{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7520",
 "identifier": "kaal:position:2026-07-31-7520",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Artificial Intelligence And The Board Of Directors Ai Governance Framewo Ae4Ac20Fee",
 "text": "Artificial Intelligence and the Board of Directors: AI Governance Frameworks and Disclosure Practices of Canadian-Listed Corporations presents the following source proposition: An empirical study of TSX-60 listed companies, based on regulatory filings and structured content analysis, reveals a significant gap between the widespread recognition of AI as a material risk factor and the formal integration of AI governance into corporate architecture. This proposition is pertinent to Kaal's source-bound claim that CIA provisions create economic incentives that affect directors' diligence, because stipulated daily noncompliance penalties stacked on top of monetary penalties under federal health laws expose companies that executed CIAs to significant financial ramifications. The proposed response is a qualification: 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": "qualification",
 "keywords": [
  "economics",
  "risk-and-incentives",
  "disclosure",
  "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: 0.3694.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Artificial Intelligence and the Board of Directors: AI Governance Frameworks and Disclosure Practices of Canadian-Listed Corporations",
  "url": "https://doi.org/10.2139/ssrn.6974198"
 },
 "extends": {
  "identifier": "kaal:claim:2317580-029",
  "url": "https://wulfkaal.github.io/claims/2317580-029",
  "citation": "Wulf A. Kaal, Elizabeth R. Malay, The Role of Corporate Integrity Agreements in the Expansion of Fiduciary Duties (2013). SSRN: https://ssrn.com/abstract=2317580",
  "paper": "Wulf A. Kaal, Elizabeth R. Malay, The Role of Corporate Integrity Agreements in the Expansion of Fiduciary Duties",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2013",
  "ssrn": "https://ssrn.com/abstract=2317580",
  "source_pdf_sha256": "50973e1e820aef47a4e7ffdbdcb513d03f1845643fcf4fa5910e9528a0b7dac2"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/2317580-029"
  },
  {
   "@type": "CreativeWork",
   "name": "Artificial Intelligence and the Board of Directors: AI Governance Frameworks and Disclosure Practices of Canadian-Listed Corporations",
   "url": "https://doi.org/10.2139/ssrn.6974198"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0009",
 "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": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7520",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7520.md",
 "candidateId": "kaal:response-draft:2026-07-31:c93f497cf4ebfb2deb9d",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3694,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: directors, governance, disclosure, companies, significant, risk, corporate. Scope: companies with self-reporting obligations under a CIA; exposure under the False Claims Act, Sunshine, Stark, AKS, and HIPAA.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.2139/ssrn.6974198",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.2139/ssrn.6974198",
  "doi": "10.2139/ssrn.6974198",
  "externalIds": {
   "DOI": "10.2139/ssrn.6974198",
   "Crossref": "10.2139/ssrn.6974198"
  },
  "retrievedAt": "2026-07-31T20:34:05.075Z",
  "providerPage": 14,
  "rawObservationSha256": "f334ce4949b2cada4967fc28b86f19b801e99e40bd261e8dfc3a4e4f4fdf4741",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 3478,
  "chunkId": "crossref-00005",
  "workId": "work:doi:10.2139/ssrn.6974198",
  "workAuthors": [
   "Stephane Rousseau",
   "Catherine Régis"
  ],
  "workPublishedAt": "2026-01-01",
  "identityKeys": [
   "doi:10.2139/ssrn.6974198",
   "crossref:10.2139/ssrn.6974198",
   "url:https://doi.org/10.2139/ssrn.6974198",
   "title:ba8321ccd7369d3a86f57dca",
   "proposition:7ea4ba600eae398bdb486fbe5bd3fc3ba2d69d65c58b719fa568bba8db6fd282"
  ],
  "sourceProposition": "An empirical study of TSX-60 listed companies, based on regulatory filings and structured content analysis, reveals a significant gap between the widespread recognition of AI as a material risk factor and the formal integration of AI governance into corporate architecture.",
  "sourcePropositionSha256": "978e4b6778724176ed83ceca26ffe3c4ce35d6810e40caf50d315141088f4945",
  "sourcePropositionIndex": 1,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2317580-029",
    "claimUrl": "https://wulfkaal.github.io/claims/2317580-029",
    "rank": 1,
    "confidence": 0.3694,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: directors, governance, disclosure, companies, significant, risk, corporate. Scope: companies with self-reporting obligations under a CIA; exposure under the False Claims Act, Sunshine, Stark, AKS, and HIPAA.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:1558614-029",
    "claimUrl": "https://wulfkaal.github.io/claims/1558614-029",
    "rank": 2,
    "confidence": 0.3368,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: directors, governance, disclosure, companies, risk, corporate. Scope: companies whose ordinary business consists of highly complex transactions.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2998097-026",
    "claimUrl": "https://wulfkaal.github.io/claims/2998097-026",
    "rank": 3,
    "confidence": 0.3193,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disclosure, empirical, filings, between, risk. Scope: distressed debt investing by hedge funds; overlap between Title IV disclosures and Revised Bankruptcy Rule 2019.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2486570-037",
    "claimUrl": "https://wulfkaal.github.io/claims/2486570-037",
    "rank": 4,
    "confidence": 0.3123,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, disclosure, corporations, empirical, corporate. Scope: sample restricted to corporations that executed an N/DPA.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:1558614-014",
    "claimUrl": "https://wulfkaal.github.io/claims/1558614-014",
    "rank": 5,
    "confidence": 0.3117,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: directors, governance, disclosure, risk, corporate. Scope: governance systems that emphasize periodic performance disclosure and stock price.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0009, SHA-256 b79e655db33b69d4e6de8a205792c1e02d068eea4880d69cd6faeb884041abdf, 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": "0b4ae0843a5a1c8794e2061c89bf3d0f00e0c457483219fe637fa817ce69e395"
}