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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7431",
 "identifier": "kaal:position:2026-07-31-7431",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ethical Ai Governance As Socio Technical Stewardship 36Ea98Ce3E",
 "text": "Ethical AI Governance as Socio-Technical Stewardship presents the following source proposition: Artificial intelligence (AI) is increasingly embedded in institutional decision-making, reshaping how authority, accountability, and responsibility are distributed. This proposition is pertinent to Kaal's source-bound claim that Advanced artificial judicial intelligence capable of simulating full judicial processes remains speculative, and its feasibility is limited by ethical concerns including bias and accountability rather than by technical capability alone. 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",
 "keywords": [
  "institutional-design",
  "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: 0.3991.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Ethical AI Governance as Socio-Technical Stewardship",
  "url": "https://doi.org/10.4018/979-8-3373-8192-3.ch007"
 },
 "extends": {
  "identifier": "kaal:claim:5541658-035",
  "url": "https://wulfkaal.github.io/claims/5541658-035",
  "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"
 },
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  {
   "@id": "https://wulfkaal.github.io/claims/5541658-035"
  },
  {
   "@type": "CreativeWork",
   "name": "Ethical AI Governance as Socio-Technical Stewardship",
   "url": "https://doi.org/10.4018/979-8-3373-8192-3.ch007"
  }
 ],
 "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.",
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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7431",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7431.md",
 "candidateId": "kaal:response-draft:2026-07-31:8f00928565f35966a6fd",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3991,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: ethical, technical, artificial, intelligence, institutional, accountability. Scope: full automation of judicial processes as opposed to decision support.",
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  "source": "crossref",
  "sourceRecordId": "10.4018/979-8-3373-8192-3.ch007",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.4018/979-8-3373-8192-3.ch007",
  "doi": "10.4018/979-8-3373-8192-3.ch007",
  "externalIds": {
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  "workId": "work:doi:10.4018/979-8-3373-8192-3.ch007",
  "workAuthors": [
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   "url:https://doi.org/10.4018/979-8-3373-8192-3.ch007",
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    "rank": 1,
    "confidence": 0.3991,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, technical, artificial, intelligence, institutional, accountability. Scope: full automation of judicial processes as opposed to decision support.",
    "ambiguous": true
   },
   {
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    "rank": 2,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, embedded, institutional. Scope: applies even to providers that emphasize high-quality data such as Scale AI and Appen.",
    "ambiguous": true
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   {
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    "confidence": 0.2579,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, decision, making. Scope: the existing empirical literature on AI in judicial systems.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-021",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-021",
    "rank": 4,
    "confidence": 0.2529,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, artificial, intelligence, institutional. Scope: pipelines that depend on human annotators.",
    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, governance, artificial, intelligence. Scope: diverse dataset tasks such as medical annotation and content moderation.",
    "ambiguous": true
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 "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": "0d7bab3f0a8fea0360ad87c791c6b5753f2c3f300a6d5953631ffca4134eed4c"
}