{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7411",
 "identifier": "kaal:position:2026-07-31-7411",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Aligning Sustainability Disclosure Standards With Trustworthy Ai Governa Bca2928Dff",
 "text": "Aligning Sustainability Disclosure Standards with Trustworthy AI Governance presents the following source proposition: This report examines the convergence between the emerging global baseline of sustainability disclosure standards for financial markets, and the need for transparent, accountable artificial intelligence (AI) governance in the workplace. This proposition is pertinent to Kaal's source-bound claim that Transparent, explainable models such as those built for the European Court of Human Rights, which paired 97% accuracy with digestible explanations, provide the design template for addressing legal AI's transparency problem. 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": [
  "ai-and-agents",
  "disclosure",
  "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: 0.3718.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Aligning Sustainability Disclosure Standards with Trustworthy AI Governance",
  "url": "https://doi.org/10.54932/kxee5307"
 },
 "extends": {
  "identifier": "kaal:claim:5541658-015",
  "url": "https://wulfkaal.github.io/claims/5541658-015",
  "citation": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658",
  "paper": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5541658",
  "source_pdf_sha256": "e543a2d698fcd522d4d02e034cc9ee1344d0015d2c824b40b9e05ab7c0728c60"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/5541658-015"
  },
  {
   "@type": "CreativeWork",
   "name": "Aligning Sustainability Disclosure Standards with Trustworthy AI Governance",
   "url": "https://doi.org/10.54932/kxee5307"
  }
 ],
 "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/2026-07-31-7411",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7411.md",
 "candidateId": "kaal:response-draft:2026-07-31:e4662833c38816e8f4d2",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3718,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: disclosure, transparent, artificial, intelligence. Scope: systems using computational models of argument to generate legally grounded explanations.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.54932/kxee5307",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.54932/kxee5307",
  "doi": "10.54932/kxee5307",
  "externalIds": {
   "DOI": "10.54932/kxee5307",
   "Crossref": "10.54932/kxee5307"
  },
  "retrievedAt": "2026-07-31T20:34:03.531Z",
  "providerPage": 10,
  "rawObservationSha256": "ec521ee0ba84f887dbf2f939083548a39ff437e345a704c582f697eecf066766",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 2464,
  "chunkId": "crossref-00001",
  "workId": "work:doi:10.54932/kxee5307",
  "workAuthors": [
   "Anne-Marie Hubert",
   "Nathalie De Marcellis-Warin",
   "Tania Saba",
   "Thierry Warin"
  ],
  "workPublishedAt": "2025-12-19",
  "identityKeys": [
   "doi:10.54932/kxee5307",
   "crossref:10.54932/kxee5307",
   "url:https://doi.org/10.54932/kxee5307",
   "title:5b34224291ab64bbe8a3eb9a",
   "proposition:8f9af288e13d611d415bde8e8aa7eb580868e4ffd39830f4beace87b51a310b0"
  ],
  "sourceProposition": "This report examines the convergence between the emerging global baseline of sustainability disclosure standards for financial markets, and the need for transparent, accountable artificial intelligence (AI) governance in the workplace.",
  "sourcePropositionSha256": "36971d526777347a845b0efa66c717063562844ed272e2ca1caff719379dc56a",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:5541658-015",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-015",
    "rank": 1,
    "confidence": 0.3718,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disclosure, transparent, artificial, intelligence. Scope: systems using computational models of argument to generate legally grounded explanations.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4033886-003",
    "claimUrl": "https://wulfkaal.github.io/claims/4033886-003",
    "rank": 2,
    "confidence": 0.3313,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disclosure, standards, financial, markets. Scope: financial reporting context.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5541658-014",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-014",
    "rank": 3,
    "confidence": 0.3239,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disclosure, artificial, intelligence. Scope: AI outputs that inform or shape judicial decisions.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3995709-033",
    "claimUrl": "https://wulfkaal.github.io/claims/3995709-033",
    "rank": 4,
    "confidence": 0.3111,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disclosure, standards, transparent. Scope: the pre existing code audit market.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2317580-019",
    "claimUrl": "https://wulfkaal.github.io/claims/2317580-019",
    "rank": 5,
    "confidence": 0.3075,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disclosure, report, financial. Scope: regulated entities operating under a comprehensive CIA.",
    "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": "fac453c602a05ed83fa92f953b07e3c6a59936b8c8d1082ea8dca87983ab1eb1"
}
