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 "identifier": "kaal:position:2026-07-31-7611",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Regulation And Ethical Issues Of Artificial Intelligence In Ghana 36F33C5301",
 "text": "Regulation and Ethical Issues of Artificial Intelligence in Ghana presents the following source proposition: Such a framework ensures that AI technologies respect citizens' rights and enhance public safety. This proposition is pertinent to Kaal's source-bound claim that A single reputation score, as used by DcentAI, cannot capture the interdependencies among privacy concerns, domain-specific regulation, and real-time ethical updates that dataset governance requires. 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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  "reputation",
  "governance-design",
  "empirical-evidence",
  "historical-response",
  "scholarly-literature",
  "crossref"
 ],
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  "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: 0.3639.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Regulation and Ethical Issues of Artificial Intelligence in Ghana",
  "url": "https://doi.org/10.4018/979-8-3373-3384-7.ch005"
 },
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  "identifier": "kaal:claim:5095633-038",
  "url": "https://wulfkaal.github.io/claims/5095633-038",
  "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",
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   "name": "Regulation and Ethical Issues of Artificial Intelligence in Ghana",
   "url": "https://doi.org/10.4018/979-8-3373-3384-7.ch005"
  }
 ],
 "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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 "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: regulation, ethical, artificial, intelligence, such, framework. Scope: multi-domain dataset quality with evolving standards.",
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  "queryText": "AI agent governance",
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  "workId": "work:doi:10.4018/979-8-3373-3384-7.ch005",
  "workAuthors": [
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    "confidence": 0.3639,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: regulation, ethical, artificial, intelligence, such, framework. Scope: multi-domain dataset quality with evolving standards.",
    "ambiguous": true
   },
   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, issues, artificial, intelligence. 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: issues, artificial, intelligence, technologies. Scope: data aggregated and held by centralized annotation vendors.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-008",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-008",
    "rank": 4,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, artificial, intelligence, such. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/4855607-024",
    "rank": 5,
    "confidence": 0.2691,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, such, public, safety. Scope: sectors where AI applications must rapidly adapt to new laws and ethical considerations.",
    "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.",
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