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 "@context": "https://schema.org",
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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7328",
 "identifier": "kaal:position:2026-07-31-7328",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Transnational Digital Governance And Its Impact On Artificial Intelligen 26Aef7630A",
 "text": "Transnational Digital Governance and Its Impact on Artificial Intelligence presents the following source proposition: What exactly is it, how should it be built and deployed, how can it be used, and how should it be regulated? This proposition is pertinent to Kaal's source-bound claim that The EU AI Act classifies AI applications used in judicial proceedings as high risk because of their potential to affect fundamental rights such as due process and non-discrimination, and therefore subjects them to mandatory transparency, bias audits, and human oversight. 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": [
  "ai-and-agents",
  "systemic-risk",
  "risk-and-incentives",
  "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: 0.423.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Transnational Digital Governance and Its Impact on Artificial Intelligence",
  "url": "https://doi.org/10.1093/oxfordhb/9780197579329.013.16"
 },
 "extends": {
  "identifier": "kaal:claim:5541658-024",
  "url": "https://wulfkaal.github.io/claims/5541658-024",
  "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": [
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   "@id": "https://wulfkaal.github.io/claims/5541658-024"
  },
  {
   "@type": "CreativeWork",
   "name": "Transnational Digital Governance and Its Impact on Artificial Intelligence",
   "url": "https://doi.org/10.1093/oxfordhb/9780197579329.013.16"
  }
 ],
 "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/2026-07-31-7328",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7328.md",
 "candidateId": "kaal:response-draft:2026-07-31:f14af3794aab0e5331a5",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.423,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: impact, artificial, intelligence, used. Scope: European Union; AI systems used in judicial proceedings including predictive analytics and judicial decision support.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.1093/oxfordhb/9780197579329.013.16",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.1093/oxfordhb/9780197579329.013.16",
  "doi": "10.1093/oxfordhb/9780197579329.013.16",
  "externalIds": {
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   "Crossref": "10.1093/oxfordhb/9780197579329.013.16"
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  "providerPage": 7,
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  "workId": "work:doi:10.1093/oxfordhb/9780197579329.013.16",
  "workAuthors": [
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  "identityKeys": [
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    "rank": 1,
    "confidence": 0.423,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: impact, artificial, intelligence, used. Scope: European Union; AI systems used in judicial proceedings including predictive analytics and judicial decision support.",
    "ambiguous": true
   },
   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, artificial, intelligence, used. Scope: multi-domain dataset quality with evolving standards.",
    "ambiguous": true
   },
   {
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    "rank": 3,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, deployed. Scope: deployment context differs from the demographic composition of the training data.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5554218-028",
    "claimUrl": "https://wulfkaal.github.io/claims/5554218-028",
    "rank": 4,
    "confidence": 0.3728,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: digital, governance, artificial, intelligence. Scope: AI models distributed globally over the internet; regulation by a single jurisdiction.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5541658-015",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-015",
    "rank": 5,
    "confidence": 0.3338,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, built. Scope: systems using computational models of argument to generate legally grounded explanations.",
    "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": "fa84d58abfa7e76b044dd6530192898a4d4bb28256bbee081aa9171750792024"
}
