{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7379",
 "identifier": "kaal:position:2026-07-31-7379",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Adoption As Technology Transfer A Framework For Governance Validation 955F8F7A6B",
 "text": "AI Adoption as Technology Transfer: A Framework for Governance, Validation and Knowledge Preservation presents the following source proposition: Prevailing governance frameworks emphasise ethics, transparency, explainability, risk management, human oversight and regulatory compliance. This proposition is pertinent to Kaal's source-bound claim that Proposed regulatory remedies such as mandatory bias audits fail in practice because they lack clear implementation guidelines, which hinders their practical adoption. 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": [
  "compliance",
  "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: 0.3876.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI Adoption as Technology Transfer: A Framework for Governance, Validation and Knowledge Preservation",
  "url": "https://doi.org/10.21203/rs.3.rs-10136456/v1"
 },
 "extends": {
  "identifier": "kaal:claim:5541658-027",
  "url": "https://wulfkaal.github.io/claims/5541658-027",
  "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/5541658-027"
  },
  {
   "@type": "CreativeWork",
   "name": "AI Adoption as Technology Transfer: A Framework for Governance, Validation and Knowledge Preservation",
   "url": "https://doi.org/10.21203/rs.3.rs-10136456/v1"
  }
 ],
 "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": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7379",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7379.md",
 "candidateId": "kaal:response-draft:2026-07-31:a695efe24db7fb0f2cb4",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3876,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: adoption, frameworks, regulatory, compliance. Scope: proposed rather than enacted frameworks for auditing judicial AI.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.21203/rs.3.rs-10136456/v1",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.21203/rs.3.rs-10136456/v1",
  "doi": "10.21203/rs.3.rs-10136456/v1",
  "externalIds": {
   "DOI": "10.21203/rs.3.rs-10136456/v1",
   "Crossref": "10.21203/rs.3.rs-10136456/v1"
  },
  "retrievedAt": "2026-07-31T20:34:03.188Z",
  "providerPage": 9,
  "rawObservationSha256": "e1b6fc1bfcf89d946a58121fb9bce093a9ae2a1fb7ddd255ea634134e1d7011f",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 2152,
  "chunkId": "crossref-00009",
  "workId": "work:doi:10.21203/rs.3.rs-10136456/v1",
  "workAuthors": [
   "Musarat Kabir-Chisty"
  ],
  "workPublishedAt": "2026-06-28",
  "identityKeys": [
   "doi:10.21203/rs.3.rs-10136456/v1",
   "crossref:10.21203/rs.3.rs-10136456/v1",
   "url:https://doi.org/10.21203/rs.3.rs-10136456/v1",
   "title:c95e66f1b9505d0a55316d9c",
   "proposition:7787383324ac08ab8e981057060f254f3a5c62a30ffe9c8f1e5f5c7a8830146e"
  ],
  "sourceProposition": "Prevailing governance frameworks emphasise ethics, transparency, explainability, risk management, human oversight and regulatory compliance.",
  "sourcePropositionSha256": "5e59ee78a939b0f7283149205605b2d559ed9e74af24ae49d639de3e107787bc",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:5541658-027",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-027",
    "rank": 1,
    "confidence": 0.3876,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: adoption, frameworks, regulatory, compliance. Scope: proposed rather than enacted frameworks for auditing judicial AI.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4941807-040",
    "claimUrl": "https://wulfkaal.github.io/claims/4941807-040",
    "rank": 2,
    "confidence": 0.3715,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: framework, governance, frameworks, compliance. Scope: where each AI model or development milestone is documented as a post with edges to relevant precedents.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3409548-035",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-035",
    "rank": 3,
    "confidence": 0.3681,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: technology, human, oversight, compliance. Scope: fund back office and recordkeeping functions.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:6192998-031",
    "claimUrl": "https://wulfkaal.github.io/claims/6192998-031",
    "rank": 4,
    "confidence": 0.3568,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, validation, knowledge, compliance. Scope: Sybil attackers controlling several competing agents per job.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2317580-016",
    "claimUrl": "https://wulfkaal.github.io/claims/2317580-016",
    "rank": 5,
    "confidence": 0.3517,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, knowledge, management, compliance. Scope: companies operating under an executed CIA.",
    "ambiguous": true
   }
  ]
 },
 "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": "8d111a01b62f165e319ed73a496842e5fa67049ededc1a6d3e9c4bff386a9f8b"
}
