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 "text": "Corporate Governance in the Age of AI: Ethical Oversight and Accountability Frameworks should be assessed against Kaal's source-bound claim that Proposed regulatory remedies such as mandatory bias audits fail in practice because they lack clear implementation guidelines, which hinders their practical adoption. The current metadata indicates a plausible connection through dynamic governance, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
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  "Mapping review tier: mapping review before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
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  "url": "https://wulfkaal.github.io/claims/5541658-027",
  "citation": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658",
  "paper": "Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law",
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 "mappingWhyRelevant": "Shared high-information concepts: frameworks, artificial, intelligence, evolving, regulatory, compliance, bias, such. Scope: proposed rather than enacted frameworks for auditing judicial AI.",
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  "venue": "Journal of Information Systems Engineering & Management",
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