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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Building Trustworthy Ai Transparency Fairness And Governance In The Digi Fe7935Ef68",
 "text": "Building Trustworthy AI: Transparency, Fairness, and Governance in the Digital Age presents the following source proposition: Our analysis reveals that achieving trustworthy AI requires not merely technical solutions but a comprehensive approach that combines technological innovation with robust social governance mechanisms. This proposition is pertinent to Kaal's source-bound claim that In early Silicon Valley the contractual mechanisms lawyers designed, together with the lawyer dominated market for reputation, reduced information asymmetries between entrepreneurs and investors and were necessary to bring the demand and supply sides of venture capital together effectively. 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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  "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: 0.372.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
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  "url": "https://doi.org/10.63802/afs.v1.i1.80"
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  "url": "https://wulfkaal.github.io/claims/3227967-006",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters (2018). SSRN: https://ssrn.com/abstract=3227967",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters",
  "authors": [
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  "year": "2018",
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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: digital, age, innovation, mechanisms. Scope: venture capital markets with young and inexperienced entrepreneurs; Silicon Valley from the early 1970s.",
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