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 "identifier": "kaal:position:2026-07-31-7217",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Organizational Ai Governance 951E7Ff94C",
 "text": "Organizational AI Governance presents the following source proposition: Organizational AI governance is pivotal for effectively implementing and adopting artificial intelligence technology in organizations. This proposition is pertinent to Kaal's source-bound claim that Transparent DAO governance lets platforms compensate contributors according to demonstrated expertise and reputation, which mitigates the exploitative labor practices associated with centralized annotation services. 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": {
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  "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",
 "responseType": "extension",
 "keywords": [
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  "reputation",
  "historical-response",
  "scholarly-literature",
  "crossref"
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 "scope_conditions": [
  "The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.4709.",
  "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"
 },
 "extends": {
  "identifier": "kaal:claim:5095633-025",
  "url": "https://wulfkaal.github.io/claims/5095633-025",
  "citation": "Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633",
  "paper": "Wulf A. Kaal, Artificial Intelligence The Final Frontier",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5095633",
  "source_pdf_sha256": "cbb484711f89bcefc9fc6a5730a1ed0a3f764d7999ad9b6f7d8ea05634c26c63"
 },
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  },
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   "@type": "CreativeWork",
   "name": "Organizational AI Governance",
   "url": "https://doi.org/10.4018/979-8-3373-0990-3.ch004"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0008",
 "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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 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7217.md",
 "candidateId": "kaal:response-draft:2026-07-31:f33148783b0ad19c5dd8",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: governance, implementing, artificial, intelligence, organizations. Scope: governance is genuinely transparent and reputation is verifiable.",
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  "sourceRecordId": "10.4018/979-8-3373-0990-3.ch004",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
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  "doi": "10.4018/979-8-3373-0990-3.ch004",
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  "workId": "work:doi:10.4018/979-8-3373-0990-3.ch004",
  "workAuthors": [
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    "confidence": 0.4709,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, implementing, artificial, intelligence, organizations. Scope: governance is genuinely transparent and reputation is verifiable.",
    "ambiguous": true
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   {
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    "rank": 2,
    "confidence": 0.4073,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: implementing, artificial, intelligence, technology. Scope: large fund advisers as of 2019.",
    "ambiguous": true
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   {
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    "whyRelevant": "Shared high-information concepts: organizational, governance, implementing, organizations. Scope: decentralized organizations.",
    "ambiguous": true
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    "confidence": 0.349,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, artificial, intelligence, technology. Scope: applies to recent artificial-intelligence statutes.",
    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: implementing, adopting, technology. Scope: funds implementing decentralized financial infrastructure.",
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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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