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 "name": "Historical 7D1F3F599797Bef60C50",
 "text": "POLICY CAPACITY AND LOCAL GOVERNANCE IN POVERTY ALLEVIATION: THE ROLE OF REGIONAL COUNCILS IN WEST SULAWESI, INDONESIA should be assessed against Kaal's source-bound claim that Decentralized collective governance without a central authority reduces both single points of failure and the biases that attach to traditional centralized systems, which is the core structural argument for governing AI through web3 rather than through a central body. The current metadata indicates a plausible connection through decentralization governance, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
 "author": {
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  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "dateModified": "2026-07-31",
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  "ai-and-agents"
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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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  "name": "POLICY CAPACITY AND LOCAL GOVERNANCE IN POVERTY ALLEVIATION: THE ROLE OF REGIONAL COUNCILS IN WEST SULAWESI, INDONESIA",
  "url": "https://www.semanticscholar.org/paper/74c91c7a110a326055f9997f353ab39d0ebc87db"
 },
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  "url": "https://wulfkaal.github.io/claims/4855607-020",
  "citation": "Wulf A. Kaal, How AI Models are Optimized Through Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4855607",
  "paper": "How AI Models are Optimized Through Web3 Governance",
  "authors": [
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  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4855607",
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 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: governance, decentralized, through, 2024, authority, without, body, decentralization. Scope: governance arrangements where stakeholders collectively govern.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "decentralization governance",
  "queryId": "concept:b78ed75f4a0b",
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  "sourceRank": 720,
  "retrievedAt": "2026-07-31T13:59:06.105Z",
  "citationCount": 1,
  "venue": "Lex Localis-journal of Local Self-government",
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