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 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7493",
 "identifier": "kaal:position:2026-07-31-7493",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Integrated Data Governance And Data Lineage 4F413C492C",
 "text": "AI Integrated Data Governance and Data Lineage presents the following source proposition: In this digital era, artificial intelligence (AI) is revolutionizing all the fields known to man. This proposition is pertinent to Kaal's source-bound claim that Unilateral regulation of artificial intelligence by a single jurisdiction produces global ripple effects, but that approach reaches its limits because AI systems remain accessible worldwide over the internet. 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",
  "governance-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: 0.3853.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI Integrated Data Governance and Data Lineage",
  "url": "https://doi.org/10.71097/ijsat.v15.i2.1645"
 },
 "extends": {
  "identifier": "kaal:claim:5554218-028",
  "url": "https://wulfkaal.github.io/claims/5554218-028",
  "citation": "Furrer Andreas, Wulf A. Kaal, Universal Digital Law Codex (UDLC) Building the Legal Infrastructure for the Digital Era (2025). SSRN: https://ssrn.com/abstract=5554218",
  "paper": "Furrer Andreas, Wulf A. Kaal, Universal Digital Law Codex (UDLC) Building the Legal Infrastructure for the Digital Era",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5554218",
  "source_pdf_sha256": "55738b4035a91b70aa2ddaa127552fe4b373ec641afee2719fbdcabebdcbea44"
 },
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  {
   "@id": "https://wulfkaal.github.io/claims/5554218-028"
  },
  {
   "@type": "CreativeWork",
   "name": "AI Integrated Data Governance and Data Lineage",
   "url": "https://doi.org/10.71097/ijsat.v15.i2.1645"
  }
 ],
 "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/2026-07-31-7493",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7493.md",
 "candidateId": "kaal:response-draft:2026-07-31:be4f9b1bebaf21eb0544",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3853,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: governance, digital, era, artificial, intelligence. Scope: AI models distributed globally over the internet; regulation by a single jurisdiction.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.71097/ijsat.v15.i2.1645",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.71097/ijsat.v15.i2.1645",
  "doi": "10.71097/ijsat.v15.i2.1645",
  "externalIds": {
   "DOI": "10.71097/ijsat.v15.i2.1645",
   "Crossref": "10.71097/ijsat.v15.i2.1645"
  },
  "retrievedAt": "2026-07-31T20:34:04.717Z",
  "providerPage": 13,
  "rawObservationSha256": "de497d5ecbec9d08132f50c149fe8322b46bea189502f5ea3c91cca7bd65cae1",
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  "chunkId": "crossref-00004",
  "workId": "work:doi:10.71097/ijsat.v15.i2.1645",
  "workAuthors": [
   "Hari Prasad Bomma -"
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  "workPublishedAt": "2024-05-08",
  "identityKeys": [
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   "crossref:10.71097/ijsat.v15.i2.1645",
   "url:https://doi.org/10.71097/ijsat.v15.i2.1645",
   "title:da9cbe99c515fb17f1329aa8",
   "proposition:b49061a24472bbd7a1715d5a85cd7c2ed9b26975bc54af192f5c62f10c325e46"
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  "sourceProposition": "In this digital era, artificial intelligence (AI) is revolutionizing all the fields known to man.",
  "sourcePropositionSha256": "cdf4a4f23d7f9d9b921a1d32a73668915d2415aa88681fdc7d0ab3b171715a9a",
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    "claimId": "kaal:claim:5554218-028",
    "claimUrl": "https://wulfkaal.github.io/claims/5554218-028",
    "rank": 1,
    "confidence": 0.3853,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, digital, era, artificial, intelligence. Scope: AI models distributed globally over the internet; regulation by a single jurisdiction.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3227967-005",
    "claimUrl": "https://wulfkaal.github.io/claims/3227967-005",
    "rank": 2,
    "confidence": 0.3182,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: integrated, data, digital, fields. Scope: education across many fields, not only law.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-014",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-014",
    "rank": 3,
    "confidence": 0.2891,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, fields. Scope: domains with rapid regulatory or behavioral change.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-027",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-027",
    "rank": 4,
    "confidence": 0.2809,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: data, digital, artificial, intelligence. Scope: current blockchain user experience.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-002",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-002",
    "rank": 5,
    "confidence": 0.2745,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: data, artificial, intelligence, all. Scope: advisers using the technologies in operations or strategy.",
    "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": "9fdf866e2c9f296d238b79601eb57a92be203039778aad5795ba7cec86796af5"
}
