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 "name": "Streaming The Critical Importance Of Risk Amp Governance For Ai Initiatives 01D43A7C88",
 "text": "The Critical Importance of Risk & Governance for AI Initiatives presents the following source proposition: The rapid proliferation of artificial intelligence technologies across enterprise environments has transformed risk governance from a compliance requirement into a strategic business imperative. This proposition is pertinent to Kaal's source-bound claim that The governance protocols required for GDPR and AI Act compliance, including anonymization, data minimization, and explicit consent, themselves complicate the assembly of robust AI training datasets. The proposed response is a qualification: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "author": {
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  "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: 0.3654.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
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  "name": "The Critical Importance of Risk & Governance for AI Initiatives",
  "url": "https://doi.org/10.52783/jisem.v10i59s.12931"
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  "url": "https://wulfkaal.github.io/claims/5095633-012",
  "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": [
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  "ssrn": "https://ssrn.com/abstract=5095633",
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    "whyRelevant": "Shared high-information concepts: artificial, intelligence, compliance. Scope: proposed rather than enacted frameworks for auditing judicial AI.",
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    "whyRelevant": "Shared high-information concepts: risk, compliance, requirement, business. Scope: post crisis political climate in both Germany and the United States; the company's own cost perspective may not govern.",
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