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 "name": "Streaming Reimagining Identity Management With Blockchain A Business And Technical 14Ebf9Bcef",
 "text": "Reimagining Identity Management with Blockchain: A Business and Technical Analysis of Decentralized Identity for Oracle and Formula 1 states the retrieved proposition: It explains how smart contracts can automate identity verification, making access faster and more reliable, especially in fast paced environments like Formula 1 where thousands of credentials must be managed across multiple countries. Kaal's protected corpus separately states: In traditional federated learning environments the reliability of updates arriving from various nodes is hard to establish; web3 smart contracts and consensus mechanisms can automate that verification at the point of aggregation. The defensible response is a qualification limited to the shared issue identified in the review rationale. This abstract-level comparison does not establish broader agreement, causation, empirical support, or equivalence.",
 "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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  "Mapping review tier: substantively reviewed abstract-level qualification.",
  "Primary mapping confidence: 0.3605.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.",
  "Crossref abstract-indexed proposition only; full text not independently reviewed.",
  "Ambiguity is preserved because the review supports comparison, not equivalence or endorsement."
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  "name": "Reimagining Identity Management with Blockchain: A Business and Technical Analysis of Decentralized Identity for Oracle and Formula 1",
  "url": "https://doi.org/10.2139/ssrn.6718320"
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  "url": "https://wulfkaal.github.io/claims/4855607-019",
  "citation": "Wulf A. Kaal, How AI Models are Optimized Through Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4855607",
  "paper": "Wulf A. Kaal, How AI Models are Optimized Through Web3 Governance",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2024",
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   "rationale": "Independent substantive review found a bounded comparison concerning smart-contract automation of verification. The external proposition expressly states smart contracts automate identity verification across organizations; the protected Kaal claim expressly states web3 smart contracts and consensus can automate federated-learning update verification. The reviewed response quotes both propositions, labels the mapping ambiguous, and does not infer agreement, causation, empirical support, or equivalence.",
   "limitations": [
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