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 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-2536",
 "identifier": "kaal:position:2026-07-31-2536",
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 "name": "Historical Bce92E7415C6D0F71Ea0",
 "text": "Trustworthy AI for Whom? GenAI Detection Techniques of Trust Through Decentralized Web3 Ecosystems should be assessed against Kaal's source-bound claim that Distributed ledger technologies are particularly capable of increasing trust among charitable organizations, sponsors, and beneficiaries, because the technology enables real time tracking of the donation supply chain. The current metadata indicates a plausible connection through decentralized autonomous organization, 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"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "qualification",
 "keywords": [
  "decentralization",
  "blockchain",
  "reputation",
  "disclosure",
  "tokenomics"
 ],
 "scope_conditions": [
  "charitable donation flows recorded on distributed ledgers",
  "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": "Trustworthy AI for Whom? GenAI Detection Techniques of Trust Through Decentralized Web3 Ecosystems",
  "url": "https://www.semanticscholar.org/paper/4a85c6ee274b0891bd2e07792a79a378c744b1fc"
 },
 "extends": {
  "identifier": "kaal:claim:3981021-011",
  "url": "https://wulfkaal.github.io/claims/3981021-011",
  "citation": "Wulf A. Kaal, How Decentralized Autonomous Organizations Optimize Charitable Giving (2021). SSRN: https://ssrn.com/abstract=3981021",
  "paper": "How Decentralized Autonomous Organizations Optimize Charitable Giving",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3981021",
  "source_pdf_sha256": "9d8bc78d119c780c96c89ce3e820f4ac8b037d39b3ade59feb4e40d46b048288"
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   "@type": "CreativeWork",
   "name": "Trustworthy AI for Whom? GenAI Detection Techniques of Trust Through Decentralized Web3 Ecosystems",
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 ],
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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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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-2536",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-2536.md",
 "candidateId": "kaal:response-candidate:2026-07-31:6eae0a9c0dd688dd",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "ambiguity triage before claim review",
 "mappingConfidence": 0.2442,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: trust, decentralized, technologies, particularly, blockchain, autonomous, organizations, tracking. Scope: charitable donation flows recorded on distributed ledgers.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "decentralized autonomous organization",
  "queryId": "concept:ee778ad15ea3",
  "page": 1,
  "sourceRank": 255,
  "retrievedAt": "2026-07-31T13:58:11.476Z",
  "citationCount": 12,
  "venue": "Big Data and Cognitive Computing",
  "publicationTypes": [
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 },
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