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 "identifier": "kaal:position:2026-07-31-7218",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Organizational Ai Governance 24Bb63D1C6",
 "text": "Organizational AI Governance presents the following source proposition: The workforce plays a significant role in AI governance as users and operators. This proposition is pertinent to Kaal's source-bound claim that Following enactment, governance adjustments are often later repealed or diluted, and anticipation of future developments plays no significant role in the top down approach to regulation. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
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  "scholarly-literature",
  "crossref"
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  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.4887.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Organizational AI Governance",
  "url": "https://doi.org/10.4018/979-8-3373-0990-3.ch004"
 },
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  "url": "https://wulfkaal.github.io/claims/kaal-2013-acomparativeperspectiveo-028",
  "citation": "Kaal, A Comparative Perspective on the Limitations of the Duty of Oversight – A Comment on Lisa Fairfax (2013)",
  "paper": "Kaal, A Comparative Perspective on the Limitations of the Duty of Oversight – A Comment on Lisa Fairfax",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2013",
  "ssrn": null,
  "source_pdf_sha256": "ac5c955fe01209c54c78c4575c0b8bf570e5f1259c3f855510697cf51a32e59a"
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   "@type": "CreativeWork",
   "name": "Organizational AI Governance",
   "url": "https://doi.org/10.4018/979-8-3373-0990-3.ch004"
  }
 ],
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 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: governance, plays, significant, role. Scope: top down regulatory approach.",
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  "workAuthors": [
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    "whyRelevant": "Shared high-information concepts: governance, plays, significant, role. Scope: top down regulatory approach.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: governance, plays, role. Scope: review source claim scope.",
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    "whyRelevant": "Shared high-information concepts: governance, users, operators. Scope: tiered voting where staking is restricted to node operators.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: plays, role. Scope: conventional, non-dynamic learning process.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: plays, role. Scope: private fund advisers reporting under SEC Form PF; FSOC systemic risk assessment of nonbank financial companies.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0008, SHA-256 469be3af77a43b8a86f52c2e8253882abdefc7a0da53c392329c3cb8a11e8160, as written and authorize publication of all 250 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
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}