{
  "schema_version": 1,
  "topic_id": "decision-making",
  "topic_title": "Decision Making",
  "domain_id": "focus-action",
  "domain_title": "Focus & Action",
  "ontology_status": "growth-gap",
  "baseline_status": "growth-gap",
  "question": "Which lightweight decision-hygiene practices improve judgment or reduce avoidable errors outside tightly controlled laboratory tasks?",
  "evidence_target": "Prefer systematic reviews, meta-analyses, or field experiments on checklists, premortems, debiasing, or structured decision processes.",
  "guardrail": "Keep effects task-specific; do not promise that a checklist removes bias.",
  "stage": "ready-for-resolution",
  "stage_label": "Ready for resolution review",
  "stage_summary": "A reviewed Evidence Decision and trusted Topic protocol exist, but no explicit closure record exists yet.",
  "canonical_url": "https://brali-lifeos.github.io/research/gaps/decision-making/",
  "research_queries": [
    {
      "id": "work-decision-hygiene",
      "query": "decision making checklist premortem debiasing systematic review workplace",
      "risk_flags": []
    },
    {
      "id": "work-human-ai-decision-calibration",
      "query": "generative AI human AI collaboration workflow calibration delegation agency self-efficacy systematic review randomized experiment organizational",
      "risk_flags": []
    }
  ],
  "candidates": [
    {
      "id": "crossref:10.1037/0022-3514.47.6.1231",
      "title": "Considering the opposite: A corrective strategy for social judgment",
      "status": "propose-protocol",
      "publication_date": "1984-12-01",
      "reference_url": "https://doi.org/10.1037/0022-3514.47.6.1231"
    },
    {
      "id": "crossref:10.1038/s41562-025-02253-y",
      "title": "Systematic review and meta-analysis of educational approaches to reduce cognitive biases among students",
      "status": "support-existing",
      "publication_date": "2025-08-26",
      "reference_url": "https://doi.org/10.1038/s41562-025-02253-y"
    },
    {
      "id": "crossref:10.1038/s41598-026-42312-6",
      "title": "Relying on AI at work reduces self-efficacy, ownership, and meaning while active collaboration mitigates the effects",
      "status": "propose-protocol",
      "publication_date": "2026-03-15",
      "reference_url": "https://doi.org/10.1038/s41598-026-42312-6"
    },
    {
      "id": "crossref:10.1162/99608f92.0e98898d",
      "title": "Bias in the Loop: How Humans Evaluate AI-Generated Suggestions",
      "status": "propose-protocol",
      "publication_date": "2026-04-30",
      "reference_url": "https://doi.org/10.1162/99608f92.0e98898d"
    },
    {
      "id": "crossref:10.2139/ssrn.5395709",
      "title": "Voice AI in Firms: A Natural Field Experiment on Automated Job Interviews",
      "status": "propose-protocol",
      "publication_date": "2025-08-18",
      "reference_url": "https://doi.org/10.2139/ssrn.5395709"
    }
  ],
  "evidence_decisions": [
    {
      "id": "ai-review-correction-friction-boundary-2026",
      "decision": "propose-protocol",
      "reviewed_at": "2026-08-29",
      "source_title": "Bias in the Loop: How Humans Evaluate AI-Generated Suggestions",
      "ledger_url": "https://brali-lifeos.github.io/evidence/ai-review-correction-friction-boundary-2026/"
    },
    {
      "id": "ai-structured-intake-human-judgment-boundary-2026",
      "decision": "propose-protocol",
      "reviewed_at": "2026-08-29",
      "source_title": "Voice AI in Firms: A Natural Field Experiment on Automated Job Interviews",
      "ledger_url": "https://brali-lifeos.github.io/evidence/ai-structured-intake-human-judgment-boundary-2026/"
    },
    {
      "id": "consider-opposite-social-judgment-boundary-1984",
      "decision": "propose-protocol",
      "reviewed_at": "2026-09-11",
      "source_title": "Considering the opposite: A corrective strategy for social judgment",
      "ledger_url": "https://brali-lifeos.github.io/evidence/consider-opposite-social-judgment-boundary-1984/"
    },
    {
      "id": "debiasing-education-transfer-boundary-2025",
      "decision": "support-existing",
      "reviewed_at": "2026-09-11",
      "source_title": "Systematic review and meta-analysis of educational approaches to reduce cognitive biases among students",
      "ledger_url": "https://brali-lifeos.github.io/evidence/debiasing-education-transfer-boundary-2025/"
    },
    {
      "id": "human-first-ai-collaboration-boundary-2026",
      "decision": "propose-protocol",
      "reviewed_at": "2026-08-26",
      "source_title": "Relying on AI at work reduces self-efficacy, ownership, and meaning while active collaboration mitigates the effects",
      "ledger_url": "https://brali-lifeos.github.io/evidence/human-first-ai-collaboration-boundary-2026/"
    }
  ],
  "trusted_protocols": [
    {
      "slug": "ai-premortem-risk-planner",
      "title": "AI-Assisted Premortem",
      "url": "https://brali-lifeos.github.io/life-os/ai-premortem-risk-planner/",
      "evidence_status": "practical"
    },
    {
      "slug": "consider-the-opposite",
      "title": "Before You Commit to a Judgment, Consider the Opposite",
      "url": "https://brali-lifeos.github.io/life-os/consider-the-opposite/",
      "evidence_status": "reviewed"
    },
    {
      "slug": "context-guard-for-decisions",
      "title": "Check the Operating Context Before Reusing a Decision",
      "url": "https://brali-lifeos.github.io/life-os/context-guard-for-decisions/",
      "evidence_status": "practical"
    },
    {
      "slug": "avoid-gamblers-fallacy-trust-the-odds",
      "title": "Check Whether a Streak Changes the Next Event",
      "url": "https://brali-lifeos.github.io/life-os/avoid-gamblers-fallacy-trust-the-odds/",
      "evidence_status": "practical"
    },
    {
      "slug": "break-familiarity-bias",
      "title": "Check Whether Familiarity Is Driving a Low-Stakes Choice",
      "url": "https://brali-lifeos.github.io/life-os/break-familiarity-bias/",
      "evidence_status": "practical"
    },
    {
      "slug": "ab-test-learning-loop",
      "title": "Compare Two Approaches and Learn From the Result",
      "url": "https://brali-lifeos.github.io/life-os/ab-test-learning-loop/",
      "evidence_status": "practical"
    },
    {
      "slug": "decision-calibration-journal",
      "title": "Decision Calibration Journal",
      "url": "https://brali-lifeos.github.io/life-os/decision-calibration-journal/",
      "evidence_status": "practical"
    },
    {
      "slug": "avoid-contrast-effect",
      "title": "Judge Each Option Against the Same Criteria",
      "url": "https://brali-lifeos.github.io/life-os/avoid-contrast-effect/",
      "evidence_status": "practical"
    },
    {
      "slug": "confidence-calibration-habit",
      "title": "Record What Would Change Your Confidence Before You Commit",
      "url": "https://brali-lifeos.github.io/life-os/confidence-calibration-habit/",
      "evidence_status": "practical"
    },
    {
      "slug": "confirmation-bias-challenge",
      "title": "Run One Disconfirming Check Before a Consequential Commitment",
      "url": "https://brali-lifeos.github.io/life-os/confirmation-bias-challenge/",
      "evidence_status": "practical"
    },
    {
      "slug": "control-to-action-compass",
      "title": "Separate Controllable Actions From Dependencies and Outcomes",
      "url": "https://brali-lifeos.github.io/life-os/control-to-action-compass/",
      "evidence_status": "practical"
    },
    {
      "slug": "circles-of-control-planner",
      "title": "Separate Outcomes From Actions You Can Control",
      "url": "https://brali-lifeos.github.io/life-os/circles-of-control-planner/",
      "evidence_status": "practical"
    },
    {
      "slug": "ai-decision-alternatives",
      "title": "Use AI to Widen the Option Set, Not Make the Decision",
      "url": "https://brali-lifeos.github.io/life-os/ai-decision-alternatives/",
      "evidence_status": "reviewed"
    },
    {
      "slug": "process-of-elimination-tracker",
      "title": "Use Elimination Rules to Narrow a Decision",
      "url": "https://brali-lifeos.github.io/life-os/process-of-elimination-tracker/",
      "evidence_status": "practical"
    }
  ],
  "resolution": null,
  "coverage": {
    "id": "decision-making",
    "title": "Decision Making",
    "domain_id": "focus-action",
    "status": "growth-gap",
    "entries": 15,
    "research_candidates": 5
  }
}
