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 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-3191",
 "identifier": "kaal:position:2026-07-31-3191",
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 "name": "Historical Df676Cdd29Ab7Ec25Cc7",
 "text": "Subsidiarity in Principle: Decentralization of Water Resources Management should be assessed against Kaal's source-bound claim that Distributing governance across all participants prevents any single entity from dominating decision making, and because model or training changes then require consensus, the resulting decisions reflect collective rather than individual interest. 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": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "qualification",
 "keywords": [
  "consensus-and-security",
  "regulatory-failure",
  "ai-and-agents",
  "risk-and-incentives",
  "decentralization",
  "governance-design"
 ],
 "scope_conditions": [
  "governance systems where change requires consensus among distributed participants",
  "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."
 ],
 "currentDebate": {
  "name": "Subsidiarity in Principle: Decentralization of Water Resources Management",
  "url": "https://www.semanticscholar.org/paper/93ebc53c06b6153568cbeeb9cc4e1ec898a29d30"
 },
 "extends": {
  "identifier": "kaal:claim:4855607-034",
  "url": "https://wulfkaal.github.io/claims/4855607-034",
  "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": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4855607",
  "source_pdf_sha256": "eb0b3e62374b45a8fa888c6bde9725e606bcb46cf4b5e74a6e851d9f25099113"
 },
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   "@id": "https://wulfkaal.github.io/claims/4855607-034"
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  {
   "@type": "CreativeWork",
   "name": "Subsidiarity in Principle: Decentralization of Water Resources Management",
   "url": "https://www.semanticscholar.org/paper/93ebc53c06b6153568cbeeb9cc4e1ec898a29d30"
  }
 ],
 "batch_id": "historical-backfill:2026-07-31:phase-0013",
 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
 "isPartOf": {
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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-3191",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-3191.md",
 "candidateId": "kaal:response-candidate:2026-07-31:119a738207a02a51",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "ambiguity triage before claim review",
 "mappingConfidence": 0.2323,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: decentralization, governance, because, reflect, promotes, community, decision, making. Scope: governance systems where change requires consensus among distributed participants.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "decentralization governance",
  "queryId": "concept:b78ed75f4a0b",
  "page": 1,
  "sourceRank": 934,
  "retrievedAt": "2026-07-31T13:59:06.105Z",
  "citationCount": 27,
  "venue": null,
  "publicationTypes": []
 },
 "userAffirmation": "Approved as written by Wulf A. Kaal on 2026-07-31.",
 "sha256": "8642f6efd9cb218014a75e2120bf8bda505a3b460885e01764eb32abe1908a5d"
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