmon-ziv-2010",
      "target": "being-approachable",
      "kind": "related"
    },
    {
      "source": "carmeli-reiter-palmon-ziv-2010",
      "target": "creativity",
      "kind": "related"
    },
    {
      "source": "carmeli-reiter-palmon-ziv-2010",
      "target": "drive-dissent-checklists",
      "kind": "related"
    },
    {
      "source": "morrison-2014",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "morrison-2014",
      "target": "job-security",
      "kind": "related"
    },
    {
      "source": "morrison-2014",
      "target": "drive-dissent-checklists",
      "kind": "related"
    },
    {
      "source": "detert-trevino-2010",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "detert-trevino-2010",
      "target": "being-approachable",
      "kind": "related"
    },
    {
      "source": "detert-trevino-2010",
      "target": "job-security",
      "kind": "related"
    },
    {
      "source": "lei-naveh-novikov-2016",
      "target": "human-error",
      "kind": "related"
    },
    {
      "source": "lei-naveh-novikov-2016",
      "target": "categorising-failure",
      "kind": "related"
    },
    {
      "source": "lei-naveh-novikov-2016",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "weaver-1948",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "weaver-1948",
      "target": "ecotones",
      "kind": "related"
    },
    {
      "source": "simon-1962",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "simon-1962",
      "target": "ecotones",
      "kind": "related"
    },
    {
      "source": "anderson-1972",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "anderson-1972",
      "target": "five-ecological",
      "kind": "related"
    },
    {
      "source": "holland-1992",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "holland-1992",
      "target": "adaptive-cycle",
      "kind": "related"
    },
    {
      "source": "levin-1998",
      "target": "efficiency-resilience",
      "kind": "related"
    },
    {
      "source": "levin-1998",
      "target": "adaptive-cycle",
      "kind": "related"
    },
    {
      "source": "holling-1973",
      "target": "efficiency-resilience",
      "kind": "related"
    },
    {
      "source": "holling-1973",
      "target": "adaptive-cycle",
      "kind": "related"
    },
    {
      "source": "folke-2006",
      "target": "efficiency-resilience",
      "kind": "related"
    },
    {
      "source": "folke-2006",
      "target": "adaptive-cycle",
      "kind": "related"
    },
    {
      "source": "edmondson-bohmer-pisano-2001",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "edmondson-bohmer-pisano-2001",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "edmondson-bohmer-pisano-2001",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "edmondson-bohmer-pisano-2001",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "edmondson-bohmer-pisano-2001",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "edmondson-bohmer-pisano-2001",
      "target": "civility-saves-lives",
      "kind": "related"
    },
    {
      "source": "weick-roberts-1993",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "weick-roberts-1993",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "weick-roberts-1993",
      "target": "aviation",
      "kind": "related"
    },
    {
      "source": "weick-roberts-1993",
      "target": "sociotechnical",
      "kind": "related"
    },
    {
      "source": "weick-roberts-1993",
      "target": "normal-accidents",
      "kind": "related"
    },
    {
      "source": "weick-roberts-1993",
      "target": "safety-i-ii",
      "kind": "related"
    },
    {
      "source": "argyris-schon-1978",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "argyris-schon-1978",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "argyris-schon-1978",
      "target": "retrospectives",
      "kind": "related"
    },
    {
      "source": "argyris-schon-1978",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "argyris-schon-1978",
      "target": "history",
      "kind": "related"
    },
    {
      "source": "argyris-schon-1978",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "janis-1982",
      "target": "challenger",
      "kind": "related"
    },
    {
      "source": "janis-1982",
      "target": "chernobyl",
      "kind": "related"
    },
    {
      "source": "janis-1982",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "janis-1982",
      "target": "open-secrets",
      "kind": "related"
    },
    {
      "source": "janis-1982",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "janis-1982",
      "target": "ps-not-comfortable",
      "kind": "related"
    },
    {
      "source": "rogers-1954",
      "target": "creativity",
      "kind": "related"
    },
    {
      "source": "rogers-1954",
      "target": "history",
      "kind": "related"
    },
    {
      "source": "rogers-1954",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "kahn-1990",
      "target": "history",
      "kind": "related"
    },
    {
      "source": "kahn-1990",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "kahn-1990",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "kahn-1990",
      "target": "creativity",
      "kind": "related"
    },
    {
      "source": "edmondson-1999",
      "target": "history",
      "kind": "related"
    },
    {
      "source": "edmondson-1999",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "edmondson-1999",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "edmondson-1999",
      "target": "project-aristotle",
      "kind": "related"
    },
    {
      "source": "edmondson-bransby-2023",
      "target": "history",
      "kind": "related"
    },
    {
      "source": "edmondson-bransby-2023",
      "target": "benefits",
      "kind": "related"
    },
    {
      "source": "edmondson-bransby-2023",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "edmondson-2003",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "edmondson-2003",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "edmondson-2003",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "edmondson-2003",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "edmondson-2003",
      "target": "civility-saves-lives",
      "kind": "related"
    },
    {
      "source": "nembhard-edmondson-2006",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "nembhard-edmondson-2006",
      "target": "inclusion",
      "kind": "related"
    },
    {
      "source": "nembhard-edmondson-2006",
      "target": "team-safest-person",
      "kind": "related"
    },
    {
      "source": "nembhard-edmondson-2006",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "bransby-kerrissey-edmondson-2024",
      "target": "emergence",
      "kind": "related"
    },
    {
      "source": "bransby-kerrissey-edmondson-2024",
      "target": "rebuilding",
      "kind": "related"
    },
    {
      "source": "bransby-kerrissey-edmondson-2024",
      "target": "tuckman",
      "kind": "related"
    },
    {
      "source": "frazier-et-al-2017",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "frazier-et-al-2017",
      "target": "benefits",
      "kind": "related"
    },
    {
      "source": "frazier-et-al-2017",
      "target": "project-aristotle",
      "kind": "related"
    },
    {
      "source": "frazier-et-al-2017",
      "target": "high-performing-teams",
      "kind": "related"
    },
    {
      "source": "newman-donohue-eva-2017",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "newman-donohue-eva-2017",
      "target": "benefits",
      "kind": "related"
    },
    {
      "source": "newman-donohue-eva-2017",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "newman-donohue-eva-2017",
      "target": "history",
      "kind": "related"
    },
    {
      "source": "detert-burris-harrison-martin-2013",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "detert-burris-harrison-martin-2013",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "detert-burris-harrison-martin-2013",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "detert-burris-harrison-martin-2013",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "detert-burris-harrison-martin-2013",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "detert-burris-2007",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "detert-burris-2007",
      "target": "ambiguity",
      "kind": "related"
    },
    {
      "source": "detert-burris-2007",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "detert-burris-2007",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "detert-burris-2007",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "morrison-milliken-2000",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "morrison-milliken-2000",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "morrison-milliken-2000",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "morrison-milliken-2000",
      "target": "open-secrets",
      "kind": "related"
    },
    {
      "source": "morrison-milliken-2000",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "morrison-milliken-2000",
      "target": "tenerife",
      "kind": "related"
    },
    {
      "source": "edmondson-lei-2014",
      "target": "history",
      "kind": "related"
    },
    {
      "source": "edmondson-lei-2014",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "edmondson-lei-2014",
      "target": "benefits",
      "kind": "related"
    },
    {
      "source": "edmondson-lei-2014",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "detert-edmondson-2011",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "detert-edmondson-2011",
      "target": "ambiguity",
      "kind": "related"
    },
    {
      "source": "detert-edmondson-2011",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "detert-edmondson-2011",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "detert-edmondson-2011",
      "target": "local-rationality",
      "kind": "related"
    },
    {
      "source": "liang-farh-farh-2012",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "liang-farh-farh-2012",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "liang-farh-farh-2012",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "liang-farh-farh-2012",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "liang-farh-farh-2012",
      "target": "whistleblowing",
      "kind": "related"
    },
    {
      "source": "baer-frese-2003",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "baer-frese-2003",
      "target": "scaling",
      "kind": "related"
    },
    {
      "source": "baer-frese-2003",
      "target": "westerns-typologies",
      "kind": "related"
    },
    {
      "source": "bresman-edmondson-2022",
      "target": "diversity-performance",
      "kind": "related"
    },
    {
      "source": "bresman-edmondson-2022",
      "target": "inclusion",
      "kind": "related"
    },
    {
      "source": "bresman-edmondson-2022",
      "target": "dei-ps",
      "kind": "related"
    },
    {
      "source": "bresman-edmondson-2022",
      "target": "team-safest-person",
      "kind": "related"
    },
    {
      "source": "bresman-edmondson-2022",
      "target": "not-same-for-everyone",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2014",
      "target": "aviation",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2014",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2014",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2014",
      "target": "fabric",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2014",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2014",
      "target": "tenerife",
      "kind": "related"
    },
    {
      "source": "cohen-et-al-2024",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "cohen-et-al-2024",
      "target": "civility-saves-lives",
      "kind": "related"
    },
    {
      "source": "cohen-et-al-2024",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "cohen-et-al-2024",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "cohen-et-al-2024",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "perkins-et-al-2022",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "perkins-et-al-2022",
      "target": "aviation",
      "kind": "related"
    },
    {
      "source": "perkins-et-al-2022",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "perkins-et-al-2022",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "perkins-et-al-2022",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "perkins-et-al-2022",
      "target": "tenerife",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2012",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2012",
      "target": "aviation",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2012",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2012",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2012",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2012",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "bienefeld-grote-2012",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "milanovich-driskell-stout-salas-1998",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "milanovich-driskell-stout-salas-1998",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "milanovich-driskell-stout-salas-1998",
      "target": "hippo",
      "kind": "related"
    },
    {
      "source": "milanovich-driskell-stout-salas-1998",
      "target": "tenerife",
      "kind": "related"
    },
    {
      "source": "edmondson-1996",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "edmondson-1996",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "edmondson-1996",
      "target": "you-cant-fix-secret",
      "kind": "related"
    },
    {
      "source": "edmondson-1996",
      "target": "bawa-garba",
      "kind": "related"
    },
    {
      "source": "edmondson-1996",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "weick-1993-manngulch",
      "target": "normal-accidents",
      "kind": "related"
    },
    {
      "source": "weick-1993-manngulch",
      "target": "resilience-engineering",
      "kind": "related"
    },
    {
      "source": "weick-1993-manngulch",
      "target": "socy",
      "kind": "related"
    },
    {
      "source": "weick-1993-manngulch",
      "target": "safety-i-ii",
      "kind": "related"
    },
    {
      "source": "weick-1993-manngulch",
      "target": "amplifying-weak-signals",
      "kind": "related"
    },
    {
      "source": "katzenbach-smith-1993",
      "target": "high-performing-teams",
      "kind": "related"
    },
    {
      "source": "katzenbach-smith-1993",
      "target": "tuckman",
      "kind": "related"
    },
    {
      "source": "katzenbach-smith-1993",
      "target": "collective-resp",
      "kind": "related"
    },
    {
      "source": "katzenbach-smith-1993",
      "target": "contracting",
      "kind": "related"
    },
    {
      "source": "fischer-orasanu-1999",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "fischer-orasanu-1999",
      "target": "aviation",
      "kind": "related"
    },
    {
      "source": "fischer-orasanu-1999",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "fischer-orasanu-1999",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "fischer-orasanu-1999",
      "target": "pace",
      "kind": "related"
    },
    {
      "source": "fischer-orasanu-1999",
      "target": "tenerife",
      "kind": "related"
    },
    {
      "source": "cook-long-2021",
      "target": "resilience-engineering",
      "kind": "related"
    },
    {
      "source": "cook-long-2021",
      "target": "richard-cook",
      "kind": "related"
    },
    {
      "source": "cook-long-2021",
      "target": "adaptive-cycle",
      "kind": "related"
    },
    {
      "source": "cook-long-2021",
      "target": "safety-i-ii",
      "kind": "related"
    },
    {
      "source": "parris-2025",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "parris-2025",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "parris-2025",
      "target": "you-cant-fix-secret",
      "kind": "related"
    },
    {
      "source": "parris-2025",
      "target": "accountability",
      "kind": "related"
    },
    {
      "source": "kletz-2011",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "kletz-2011",
      "target": "human-error",
      "kind": "related"
    },
    {
      "source": "kletz-2011",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "kletz-2011",
      "target": "you-cant-fix-secret",
      "kind": "related"
    },
    {
      "source": "kletz-2011",
      "target": "richard-cook",
      "kind": "related"
    },
    {
      "source": "silbey-2009",
      "target": "westerns-typologies",
      "kind": "related"
    },
    {
      "source": "silbey-2009",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "silbey-2009",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "silbey-2009",
      "target": "political",
      "kind": "related"
    },
    {
      "source": "silbey-2009",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "schulte-cohen-klein-2010",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "schulte-cohen-klein-2010",
      "target": "emergence",
      "kind": "related"
    },
    {
      "source": "schulte-cohen-klein-2010",
      "target": "tuckman",
      "kind": "related"
    },
    {
      "source": "schulte-cohen-klein-2010",
      "target": "rebuilding",
      "kind": "related"
    },
    {
      "source": "dekker-schaufeli-1995",
      "target": "job-security",
      "kind": "related"
    },
    {
      "source": "dekker-schaufeli-1995",
      "target": "redundancy-layoffs",
      "kind": "related"
    },
    {
      "source": "dekker-schaufeli-1995",
      "target": "employment-rights",
      "kind": "related"
    },
    {
      "source": "dekker-schaufeli-1995",
      "target": "individual-resilience",
      "kind": "related"
    },
    {
      "source": "hollnagel-wears-braithwaite-2015",
      "target": "safety-i-ii",
      "kind": "related"
    },
    {
      "source": "hollnagel-wears-braithwaite-2015",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "hollnagel-wears-braithwaite-2015",
      "target": "resilience-engineering",
      "kind": "related"
    },
    {
      "source": "hollnagel-wears-braithwaite-2015",
      "target": "human-error",
      "kind": "related"
    },
    {
      "source": "hollnagel-wears-braithwaite-2015",
      "target": "richard-cook",
      "kind": "related"
    },
    {
      "source": "hollnagel-2012-tale",
      "target": "safety-i-ii",
      "kind": "related"
    },
    {
      "source": "hollnagel-2012-tale",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "hollnagel-2012-tale",
      "target": "amplifying-weak-signals",
      "kind": "related"
    },
    {
      "source": "hollnagel-2012-tale",
      "target": "richard-cook",
      "kind": "related"
    },
    {
      "source": "kahneman-tversky-1979",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "kahneman-tversky-1979",
      "target": "prospect-theory",
      "kind": "related"
    },
    {
      "source": "kahneman-tversky-1979",
      "target": "ambiguity",
      "kind": "related"
    },
    {
      "source": "kahneman-tversky-1979",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "kahneman-tversky-1979",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "kim-lee-connerton-2020",
      "target": "high-performing-teams",
      "kind": "related"
    },
    {
      "source": "kim-lee-connerton-2020",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "kim-lee-connerton-2020",
      "target": "benefits",
      "kind": "related"
    },
    {
      "source": "kim-lee-connerton-2020",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "amir-jordan-rand-2018",
      "target": "childhood-ses",
      "kind": "related"
    },
    {
      "source": "amir-jordan-rand-2018",
      "target": "ses-risks",
      "kind": "related"
    },
    {
      "source": "amir-jordan-rand-2018",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "amir-jordan-rand-2018",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "amir-jordan-rand-2018",
      "target": "prospect-theory",
      "kind": "related"
    },
    {
      "source": "marmot-2003",
      "target": "good-management",
      "kind": "related"
    },
    {
      "source": "marmot-2003",
      "target": "employment-rights",
      "kind": "related"
    },
    {
      "source": "marmot-2003",
      "target": "childhood-ses",
      "kind": "related"
    },
    {
      "source": "marmot-2003",
      "target": "ses-risks",
      "kind": "related"
    },
    {
      "source": "marmot-2003",
      "target": "work-doesnt-suck",
      "kind": "related"
    },
    {
      "source": "alvesson-spicer-2012",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "alvesson-spicer-2012",
      "target": "open-secrets",
      "kind": "related"
    },
    {
      "source": "alvesson-spicer-2012",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "alvesson-spicer-2012",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "alvesson-spicer-2012",
      "target": "westerns-typologies",
      "kind": "related"
    },
    {
      "source": "ridgeway-2014",
      "target": "power-types",
      "kind": "related"
    },
    {
      "source": "ridgeway-2014",
      "target": "inclusion",
      "kind": "related"
    },
    {
      "source": "ridgeway-2014",
      "target": "not-same-for-everyone",
      "kind": "related"
    },
    {
      "source": "ridgeway-2014",
      "target": "dei-ps",
      "kind": "related"
    },
    {
      "source": "ridgeway-2014",
      "target": "team-safest-person",
      "kind": "related"
    },
    {
      "source": "reason-2000",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "reason-2000",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "reason-2000",
      "target": "human-error",
      "kind": "related"
    },
    {
      "source": "reason-2000",
      "target": "swiss-cheese",
      "kind": "related"
    },
    {
      "source": "reason-2000",
      "target": "you-cant-fix-secret",
      "kind": "related"
    },
    {
      "source": "schein-1992",
      "target": "history",
      "kind": "related"
    },
    {
      "source": "schein-1992",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "schein-1992",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "schein-1992",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "schein-1992",
      "target": "creativity",
      "kind": "related"
    },
    {
      "source": "schein-1984",
      "target": "history",
      "kind": "related"
    },
    {
      "source": "schein-1984",
      "target": "westerns-typologies",
      "kind": "related"
    },
    {
      "source": "schein-1984",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "schein-1984",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "schein-1984",
      "target": "command-control",
      "kind": "related"
    },
    {
      "source": "artinger-et-al-2025",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "artinger-et-al-2025",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "artinger-et-al-2025",
      "target": "utility",
      "kind": "related"
    },
    {
      "source": "artinger-et-al-2025",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "artinger-et-al-2025",
      "target": "ps-not-goal",
      "kind": "related"
    },
    {
      "source": "berger-cohen-zelditch-1972",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "berger-cohen-zelditch-1972",
      "target": "power-types",
      "kind": "related"
    },
    {
      "source": "berger-cohen-zelditch-1972",
      "target": "inclusion",
      "kind": "related"
    },
    {
      "source": "berger-cohen-zelditch-1972",
      "target": "not-same-for-everyone",
      "kind": "related"
    },
    {
      "source": "berger-cohen-zelditch-1972",
      "target": "team-safest-person",
      "kind": "related"
    },
    {
      "source": "ellsberg-1961",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "ellsberg-1961",
      "target": "ambiguity",
      "kind": "related"
    },
    {
      "source": "ellsberg-1961",
      "target": "prospect-theory",
      "kind": "related"
    },
    {
      "source": "ellsberg-1961",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "harvey-edmondson-2025",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "harvey-edmondson-2025",
      "target": "retrospectives",
      "kind": "related"
    },
    {
      "source": "harvey-edmondson-2025",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "harvey-edmondson-2025",
      "target": "high-performing-teams",
      "kind": "related"
    },
    {
      "source": "trist-bamforth-1951",
      "target": "sociotechnical",
      "kind": "related"
    },
    {
      "source": "trist-bamforth-1951",
      "target": "hop",
      "kind": "related"
    },
    {
      "source": "trist-bamforth-1951",
      "target": "local-rationality",
      "kind": "related"
    },
    {
      "source": "trist-bamforth-1951",
      "target": "soft-hard-system",
      "kind": "related"
    },
    {
      "source": "nasa-normalization-deviance-2014",
      "target": "challenger",
      "kind": "related"
    },
    {
      "source": "nasa-normalization-deviance-2014",
      "target": "normal-accidents",
      "kind": "related"
    },
    {
      "source": "nasa-normalization-deviance-2014",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "nasa-normalization-deviance-2014",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "nasa-normalization-deviance-2014",
      "target": "open-secrets",
      "kind": "related"
    },
    {
      "source": "nasa-normalization-deviance-2014",
      "target": "local-rationality",
      "kind": "related"
    },
    {
      "source": "marmot-1978",
      "target": "power-types",
      "kind": "related"
    },
    {
      "source": "marmot-1978",
      "target": "political",
      "kind": "related"
    },
    {
      "source": "marmot-1978",
      "target": "employment-rights",
      "kind": "related"
    },
    {
      "source": "marmot-1978",
      "target": "childhood-ses",
      "kind": "related"
    },
    {
      "source": "marmot-1978",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "harmer-bromiley-2005",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "harmer-bromiley-2005",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "harmer-bromiley-2005",
      "target": "psirf",
      "kind": "related"
    },
    {
      "source": "harmer-bromiley-2005",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "harmer-bromiley-2005",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "harmer-bromiley-2005",
      "target": "safeguarding",
      "kind": "related"
    },
    {
      "source": "harmer-bromiley-2005",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "pacheco-et-al-2015",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "pacheco-et-al-2015",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "pacheco-et-al-2015",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "pacheco-et-al-2015",
      "target": "open-secrets",
      "kind": "related"
    },
    {
      "source": "campbell-1979",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "campbell-1979",
      "target": "ps-and-science",
      "kind": "related"
    },
    {
      "source": "campbell-1979",
      "target": "definition-ps",
      "kind": "related"
    },
    {
      "source": "campbell-1979",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "campbell-1979",
      "target": "counterfactuals",
      "kind": "related"
    },
    {
      "source": "ross-1977",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "ross-1977",
      "target": "local-rationality",
      "kind": "related"
    },
    {
      "source": "ross-1977",
      "target": "hop",
      "kind": "related"
    },
    {
      "source": "ross-1977",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "ross-1977",
      "target": "human-error",
      "kind": "related"
    },
    {
      "source": "dai-et-al-2022",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "dai-et-al-2022",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "dai-et-al-2022",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "dai-et-al-2022",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "dai-et-al-2022",
      "target": "aviation",
      "kind": "related"
    },
    {
      "source": "dai-et-al-2022",
      "target": "hofstede",
      "kind": "related"
    },
    {
      "source": "ernst-1971",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "ernst-1971",
      "target": "local-rationality",
      "kind": "related"
    },
    {
      "source": "ernst-1971",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "ernst-1971",
      "target": "four-stages",
      "kind": "related"
    },
    {
      "source": "mcallister-1995",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "mcallister-1995",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "mcallister-1995",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "mcallister-1995",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "van-dyne-lepine-1998",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "van-dyne-lepine-1998",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "van-dyne-lepine-1998",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "milliken-morrison-hewlin-2003",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "milliken-morrison-hewlin-2003",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "milliken-morrison-hewlin-2003",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "milliken-morrison-hewlin-2003",
      "target": "open-secrets",
      "kind": "related"
    },
    {
      "source": "milliken-morrison-hewlin-2003",
      "target": "building-upwards",
      "kind": "related"
    },
    {
      "source": "burris-detert-chiaburu-2008",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "burris-detert-chiaburu-2008",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "burris-detert-chiaburu-2008",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "burris-detert-chiaburu-2008",
      "target": "open-secrets",
      "kind": "related"
    },
    {
      "source": "schaubroeck-lam-peng-2011",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "schaubroeck-lam-peng-2011",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "schaubroeck-lam-peng-2011",
      "target": "high-performing-teams",
      "kind": "related"
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "psirf",
      "kind": "related"
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "hop",
      "kind": "related"
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "normal-accidents",
      "kind": "related"
    },
    {
      "source": "tucker-edmondson-2003",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "siemsen-et-al-2009",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "siemsen-et-al-2009",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "siemsen-et-al-2009",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "siemsen-et-al-2009",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "ericsson-simon-1980",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "ericsson-simon-1980",
      "target": "ps-and-science",
      "kind": "related"
    },
    {
      "source": "ericsson-simon-1980",
      "target": "definition-ps",
      "kind": "related"
    },
    {
      "source": "ericsson-simon-1980",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "ericsson-simon-1980",
      "target": "counterfactuals",
      "kind": "related"
    },
    {
      "source": "march-1991",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "march-1991",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "march-1991",
      "target": "hop",
      "kind": "related"
    },
    {
      "source": "march-1991",
      "target": "high-performing-teams",
      "kind": "related"
    },
    {
      "source": "harvey-et-al-2023",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "harvey-et-al-2023",
      "target": "high-performing-teams",
      "kind": "related"
    },
    {
      "source": "nembhard-tucker-2011",
      "target": "psirf",
      "kind": "related"
    },
    {
      "source": "nembhard-tucker-2011",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "nembhard-tucker-2011",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "nembhard-tucker-2011",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "kerrissey-mayo-edmondson-2021",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "kerrissey-mayo-edmondson-2021",
      "target": "high-performing-teams",
      "kind": "related"
    },
    {
      "source": "kerrissey-mayo-edmondson-2021",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "eldor-hodor-cappelli-2023",
      "target": "too-much-ps",
      "kind": "related"
    },
    {
      "source": "eldor-hodor-cappelli-2023",
      "target": "ps-not-comfortable",
      "kind": "related"
    },
    {
      "source": "eldor-hodor-cappelli-2023",
      "target": "definition-ps",
      "kind": "related"
    },
    {
      "source": "eldor-hodor-cappelli-2023",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "eldor-hodor-cappelli-2023",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "follett-1926",
      "target": "power-types",
      "kind": "related"
    },
    {
      "source": "follett-1926",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "follett-1926",
      "target": "local-rationality",
      "kind": "related"
    },
    {
      "source": "follett-1926",
      "target": "hop",
      "kind": "related"
    },
    {
      "source": "follett-1926",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "sherratt-et-al-2023",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "sherratt-et-al-2023",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "sherratt-et-al-2023",
      "target": "hop",
      "kind": "related"
    },
    {
      "source": "sherratt-et-al-2023",
      "target": "local-rationality",
      "kind": "related"
    },
    {
      "source": "sherratt-et-al-2023",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "sherratt-et-al-2023",
      "target": "psirf",
      "kind": "related"
    },
    {
      "source": "dekker-2011-criminalisation",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "dekker-2011-criminalisation",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "dekker-2011-criminalisation",
      "target": "psirf",
      "kind": "related"
    },
    {
      "source": "dekker-2011-criminalisation",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "dekker-2011-criminalisation",
      "target": "open-secrets",
      "kind": "related"
    },
    {
      "source": "dekker-2011-criminalisation",
      "target": "bawa-garba",
      "kind": "related"
    },
    {
      "source": "brescoll-2011",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "brescoll-2011",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "brescoll-2011",
      "target": "power-types",
      "kind": "related"
    },
    {
      "source": "brescoll-2011",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "brescoll-2011",
      "target": "political",
      "kind": "related"
    },
    {
      "source": "mcclean-et-al-2018",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "mcclean-et-al-2018",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "mcclean-et-al-2018",
      "target": "power-types",
      "kind": "related"
    },
    {
      "source": "mcclean-et-al-2018",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "mcclean-et-al-2018",
      "target": "political",
      "kind": "related"
    },
    {
      "source": "ashford-sutcliffe-christianson-2009",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "ashford-sutcliffe-christianson-2009",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "ashford-sutcliffe-christianson-2009",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "ashford-sutcliffe-christianson-2009",
      "target": "building-upwards",
      "kind": "related"
    },
    {
      "source": "roberts-1991",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "roberts-1991",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "roberts-1991",
      "target": "bawa-garba",
      "kind": "related"
    },
    {
      "source": "roberts-1991",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "roberts-1991",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "roberts-1991",
      "target": "accountability",
      "kind": "related"
    },
    {
      "source": "tetlock-1985",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "tetlock-1985",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "tetlock-1985",
      "target": "bawa-garba",
      "kind": "related"
    },
    {
      "source": "tetlock-1985",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "tetlock-1985",
      "target": "accountability",
      "kind": "related"
    },
    {
      "source": "oneill-2002",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "oneill-2002",
      "target": "bawa-garba",
      "kind": "related"
    },
    {
      "source": "oneill-2002",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "oneill-2002",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "oneill-2002",
      "target": "goodharts-law",
      "kind": "related"
    },
    {
      "source": "oneill-2002",
      "target": "accountability",
      "kind": "related"
    },
    {
      "source": "bourdieu-1986",
      "target": "power-types",
      "kind": "related"
    },
    {
      "source": "bourdieu-1986",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "bourdieu-1986",
      "target": "not-same-for-everyone",
      "kind": "related"
    },
    {
      "source": "bourdieu-1986",
      "target": "we-dont-need-ps",
      "kind": "related"
    },
    {
      "source": "bourdieu-1986",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "bourdieu-1986",
      "target": "political",
      "kind": "related"
    },
    {
      "source": "bourdieu-1991",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "bourdieu-1991",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "bourdieu-1991",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "bourdieu-1991",
      "target": "power-types",
      "kind": "related"
    },
    {
      "source": "bourdieu-1991",
      "target": "not-same-for-everyone",
      "kind": "related"
    },
    {
      "source": "bourdieu-1991",
      "target": "political",
      "kind": "related"
    },
    {
      "source": "bourdieu-1991",
      "target": "we-dont-need-ps",
      "kind": "related"
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "we-dont-need-ps",
      "kind": "related"
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "political",
      "kind": "related"
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "we-dont-need-ps",
      "kind": "related"
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "political",
      "kind": "related"
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "history",
      "kind": "related"
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "not-same-for-everyone",
      "kind": "related"
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "five-pillars-critique",
      "kind": "related"
    },
    {
      "source": "busch-curseu-neessen-2026",
      "target": "too-much-ps",
      "kind": "related"
    },
    {
      "source": "huising-2019",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "huising-2019",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "huising-2019",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "huising-2019",
      "target": "local-rationality",
      "kind": "related"
    },
    {
      "source": "huising-2019",
      "target": "can-you-see-the-cat",
      "kind": "related"
    },
    {
      "source": "huising-2019",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "huising-2019",
      "target": "five-ecological",
      "kind": "related"
    },
    {
      "source": "huising-2019",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "huising-2019",
      "target": "we-dont-need-ps",
      "kind": "related"
    },
    {
      "source": "schein-bennis-1965",
      "target": "history",
      "kind": "related"
    },
    {
      "source": "schein-bennis-1965",
      "target": "psychological-safety-a-timeline",
      "kind": "related"
    },
    {
      "source": "schein-bennis-1965",
      "target": "definition-ps",
      "kind": "related"
    },
    {
      "source": "schein-bennis-1965",
      "target": "ancient-world",
      "kind": "related"
    },
    {
      "source": "snowden-boone-2007",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "snowden-boone-2007",
      "target": "thinking-like-ecologist",
      "kind": "related"
    },
    {
      "source": "snowden-boone-2007",
      "target": "five-ecological",
      "kind": "related"
    },
    {
      "source": "snowden-boone-2007",
      "target": "adaptive-cycle",
      "kind": "related"
    },
    {
      "source": "snowden-boone-2007",
      "target": "socy",
      "kind": "related"
    },
    {
      "source": "snowden-boone-2007",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "snowden-boone-2007",
      "target": "hop",
      "kind": "related"
    },
    {
      "source": "mayer-davis-schoorman-1995",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "mayer-davis-schoorman-1995",
      "target": "forced-vulnerability",
      "kind": "related"
    },
    {
      "source": "rousseau-sitkin-burt-camerer-1998",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "rousseau-sitkin-burt-camerer-1998",
      "target": "forced-vulnerability",
      "kind": "related"
    },
    {
      "source": "dirks-ferrin-2001",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "dirks-ferrin-2001",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "dirks-ferrin-2001",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "luhmann-1979",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "luhmann-1979",
      "target": "power-types",
      "kind": "related"
    },
    {
      "source": "luhmann-1979",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "lewicki-bunker-1996",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "lewicki-bunker-1996",
      "target": "contracting",
      "kind": "related"
    },
    {
      "source": "lewicki-bunker-1996",
      "target": "reading-the-air",
      "kind": "related"
    },
    {
      "source": "gargiulo-ertug-2006",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "elangovan-shapiro-1998",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "kerrissey-satterstrom-pae-albert-2024",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "kerrissey-satterstrom-pae-albert-2024",
      "target": "speaking-up-work",
      "kind": "related"
    },
    {
      "source": "smither-london-reilly-2005",
      "target": "strange-confidence-360",
      "kind": "related"
    },
    {
      "source": "inkpen-2008",
      "target": "andon-cord",
      "kind": "related"
    },
    {
      "source": "inkpen-2008",
      "target": "five-ecological",
      "kind": "related"
    },
    {
      "source": "inkpen-2008",
      "target": "rewetting",
      "kind": "related"
    },
    {
      "source": "inkpen-2008",
      "target": "experiments-bets-probes",
      "kind": "related"
    },
    {
      "source": "inkpen-2008",
      "target": "safe-to-fail",
      "kind": "related"
    },
    {
      "source": "inkpen-2008",
      "target": "schein-three-layers",
      "kind": "related"
    },
    {
      "source": "boettcher-et-al-2024",
      "target": "forced-vulnerability",
      "kind": "related"
    },
    {
      "source": "boettcher-et-al-2024",
      "target": "chatham-house",
      "kind": "related"
    },
    {
      "source": "boettcher-et-al-2024",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "boettcher-et-al-2024",
      "target": "startups-inclusion",
      "kind": "related"
    },
    {
      "source": "ghaferi-birkmeyer-dimick-2009",
      "target": "amplifying-weak-signals",
      "kind": "related"
    },
    {
      "source": "ghaferi-birkmeyer-dimick-2009",
      "target": "resilience-engineering",
      "kind": "related"
    },
    {
      "source": "ghaferi-birkmeyer-dimick-2009",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "ghaferi-birkmeyer-dimick-2009",
      "target": "guardrails-failure",
      "kind": "related"
    },
    {
      "source": "ghaferi-birkmeyer-dimick-2009",
      "target": "hop",
      "kind": "related"
    },
    {
      "source": "haynes-et-al-2009",
      "target": "drive-dissent-checklists",
      "kind": "related"
    },
    {
      "source": "haynes-et-al-2009",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "haynes-et-al-2009",
      "target": "hop",
      "kind": "related"
    },
    {
      "source": "haynes-et-al-2009",
      "target": "guardrails-failure",
      "kind": "related"
    },
    {
      "source": "ostrom-2010",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "ostrom-2010",
      "target": "structure-and-power",
      "kind": "related"
    },
    {
      "source": "ostrom-2010",
      "target": "rules",
      "kind": "related"
    },
    {
      "source": "ostrom-2010",
      "target": "five-ecological",
      "kind": "related"
    },
    {
      "source": "ostrom-2010",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "perrow-1984",
      "target": "normal-accidents",
      "kind": "related"
    },
    {
      "source": "perrow-1984",
      "target": "efficiency-resilience",
      "kind": "related"
    },
    {
      "source": "perrow-1984",
      "target": "queueing-theory",
      "kind": "related"
    },
    {
      "source": "perrow-1984",
      "target": "guardrails-failure",
      "kind": "related"
    },
    {
      "source": "perrow-1984",
      "target": "socy",
      "kind": "related"
    },
    {
      "source": "woods-et-al-1994",
      "target": "local-rationality",
      "kind": "related"
    },
    {
      "source": "woods-et-al-1994",
      "target": "human-error",
      "kind": "related"
    },
    {
      "source": "woods-et-al-1994",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "woods-et-al-1994",
      "target": "mining-root-causes",
      "kind": "related"
    },
    {
      "source": "woods-et-al-1994",
      "target": "learning-from-incidents",
      "kind": "related"
    },
    {
      "source": "cook-1998",
      "target": "mining-root-causes",
      "kind": "related"
    },
    {
      "source": "cook-1998",
      "target": "learning-from-incidents",
      "kind": "related"
    },
    {
      "source": "cook-1998",
      "target": "guardrails-failure",
      "kind": "related"
    },
    {
      "source": "cook-1998",
      "target": "safe-to-fail",
      "kind": "related"
    },
    {
      "source": "cook-1998",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "cook-1998",
      "target": "socy",
      "kind": "related"
    },
    {
      "source": "french-raven-1959",
      "target": "power-types",
      "kind": "related"
    },
    {
      "source": "french-raven-1959",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "french-raven-1959",
      "target": "structure-and-power",
      "kind": "related"
    },
    {
      "source": "french-raven-1959",
      "target": "rules",
      "kind": "related"
    },
    {
      "source": "keltner-gruenfeld-anderson-2003",
      "target": "power-types",
      "kind": "related"
    },
    {
      "source": "keltner-gruenfeld-anderson-2003",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "keltner-gruenfeld-anderson-2003",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "keltner-gruenfeld-anderson-2003",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "keltner-gruenfeld-anderson-2003",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "holling-2001",
      "target": "five-ecological",
      "kind": "related"
    },
    {
      "source": "holling-2001",
      "target": "individual-resilience",
      "kind": "related"
    },
    {
      "source": "holling-2001",
      "target": "myth-self-reliance",
      "kind": "related"
    },
    {
      "source": "holling-2001",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "deming-1986",
      "target": "deming",
      "kind": "related"
    },
    {
      "source": "deming-1986",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "deming-1986",
      "target": "bawa-garba",
      "kind": "related"
    },
    {
      "source": "fabre-et-al-2022",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "fabre-et-al-2022",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "fabre-et-al-2022",
      "target": "tenerife",
      "kind": "related"
    },
    {
      "source": "fabre-et-al-2022",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "fabre-et-al-2022",
      "target": "hippo",
      "kind": "related"
    },
    {
      "source": "kish-gephart-detert-trevino-edmondson-2009",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "kish-gephart-detert-trevino-edmondson-2009",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "kish-gephart-detert-trevino-edmondson-2009",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "kish-gephart-detert-trevino-edmondson-2009",
      "target": "ps-bravery",
      "kind": "related"
    },
    {
      "source": "edmondson-2003b",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "edmondson-2003b",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "edmondson-2003b",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "edmondson-2003b",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "edmondson-besieux-2021",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "edmondson-besieux-2021",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "edmondson-besieux-2021",
      "target": "reading-the-air",
      "kind": "related"
    },
    {
      "source": "edmondson-besieux-2021",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "edmondson-kerrissey-2025",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "edmondson-kerrissey-2025",
      "target": "ps-isnt-enough",
      "kind": "related"
    },
    {
      "source": "edmondson-kerrissey-2025",
      "target": "psi",
      "kind": "related"
    },
    {
      "source": "edmondson-kerrissey-2025",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "edmondson-2011",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "edmondson-2011",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "edmondson-2011",
      "target": "bawa-garba",
      "kind": "related"
    },
    {
      "source": "edmondson-2011",
      "target": "tenerife",
      "kind": "related"
    },
    {
      "source": "harvey-bresman-edmondson-pisano-2022",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "harvey-bresman-edmondson-pisano-2022",
      "target": "high-performing-teams",
      "kind": "related"
    },
    {
      "source": "harvey-bresman-edmondson-pisano-2022",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "harvey-bresman-edmondson-pisano-2022",
      "target": "project-aristotle",
      "kind": "related"
    },
    {
      "source": "harvey-cromwell-johnson-edmondson-2023",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "harvey-cromwell-johnson-edmondson-2023",
      "target": "high-performing-teams",
      "kind": "related"
    },
    {
      "source": "harvey-cromwell-johnson-edmondson-2023",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "harvey-cromwell-johnson-edmondson-2023",
      "target": "project-aristotle",
      "kind": "related"
    },
    {
      "source": "cannon-edmondson-2005",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "cannon-edmondson-2005",
      "target": "bawa-garba",
      "kind": "related"
    },
    {
      "source": "cannon-edmondson-2005",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "cannon-edmondson-2005",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "goodman-et-al-2011",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "goodman-et-al-2011",
      "target": "bawa-garba",
      "kind": "related"
    },
    {
      "source": "goodman-et-al-2011",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "goodman-et-al-2011",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "edmondson-mcmanus-2007",
      "target": "qualitative-measurement",
      "kind": "related"
    },
    {
      "source": "edmondson-mcmanus-2007",
      "target": "psi",
      "kind": "related"
    },
    {
      "source": "edmondson-mcmanus-2007",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "edmondson-2018",
      "target": "what-is-ps",
      "kind": "related"
    },
    {
      "source": "edmondson-2018",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "edmondson-2018",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "edmondson-2018",
      "target": "ps-isnt-enough",
      "kind": "related"
    },
    {
      "source": "vogus-sutcliffe-2007",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "vogus-sutcliffe-2007",
      "target": "bawa-garba",
      "kind": "related"
    },
    {
      "source": "vogus-sutcliffe-2007",
      "target": "psi",
      "kind": "related"
    },
    {
      "source": "vogus-sutcliffe-2007",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "morrison-2023",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "morrison-2023",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "morrison-2023",
      "target": "ps-bravery",
      "kind": "related"
    },
    {
      "source": "morrison-2023",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "sanner-bunderson-2015",
      "target": "ps-isnt-enough",
      "kind": "related"
    },
    {
      "source": "sanner-bunderson-2015",
      "target": "utility",
      "kind": "related"
    },
    {
      "source": "sanner-bunderson-2015",
      "target": "psi",
      "kind": "related"
    },
    {
      "source": "sanner-bunderson-2015",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "sherf-parke-isaakyan-2021",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "sherf-parke-isaakyan-2021",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "sherf-parke-isaakyan-2021",
      "target": "ps-bravery",
      "kind": "related"
    },
    {
      "source": "sherf-parke-isaakyan-2021",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "deng-leung-lam-huang-2019",
      "target": "ps-isnt-enough",
      "kind": "related"
    },
    {
      "source": "deng-leung-lam-huang-2019",
      "target": "utility",
      "kind": "related"
    },
    {
      "source": "deng-leung-lam-huang-2019",
      "target": "psi",
      "kind": "related"
    },
    {
      "source": "coutifaris-grant-2021",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "coutifaris-grant-2021",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "coutifaris-grant-2021",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "coutifaris-grant-2021",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "kerrissey-satterstrom-edmondson-2020",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "kerrissey-satterstrom-edmondson-2020",
      "target": "learning-teams",
      "kind": "related"
    },
    {
      "source": "kerrissey-satterstrom-edmondson-2020",
      "target": "high-performing-teams",
      "kind": "related"
    },
    {
      "source": "dutton-ashford-1993",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "dutton-ashford-1993",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "dutton-ashford-1993",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "dutton-ashford-1993",
      "target": "ps-bravery",
      "kind": "related"
    },
    {
      "source": "van-dyne-ang-botero-2003",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "van-dyne-ang-botero-2003",
      "target": "how-respond",
      "kind": "related"
    },
    {
      "source": "van-dyne-ang-botero-2003",
      "target": "barriers",
      "kind": "related"
    },
    {
      "source": "van-dyne-ang-botero-2003",
      "target": "ps-bravery",
      "kind": "related"
    },
    {
      "source": "roberto-2002",
      "target": "everest",
      "kind": "related"
    },
    {
      "source": "roberto-2002",
      "target": "tenerife",
      "kind": "related"
    },
    {
      "source": "roberto-2002",
      "target": "challenger",
      "kind": "related"
    },
    {
      "source": "roberto-2002",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "roberto-2002",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "roberto-2002",
      "target": "fundamental-attribution",
      "kind": "related"
    },
    {
      "source": "laporte-consolini-1991",
      "target": "normal-accidents",
      "kind": "related"
    },
    {
      "source": "laporte-consolini-1991",
      "target": "resilience-engineering",
      "kind": "related"
    },
    {
      "source": "laporte-consolini-1991",
      "target": "safety-i-ii",
      "kind": "related"
    },
    {
      "source": "laporte-consolini-1991",
      "target": "efficiency-resilience",
      "kind": "related"
    },
    {
      "source": "laporte-consolini-1991",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "laporte-consolini-1991",
      "target": "sharp-blunt-end",
      "kind": "related"
    },
    {
      "source": "laporte-consolini-1991",
      "target": "redundancy-layoffs",
      "kind": "related"
    },
    {
      "source": "hirschman-1970",
      "target": "speaking-up-work",
      "kind": "related"
    },
    {
      "source": "hirschman-1970",
      "target": "silence-types",
      "kind": "related"
    },
    {
      "source": "hirschman-1970",
      "target": "whistleblowing",
      "kind": "related"
    },
    {
      "source": "hirschman-1970",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "hirschman-1970",
      "target": "telling-boss-bad-news",
      "kind": "related"
    },
    {
      "source": "hirschman-1970",
      "target": "when-against-you",
      "kind": "related"
    },
    {
      "source": "weick-sutcliffe-obstfeld-1999",
      "target": "normal-accidents",
      "kind": "related"
    },
    {
      "source": "weick-sutcliffe-obstfeld-1999",
      "target": "resilience-engineering",
      "kind": "related"
    },
    {
      "source": "weick-sutcliffe-obstfeld-1999",
      "target": "safety-i-ii",
      "kind": "related"
    },
    {
      "source": "weick-sutcliffe-obstfeld-1999",
      "target": "amplifying-weak-signals",
      "kind": "related"
    },
    {
      "source": "weick-sutcliffe-obstfeld-1999",
      "target": "andon-cord",
      "kind": "related"
    },
    {
      "source": "weick-sutcliffe-obstfeld-1999",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "vaughan-1996",
      "target": "challenger",
      "kind": "related"
    },
    {
      "source": "vaughan-1996",
      "target": "normal-accidents",
      "kind": "related"
    },
    {
      "source": "vaughan-1996",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "vaughan-1996",
      "target": "categorising-failure",
      "kind": "related"
    },
    {
      "source": "vaughan-1996",
      "target": "sharp-blunt-end",
      "kind": "related"
    },
    {
      "source": "shore-et-al-2011",
      "target": "dei-ps",
      "kind": "related"
    },
    {
      "source": "shore-et-al-2011",
      "target": "diversity-performance",
      "kind": "related"
    },
    {
      "source": "shore-et-al-2011",
      "target": "ps-diverse-groups",
      "kind": "related"
    },
    {
      "source": "shore-et-al-2011",
      "target": "neurodiversity",
      "kind": "related"
    },
    {
      "source": "shore-et-al-2011",
      "target": "accessibility",
      "kind": "related"
    },
    {
      "source": "ely-thomas-2001",
      "target": "diversity-performance",
      "kind": "related"
    },
    {
      "source": "ely-thomas-2001",
      "target": "dei-ps",
      "kind": "related"
    },
    {
      "source": "ely-thomas-2001",
      "target": "ps-diverse-groups",
      "kind": "related"
    },
    {
      "source": "ely-thomas-2001",
      "target": "startups-inclusion",
      "kind": "related"
    },
    {
      "source": "ostrom-1990",
      "target": "community",
      "kind": "related"
    },
    {
      "source": "ostrom-1990",
      "target": "fabric",
      "kind": "related"
    },
    {
      "source": "ostrom-1990",
      "target": "structure-and-power",
      "kind": "related"
    },
    {
      "source": "ostrom-1990",
      "target": "rules",
      "kind": "related"
    },
    {
      "source": "ostrom-1990",
      "target": "five-ecological",
      "kind": "related"
    },
    {
      "source": "walker-et-al-2004",
      "target": "adaptive-cycle",
      "kind": "related"
    },
    {
      "source": "walker-et-al-2004",
      "target": "efficiency-resilience",
      "kind": "related"
    },
    {
      "source": "walker-et-al-2004",
      "target": "resilience-engineering",
      "kind": "related"
    },
    {
      "source": "walker-et-al-2004",
      "target": "rewetting",
      "kind": "related"
    },
    {
      "source": "walker-et-al-2004",
      "target": "five-ecological",
      "kind": "related"
    },
    {
      "source": "kluger-denisi-1996",
      "target": "feedback",
      "kind": "related"
    },
    {
      "source": "kluger-denisi-1996",
      "target": "strange-confidence-360",
      "kind": "related"
    },
    {
      "source": "kluger-denisi-1996",
      "target": "all-feedback-subjective",
      "kind": "related"
    },
    {
      "source": "kluger-denisi-1996",
      "target": "delivering-feedback-workshop",
      "kind": "related"
    },
    {
      "source": "kluger-denisi-1996",
      "target": "giving-feedback",
      "kind": "related"
    },
    {
      "source": "meadows-1999",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "meadows-1999",
      "target": "emergence",
      "kind": "related"
    },
    {
      "source": "meadows-1999",
      "target": "five-ecological",
      "kind": "related"
    },
    {
      "source": "meadows-1999",
      "target": "adaptive-cycle",
      "kind": "related"
    },
    {
      "source": "meadows-1999",
      "target": "fabric",
      "kind": "related"
    },
    {
      "source": "rasmussen-1997",
      "target": "wai-wad",
      "kind": "related"
    },
    {
      "source": "rasmussen-1997",
      "target": "sharp-blunt-end",
      "kind": "related"
    },
    {
      "source": "rasmussen-1997",
      "target": "efficiency-resilience",
      "kind": "related"
    },
    {
      "source": "rasmussen-1997",
      "target": "safety-i-ii",
      "kind": "related"
    },
    {
      "source": "rasmussen-1997",
      "target": "normal-accidents",
      "kind": "related"
    },
    {
      "source": "carmeli-gittell-2009",
      "target": "trust",
      "kind": "related"
    },
    {
      "source": "carmeli-gittell-2009",
      "target": "fabric",
      "kind": "related"
    },
    {
      "source": "carmeli-gittell-2009",
      "target": "categorising-failure",
      "kind": "related"
    },
    {
      "source": "carmeli-gittell-2009",
      "target": "bawa-garba",
      "kind": "related"
    },
    {
      "source": "carmeli-gittell-2009",
      "target": "being-approachable",
      "kind": "related"
    },
    {
      "source": "may-gilson-harter-2004",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "may-gilson-harter-2004",
      "target": "benefits",
      "kind": "related"
    },
    {
      "source": "may-gilson-harter-2004",
      "target": "individual-resilience",
      "kind": "related"
    },
    {
      "source": "may-gilson-harter-2004",
      "target": "measuring-questions",
      "kind": "related"
    },
    {
      "source": "ridgway-1956",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "ridgway-1956",
      "target": "goodharts-law",
      "kind": "related"
    },
    {
      "source": "vaughan-1999",
      "target": "challenger",
      "kind": "related"
    },
    {
      "source": "vaughan-1999",
      "target": "chernobyl",
      "kind": "related"
    },
    {
      "source": "woods-2018",
      "target": "safety-i-ii",
      "kind": "related"
    },
    {
      "source": "woods-2018",
      "target": "adaptive-cycle",
      "kind": "related"
    },
    {
      "source": "weick-sutcliffe-obstfeld-2005",
      "target": "amplifying-weak-signals",
      "kind": "related"
    },
    {
      "source": "weick-sutcliffe-obstfeld-2005",
      "target": "chernobyl",
      "kind": "related"
    },
    {
      "source": "cherns-1976",
      "target": "sociotechnical",
      "kind": "related"
    },
    {
      "source": "kessler-bierly-gopalakrishnan-2001",
      "target": "vasa",
      "kind": "related"
    },
    {
      "source": "guglielmo-monroe-malle-2009",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "guglielmo-monroe-malle-2009",
      "target": "accountability",
      "kind": "related"
    },
    {
      "source": "catalano-et-al-2018",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "catalano-et-al-2018",
      "target": "blametropism",
      "kind": "related"
    },
    {
      "source": "vath-et-al-2024",
      "target": "streetlight",
      "kind": "related"
    },
    {
      "source": "vath-et-al-2024",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "siad-rabi-2021",
      "target": "psychological-safety-in-healthcare",
      "kind": "related"
    },
    {
      "source": "grailey-et-al-2021",
      "target": "psychological-safety-in-healthcare",
      "kind": "related"
    },
    {
      "source": "pelrine-2011",
      "target": "agile",
      "kind": "related"
    },
    {
      "source": "pelrine-2011",
      "target": "safe-to-fail",
      "kind": "related"
    },
    {
      "source": "kurtz-snowden-2003",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "kurtz-snowden-2003",
      "target": "safe-to-fail",
      "kind": "related"
    },
    {
      "source": "rittel-webber-1973",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "rittel-webber-1973",
      "target": "safe-to-fail",
      "kind": "related"
    },
    {
      "source": "stacey-1995",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "stacey-1995",
      "target": "emergence",
      "kind": "related"
    },
    {
      "source": "preiser-et-al-2018",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "preiser-et-al-2018",
      "target": "adaptive-cycle",
      "kind": "related"
    },
    {
      "source": "page-2015",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "page-2015",
      "target": "ps-diverse-groups",
      "kind": "related"
    },
    {
      "source": "centola-et-al-2018",
      "target": "socy",
      "kind": "related"
    },
    {
      "source": "centola-et-al-2018",
      "target": "amplifying-weak-signals",
      "kind": "related"
    },
    {
      "source": "greenhalgh-papoutsi-2018",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "greenhalgh-papoutsi-2018",
      "target": "psychological-safety-in-healthcare",
      "kind": "related"
    },
    {
      "source": "reiman-et-al-2015",
      "target": "resilience-engineering",
      "kind": "related"
    },
    {
      "source": "reiman-et-al-2015",
      "target": "guardrails-failure",
      "kind": "related"
    },
    {
      "source": "kohn-2011",
      "target": "goodharts-law",
      "kind": "related"
    },
    {
      "source": "kohn-2011",
      "target": "ethical-measurement",
      "kind": "related"
    },
    {
      "source": "woodson-2020",
      "target": "ps-diverse-groups",
      "kind": "related"
    },
    {
      "source": "luva-naweed-2021",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "luva-naweed-2021",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "katz-et-al-2019",
      "target": "psychological-safety-in-healthcare",
      "kind": "related"
    },
    {
      "source": "freeman-1972",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "hooks-1994",
      "target": "ps-diverse-groups",
      "kind": "related"
    },
    {
      "source": "freire-1970",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "havinga-et-al-2017",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "havinga-et-al-2017",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "salem-et-al-2021",
      "target": "ps-diverse-groups",
      "kind": "related"
    },
    {
      "source": "salem-et-al-2021",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "weick-1990",
      "target": "tenerife",
      "kind": "related"
    },
    {
      "source": "weick-1990",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "weick-1990",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "read-et-al-2021",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "read-et-al-2021",
      "target": "hop",
      "kind": "related"
    },
    {
      "source": "read-et-al-2021",
      "target": "resilience-engineering",
      "kind": "related"
    },
    {
      "source": "shorrock-et-al-2014",
      "target": "hop",
      "kind": "related"
    },
    {
      "source": "shorrock-et-al-2014",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "shorrock-et-al-2014",
      "target": "resilience-engineering",
      "kind": "related"
    },
    {
      "source": "kanter-1977",
      "target": "ps-diverse-groups",
      "kind": "related"
    },
    {
      "source": "kanter-1977",
      "target": "not-same-for-everyone",
      "kind": "related"
    },
    {
      "source": "acker-1990",
      "target": "ps-isnt-enough",
      "kind": "related"
    },
    {
      "source": "acker-1990",
      "target": "inclusion",
      "kind": "related"
    },
    {
      "source": "crenshaw-1989",
      "target": "not-same-for-everyone",
      "kind": "related"
    },
    {
      "source": "crenshaw-1989",
      "target": "team-safest-person",
      "kind": "related"
    },
    {
      "source": "cameron-2014",
      "target": "not-same-for-everyone",
      "kind": "related"
    },
    {
      "source": "cameron-2014",
      "target": "ps-and-belonging",
      "kind": "related"
    },
    {
      "source": "cameron-2014",
      "target": "reading-the-air",
      "kind": "related"
    },
    {
      "source": "pate-cornell-1993",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "pate-cornell-1993",
      "target": "andon-cord",
      "kind": "related"
    },
    {
      "source": "pate-cornell-1993",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "reader-oconnor-2014",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "reader-oconnor-2014",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "reader-oconnor-2014",
      "target": "andon-cord",
      "kind": "related"
    },
    {
      "source": "hopkins-2009",
      "target": "goodharts-law",
      "kind": "related"
    },
    {
      "source": "hopkins-2009",
      "target": "beyond-metrics",
      "kind": "related"
    },
    {
      "source": "hopkins-2009",
      "target": "measurement",
      "kind": "related"
    },
    {
      "source": "leveson-2004",
      "target": "resilience-engineering",
      "kind": "related"
    },
    {
      "source": "leveson-2004",
      "target": "hop",
      "kind": "related"
    },
    {
      "source": "leveson-2004",
      "target": "guardrails-failure",
      "kind": "related"
    },
    {
      "source": "bartunek-et-al-2006",
      "target": "psychological-safety-in-healthcare",
      "kind": "related"
    },
    {
      "source": "bartunek-et-al-2006",
      "target": "org-transformation-factors",
      "kind": "related"
    },
    {
      "source": "bartunek-et-al-2006",
      "target": "redundancy-layoffs",
      "kind": "related"
    },
    {
      "source": "sutcliffe-lewton-rosenthal-2004",
      "target": "psychological-safety-in-healthcare",
      "kind": "related"
    },
    {
      "source": "sutcliffe-lewton-rosenthal-2004",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "sutcliffe-lewton-rosenthal-2004",
      "target": "leadership-healthcare-crm",
      "kind": "related"
    },
    {
      "source": "abou-hanna-et-al-2021",
      "target": "ps-in-education",
      "kind": "related"
    },
    {
      "source": "abou-hanna-et-al-2021",
      "target": "ps-students",
      "kind": "related"
    },
    {
      "source": "abou-hanna-et-al-2021",
      "target": "safer-to-fail-teaching",
      "kind": "related"
    },
    {
      "source": "everett-sohal-1991",
      "target": "andon-cord",
      "kind": "related"
    },
    {
      "source": "everett-sohal-1991",
      "target": "safe-to-fail",
      "kind": "related"
    },
    {
      "source": "everett-sohal-1991",
      "target": "learning-from-incidents",
      "kind": "related"
    },
    {
      "source": "tasker-jones-brake-2023",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "tasker-jones-brake-2023",
      "target": "psychological-safety-in-healthcare",
      "kind": "related"
    },
    {
      "source": "tasker-jones-brake-2023",
      "target": "learning-from-incidents",
      "kind": "related"
    },
    {
      "source": "cilliers-1998",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "cilliers-1998",
      "target": "ecotones",
      "kind": "related"
    },
    {
      "source": "juarrero-1999",
      "target": "complexity",
      "kind": "related"
    },
    {
      "source": "juarrero-1999",
      "target": "safe-to-fail",
      "kind": "related"
    },
    {
      "source": "kernick-2021",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "kernick-2021",
      "target": "learning-from-incidents",
      "kind": "related"
    },
    {
      "source": "kernick-2021",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "boothby-et-al-2018",
      "target": "prospect-theory",
      "kind": "related"
    },
    {
      "source": "boothby-et-al-2018",
      "target": "calculus",
      "kind": "related"
    },
    {
      "source": "boothby-et-al-2018",
      "target": "power-of-silence",
      "kind": "related"
    },
    {
      "source": "helmreich-merritt-wilhelm-1999",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "helmreich-merritt-wilhelm-1999",
      "target": "tenerife",
      "kind": "related"
    },
    {
      "source": "helmreich-merritt-wilhelm-1999",
      "target": "just-culture",
      "kind": "related"
    },
    {
      "source": "milanovich-et-al-1998",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "milanovich-et-al-1998",
      "target": "tenerife",
      "kind": "related"
    },
    {
      "source": "milanovich-et-al-1998",
      "target": "power-types",
      "kind": "related"
    },
    {
      "source": "beaubien-baker-2002",
      "target": "crm",
      "kind": "related"
    },
    {
      "source": "kelso-2009",
      "target": "amplifying-weak-signals",
      "kind": "related"
    },
    {
      "source": "kelso-2009",
      "target": "ambiguity",
      "kind": "related"
    },
    {
      "source": "kelso-2009",
      "target": "goodharts-law",
      "kind": "related"
    },
    {
      "source": "patterson-wears-2015",
      "target": "resilience-engineering",
      "kind": "related"
    },
    {
      "source": "patterson-wears-2015",
      "target": "watermelon",
      "kind": "related"
    },
    {
      "source": "patterson-wears-2015",
      "target": "sharp-blunt-end",
      "kind": "related"
    },
    {
      "source": "patterson-wears-2015",
      "target": "queueing-theory",
      "kind": "related"
    },
    {
      "source": "schroder-hinrichs-et-al-2012",
      "target": "reducing-power-gradients",
      "kind": "related"
    },
    {
      "source": "schroder-hinrichs-et-al-2012",
      "target": "learning-from-incidents",
      "kind": "related"
    },
    {
      "source": "schroder-hinrichs-et-al-2012",
      "target": "safety-i-ii",
      "kind": "related"
    }
  ]
}