{
 "@context": "https://schema.org",
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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7396",
 "identifier": "kaal:position:2026-07-31-7396",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ethical Ai Governance Ai For Society And A Co Learning Approach 44949E3Ef2",
 "text": "Ethical AI governance: AI for society and a co-learning approach presents the following source proposition: Artificial intelligence (AI) presents transformative opportunities and complex ethical challenges. This proposition is pertinent to Kaal's source-bound claim that Solving data bias, computational overhead, stale datasets, privacy constraints, and inequitable compensation cannot be done within any single discipline; it requires concerted interdisciplinary effort across governments, corporations, researchers, and civil society. 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",
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  "ai-and-agents",
  "historical-response",
  "scholarly-literature",
  "crossref"
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 "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: 0.448.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Ethical AI governance: AI for society and a co-learning approach",
  "url": "https://doi.org/10.1177/20966083251336553"
 },
 "extends": {
  "identifier": "kaal:claim:5095633-040",
  "url": "https://wulfkaal.github.io/claims/5095633-040",
  "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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   "url": "https://doi.org/10.1177/20966083251336553"
  }
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 "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/2026-07-31-7396",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7396.md",
 "candidateId": "kaal:response-draft:2026-07-31:69b77d193d20b5506218",
 "evidenceLevel": "abstract indexed",
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 "mappingConfidence": 0.448,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: governance, society, artificial, intelligence, challenges. Scope: review source claim scope.",
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  "workId": "work:doi:10.1177/20966083251336553",
  "workAuthors": [
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    "rank": 1,
    "confidence": 0.448,
    "method": "idf-weighted multi-field mapping v1",
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    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, artificial, intelligence, challenges. Scope: centralized data annotation providers as currently structured.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, governance, presents, challenges. Scope: review source claim scope.",
    "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.",
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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.",
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