{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7195",
 "identifier": "kaal:position:2026-07-31-7195",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Powered Corporate Governance A0Bee1B8C9",
 "text": "AI-Powered Corporate Governance presents the following source proposition: These firms also undertake fewer but higher-quality acquisitions and produce fewer but more valuable patents, indicating improved investment efficiency in real decisions. This proposition is pertinent to Kaal's source-bound claim that The extent to which a company uses data and algorithms will separate the winning companies of the future from the rest, because algorithmically driven firms gather consumer behavior data and instantaneously feed it back into an improved consumer experience. 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"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "governance-design",
  "corporate-governance",
  "historical-response",
  "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: 0.3588.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI-Powered Corporate Governance",
  "url": "https://doi.org/10.2139/ssrn.6638698"
 },
 "extends": {
  "identifier": "kaal:claim:2922176-001",
  "url": "https://wulfkaal.github.io/claims/2922176-001",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, The ‘Unmediated’ and ‘Tech-Driven’ Corporate Governance of Today's Winning Companies (2017). SSRN: https://ssrn.com/abstract=2922176",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, The ‘Unmediated’ and ‘Tech-Driven’ Corporate Governance of Today's Winning Companies",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2922176",
  "source_pdf_sha256": "fa4e986917d437cb1504281e7b986be2698e9507d8feaf426c9d7d1754ca882c"
 },
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  {
   "@id": "https://wulfkaal.github.io/claims/2922176-001"
  },
  {
   "@type": "CreativeWork",
   "name": "AI-Powered Corporate Governance",
   "url": "https://doi.org/10.2139/ssrn.6638698"
  }
 ],
 "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.",
 "isPartOf": {
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 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7195",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7195.md",
 "candidateId": "kaal:response-draft:2026-07-31:491c537202b6086a1e99",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3588,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: corporate, governance, firms, improved. Scope: applies to companies competing on consumer relevance in digitized, networked markets.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.2139/ssrn.6638698",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.2139/ssrn.6638698",
  "doi": "10.2139/ssrn.6638698",
  "externalIds": {
   "DOI": "10.2139/ssrn.6638698",
   "Crossref": "10.2139/ssrn.6638698"
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  "retrievedAt": "2026-07-31T20:33:41.048Z",
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  "workId": "work:doi:10.2139/ssrn.6638698",
  "workAuthors": [
   "Seungjoon Oh",
   "Joanna (Xiaoyu) Wang",
   "Jiung Lee"
  ],
  "workPublishedAt": "2026-01-01",
  "identityKeys": [
   "doi:10.2139/ssrn.6638698",
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  "sourceProposition": "These firms also undertake fewer but higher-quality acquisitions and produce fewer but more valuable patents, indicating improved investment efficiency in real decisions.",
  "sourcePropositionSha256": "0c05025dcc57caf6153dd6cc6f0b292dff08a736889699e0351bb1ea80c3457f",
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    "claimUrl": "https://wulfkaal.github.io/claims/2922176-001",
    "rank": 1,
    "confidence": 0.3588,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, firms, improved. Scope: applies to companies competing on consumer relevance in digitized, networked markets.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:1558614-006",
    "claimUrl": "https://wulfkaal.github.io/claims/1558614-006",
    "rank": 2,
    "confidence": 0.3582,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, but, more, decisions. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:1558614-020",
    "claimUrl": "https://wulfkaal.github.io/claims/1558614-020",
    "rank": 3,
    "confidence": 0.3457,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, firms, produce. Scope: U.S. style independence defined by lack of financial ties to the company; information flow to the board controlled by insiders.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-009",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-009",
    "rank": 4,
    "confidence": 0.3457,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, firms, produce. Scope: listed companies and their governance experts.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2317580-008",
    "claimUrl": "https://wulfkaal.github.io/claims/2317580-008",
    "rank": 5,
    "confidence": 0.3399,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, but, improved. Scope: federal legislative responses to financial crises.",
    "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.",
 "sha256": "a737736ec9258347dc38c46defb24a23d5ff14d28748c5ee6a2c959cc718a61f"
}