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 "name": "Streaming Ahead Of The Regulators Ai Powered Risk Flagging In Corporate Governance Eab9A9A509",
 "text": "Ahead of the Regulators: AI-Powered Risk Flagging in Corporate Governance Frameworks presents the following source proposition: <p>Corporate governance frameworks across the world are increasingly tested by the complexity of multi-regulator environments. This proposition is pertinent to Kaal's source-bound claim that If governmental contracts increasingly mandate replacement of boards and senior management, boards will have stronger incentives to make preemptive remedial measures effective. 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.",
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  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.3595.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
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  "name": "Ahead of the Regulators: AI-Powered Risk Flagging in Corporate Governance Frameworks",
  "url": "https://doi.org/10.19085/sijbpg120301"
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  "url": "https://wulfkaal.github.io/claims/kaal-2014-dynamicregulationviagove-028",
  "citation": "Kaal, Dynamic Regulation via Governmental Contracts (2014)",
  "paper": "Kaal, Dynamic Regulation via Governmental Contracts",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2014",
  "ssrn": null,
  "source_pdf_sha256": "7320aec036ccf2f6739f0854ea8749903e8902e77c2ec39543b64b358459c408"
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 "mappingWhyRelevant": "Shared high-information concepts: risk, corporate, governance, increasingly. Scope: future governmental contracts continue and expand board and management replacement terms.",
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    "whyRelevant": "Shared high-information concepts: regulators, risk, corporate, governance. Scope: institutional investors subject to fiduciary duties; early 2020s absence of regulator recognized custody solutions.",
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