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 "name": "Streaming Bridging The Ai Governance Gap Evaluating The Effectiveness Of Transpare 1Dd5B3B490",
 "text": "Bridging the AI governance gap: Evaluating the effectiveness of transparency tools and ethics boards in multinational firms presents the following source proposition: Generative artificial intelligence (AI) is transforming innovation and competitiveness in multinational corporations, yet its rapid adoption has outpaced the development of effective governance mechanisms. This proposition is pertinent to Kaal's source-bound claim that The rapid adoption of deep learning and predictive analytics in law was driven by two enabling conditions: the increasing availability of digitized legal data and the computational power to process it. 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": {
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  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "dateModified": "2026-07-31",
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  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.3861.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
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  "name": "Bridging the AI governance gap: Evaluating the effectiveness of transparency tools and ethics boards in multinational firms",
  "url": "https://doi.org/10.22495/cgiop4"
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  "url": "https://wulfkaal.github.io/claims/5541658-004",
  "citation": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658",
  "paper": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5541658",
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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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 "mappingWhyRelevant": "Shared high-information concepts: artificial, intelligence, innovation, rapid, adoption. Scope: the 2010s wave of deep learning tools in legal practice.",
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    "whyRelevant": "Shared high-information concepts: artificial, intelligence, innovation, adoption. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
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