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 "text": "Sovereign Context Protocol: An Open Attribution Layer for Human-Generated Content in the Age of Large Language Models should be assessed against Kaal's source-bound claim that Even if legacy insurers do enter the DApp market, their products may not fit the need, because actuarial methods for risk assessment under traditional insurance metrics are only partially compatible with rapidly evolving decentralized products. The current metadata indicates a plausible connection through model context protocol, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
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  "External evidence level: abstract indexed.",
  "Mapping review tier: ambiguity triage before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
 ],
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 },
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  "url": "https://wulfkaal.github.io/claims/3411897-031",
  "citation": "Wulf A. Kaal, Decentralization - Past, Present, and Future (2019). SSRN: https://ssrn.com/abstract=3411897",
  "paper": "Decentralization - Past, Present, and Future",
  "authors": [
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 "candidateId": "kaal:response-candidate:2026-07-31:e2176459de0006bc",
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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: methods, compatible, present. Scope: rapidly evolving decentralized products; traditional actuarial risk assessment.",
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  "page": 1,
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  "retrievedAt": "2026-07-31T13:58:04.059Z",
  "citationCount": 1,
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