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 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7273",
 "identifier": "kaal:position:2026-07-31-7273",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Public Responses To Ai Governance In Europe Literacy Legitimacy And Regu 1833Cade59",
 "text": "Public Responses to AI Governance in Europe: Literacy, Legitimacy, and Regulatory Acceptance in the Age of Generative AI presents the following source proposition: The rapid spread of generative artificial intelligence has stimulated efforts to balance technological innovation with societal protection. This proposition is pertinent to Kaal's source-bound claim that Data protection compliance carried out in a way that overly constrains researcher access converts a privacy gain into a net social loss, because the societal benefits of AI are offset by a stunted innovation ecosystem. 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",
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  "consensus-and-security",
  "innovation",
  "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: 0.434.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Public Responses to AI Governance in Europe: Literacy, Legitimacy, and Regulatory Acceptance in the Age of Generative AI",
  "url": "https://doi.org/10.2139/ssrn.6866867"
 },
 "extends": {
  "identifier": "kaal:claim:5095633-016",
  "url": "https://wulfkaal.github.io/claims/5095633-016",
  "citation": "Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633",
  "paper": "Wulf A. Kaal, Artificial Intelligence The Final Frontier",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5095633",
  "source_pdf_sha256": "cbb484711f89bcefc9fc6a5730a1ed0a3f764d7999ad9b6f7d8ea05634c26c63"
 },
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  },
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   "@type": "CreativeWork",
   "name": "Public Responses to AI Governance in Europe: Literacy, Legitimacy, and Regulatory Acceptance in the Age of Generative AI",
   "url": "https://doi.org/10.2139/ssrn.6866867"
  }
 ],
 "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.",
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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7273",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7273.md",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: artificial, intelligence, innovation, societal, protection. Scope: where compliance is implemented without counterbalancing privacy-preserving techniques.",
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  "source": "crossref",
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  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.2139/ssrn.6866867",
  "doi": "10.2139/ssrn.6866867",
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  "workId": "work:doi:10.2139/ssrn.6866867",
  "workAuthors": [
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   "Beata Gavurova",
   "Martin Rigelsky"
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    "rank": 1,
    "confidence": 0.434,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, innovation, societal, protection. Scope: where compliance is implemented without counterbalancing privacy-preserving techniques.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5541658-004",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-004",
    "rank": 2,
    "confidence": 0.3879,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: rapid, artificial, intelligence, innovation. Scope: the 2010s wave of deep learning tools in legal practice.",
    "ambiguous": true
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    "confidence": 0.3834,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, acceptance, has, technological, innovation. Scope: as of 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-030",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-030",
    "rank": 4,
    "confidence": 0.3814,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, innovation, protection. Scope: competitive market with entrenched centralized providers.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2740477-013",
    "claimUrl": "https://wulfkaal.github.io/claims/2740477-013",
    "rank": 5,
    "confidence": 0.3708,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: regulatory, age, technological, innovation. Scope: review source claim scope.",
    "ambiguous": true
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 "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": "2e9ec640cee54ba9b5cd5e4d5b7814fe24c066f67ddbdda0ddea639f0cd0a183"
}