Media-Policy Feedback Loop Model

{
  "id": "media-policy-feedback-loop",
  "wikiId": "E196",
  "path": "/knowledge-base/models/media-policy-feedback-loop/",
  "filePath": "knowledge-base/models/media-policy-feedback-loop.mdx",
  "title": "Media-Policy Feedback Loop Model",
  "quality": 53,
  "readerImportance": 83.5,
  "researchImportance": 84.5,
  "tacticalValue": 70,
  "contentFormat": "article",
  "causalLevel": null,
  "lastUpdated": "2025-12-27",
  "dateCreated": "2026-02-15",
  "summary": "System dynamics model analyzing feedback loops between media coverage, public concern, and AI policy using coupled differential equations. Finds 6-18 month lag from coverage spikes to regulatory response, estimates ~6% of coverage translates to durable public concern, and projects 25% probability of crisis-driven policy window by 2028 with current system state at M=0.35, C=0.32, P=0.25.",
  "description": "This model analyzes cycles between media coverage, public opinion, and AI policy. It finds media framing significantly shapes policy windows, with 6-18 month lag between coverage spikes and regulatory response.",
  "ratings": {
    "focus": 8.5,
    "novelty": 4,
    "rigor": 5.5,
    "completeness": 7,
    "concreteness": 6.5,
    "actionability": 6
  },
  "category": "models",
  "subcategory": "governance-models",
  "clusters": [
    "ai-safety",
    "governance",
    "epistemics"
  ],
  "metrics": {
    "wordCount": 2779,
    "tableCount": 10,
    "diagramCount": 0,
    "internalLinks": 4,
    "externalLinks": 0,
    "footnoteCount": 0,
    "bulletRatio": 0.47,
    "sectionCount": 47,
    "hasOverview": true,
    "structuralScore": 10
  },
  "suggestedQuality": 67,
  "updateFrequency": 90,
  "evergreen": true,
  "wordCount": 2779,
  "unconvertedLinks": [],
  "unconvertedLinkCount": 0,
  "convertedLinkCount": 0,
  "backlinkCount": 2,
  "hallucinationRisk": {
    "level": "medium",
    "score": 60,
    "factors": [
      "no-citations",
      "few-external-sources"
    ]
  },
  "entityType": "analysis",
  "redundancy": {
    "maxSimilarity": 20,
    "similarPages": [
      {
        "id": "public-opinion-evolution",
        "title": "Public Opinion Evolution Model",
        "path": "/knowledge-base/models/public-opinion-evolution/",
        "similarity": 20
      },
      {
        "id": "institutional-adaptation-speed",
        "title": "Institutional Adaptation Speed Model",
        "path": "/knowledge-base/models/institutional-adaptation-speed/",
        "similarity": 14
      },
      {
        "id": "epistemic-collapse-threshold",
        "title": "Epistemic Collapse Threshold Model",
        "path": "/knowledge-base/models/epistemic-collapse-threshold/",
        "similarity": 13
      },
      {
        "id": "feedback-loops",
        "title": "Feedback Loop & Cascade Model",
        "path": "/knowledge-base/models/feedback-loops/",
        "similarity": 13
      },
      {
        "id": "irreversibility-threshold",
        "title": "Irreversibility Threshold Model",
        "path": "/knowledge-base/models/irreversibility-threshold/",
        "similarity": 13
      }
    ]
  },
  "coverage": {
    "passing": 4,
    "total": 13,
    "targets": {
      "tables": 11,
      "diagrams": 1,
      "internalLinks": 22,
      "externalLinks": 14,
      "footnotes": 8,
      "references": 8
    },
    "actuals": {
      "tables": 10,
      "diagrams": 0,
      "internalLinks": 4,
      "externalLinks": 0,
      "footnotes": 0,
      "references": 0,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "summary": "green",
      "schedule": "green",
      "entity": "green",
      "editHistory": "red",
      "overview": "green",
      "tables": "amber",
      "diagrams": "red",
      "internalLinks": "amber",
      "externalLinks": "red",
      "footnotes": "red",
      "references": "red",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:4 R:5.5 A:6 C:7"
  },
  "readerRank": 60,
  "researchRank": 59,
  "recommendedScore": 151.34
}

No external links