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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7393",
 "identifier": "kaal:position:2026-07-31-7393",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Corporate Governance And Sustainability C4B3810471",
 "text": "AI, Corporate Governance And Sustainability presents the following source proposition: Corporate law has not been immune from this rapid evolution; in 2014, the news that an algorithm named “Vital” had been appointed to a board of directors of a Hong Kong-based venture capital firm caused a sensation in the business environment and among corporate law scholars. This proposition is pertinent to Kaal's source-bound claim that Despite wide-ranging criticism of N/DPAs on authority, fairness, and expertise grounds, scholars agree that N/DPAs do influence corporate governance. 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",
 "responseType": "extension",
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  "governance-design",
  "corporate-governance",
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  "scholarly-literature",
  "crossref"
 ],
 "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: 0.3571.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI, Corporate Governance And Sustainability",
  "url": "https://doi.org/10.2174/9789815124064123030006"
 },
 "extends": {
  "identifier": "kaal:claim:2629451-036",
  "url": "https://wulfkaal.github.io/claims/2629451-036",
  "citation": "Wulf A. Kaal, Timothy Lacine, Stock Price Response to Non- and Deferred Prosecution Agreements (2015). SSRN: https://ssrn.com/abstract=2629451",
  "paper": "Wulf A. Kaal, Timothy Lacine, Stock Price Response to Non- and Deferred Prosecution Agreements",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2015",
  "ssrn": "https://ssrn.com/abstract=2629451",
  "source_pdf_sha256": "507404d641abb922ab6d8e3a0b032e35ead2befd7b88746d09d178a8fa816957"
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   "@id": "https://wulfkaal.github.io/claims/2629451-036"
  },
  {
   "@type": "CreativeWork",
   "name": "AI, Corporate Governance And Sustainability",
   "url": "https://doi.org/10.2174/9789815124064123030006"
  }
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 "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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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7393",
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 "candidateId": "kaal:response-draft:2026-07-31:28d8efe19cf30aef20ec",
 "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: corporate, governance, 2014, among, scholars. Scope: scholarly literature on N/DPAs through 2015.",
 "sourceProvenance": {
  "source": "crossref",
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  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
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  "doi": "10.2174/9789815124064123030006",
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  "workId": "work:doi:10.2174/9789815124064123030006",
  "workAuthors": [
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    "rank": 1,
    "confidence": 0.3571,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, 2014, among, scholars. Scope: scholarly literature on N/DPAs through 2015.",
    "ambiguous": true
   },
   {
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    "confidence": 0.3554,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, not, 2014, board, directors. Scope: review source claim scope.",
    "ambiguous": true
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   {
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    "confidence": 0.3495,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, has, had, capital, caused. Scope: conversion depresses the issuer's stock price; management compensation includes stock options.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:kaal-2013-acomparativeperspectiveo-017",
    "claimUrl": "https://wulfkaal.github.io/claims/kaal-2013-acomparativeperspectiveo-017",
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    "confidence": 0.3412,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, law, been, had, directors. Scope: cases involving extreme facts at the cusp of culpable conduct.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:1558614-020",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, not, directors, firm, business. Scope: U.S. style independence defined by lack of financial ties to the company; information flow to the board controlled by insiders.",
    "ambiguous": true
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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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}