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 "name": "Streaming Regulation And Ethical Issues Of Artificial Intelligence In Ghana 3Dcb29B290",
 "text": "Regulation and Ethical Issues of Artificial Intelligence in Ghana presents the following source proposition: It is argued that the effective regulation of AI in Ghana requires a harmonious legal framework that addresses ethical concerns and human rights, transparency, and accountability. 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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 "dateModified": "2026-07-31",
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  "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: 0.354.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
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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"
 },
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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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   "url": "https://doi.org/10.4018/979-8-3373-3384-7.ch005"
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 ],
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 "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, requires, framework, concerns. Scope: multi-domain dataset quality with evolving standards.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: regulation, ethical, artificial, intelligence, requires, framework, concerns. Scope: multi-domain dataset quality with evolving standards.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: artificial, intelligence, legal, concerns, human, rights, transparency. Scope: systems using computational models of argument to generate legally grounded explanations.",
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    "whyRelevant": "Shared high-information concepts: ethical, artificial, intelligence, concerns, accountability. Scope: full automation of judicial processes as opposed to decision support.",
    "ambiguous": true
   },
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, human, rights, transparency. Scope: European Union; AI systems used in judicial proceedings including predictive analytics and judicial decision support.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: artificial, intelligence, legal, human, accountability. Scope: judicial settings where AI drafts or supports reasoning that a human judge then reviews.",
    "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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