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 "identifier": "kaal:position:2026-07-31-6973",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Event Based Supply Chain Network Modeling Blockchain For Good Coffee Da557C5C5A",
 "text": "Event-Based Supply Chain Network Modeling: Blockchain for Good Coffee presents the following source proposition: This generalizes the no-double-spend guarantee of current BC/DLT to (digital twins of) physical resources and their production. This proposition is pertinent to 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 proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "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",
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 "keywords": [
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  "blockchain",
  "reputation",
  "disclosure",
  "tokenomics",
  "historical-response",
  "scholarly-literature",
  "semantic-scholar"
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 "scope_conditions": [
  "The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.378.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Event-Based Supply Chain Network Modeling: Blockchain for Good Coffee",
  "url": "https://www.semanticscholar.org/paper/307cb0568fe08cd831c82d13224d9a697d77a2ce"
 },
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  "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": "Wulf A. Kaal, 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": "Event-Based Supply Chain Network Modeling: Blockchain for Good Coffee",
   "url": "https://www.semanticscholar.org/paper/307cb0568fe08cd831c82d13224d9a697d77a2ce"
  }
 ],
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 "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.",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: supply, chain, blockchain, dlt. Scope: charitable donation flows recorded on distributed ledgers.",
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  "sourceRecordId": "307cb0568fe08cd831c82d13224d9a697d77a2ce",
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  "queryText": "decentralization governance",
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  "doi": "10.3389/fbloc.2022.846783",
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   "DOI": "10.3389/fbloc.2022.846783",
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   "F. Henglein",
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    "confidence": 0.378,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: supply, chain, blockchain, dlt. Scope: charitable donation flows recorded on distributed ledgers.",
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    "whyRelevant": "Shared high-information concepts: supply, chain, blockchain, current. Scope: review source claim scope.",
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    "confidence": 0.3426,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: chain, network, blockchain, digital. Scope: applies to fully distributed public blockchains.",
    "ambiguous": true
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   {
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    "rank": 4,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, current, dlt. Scope: United Kingdom.",
    "ambiguous": true
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    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
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    "whyRelevant": "Shared high-information concepts: supply, blockchain, science. Scope: review source claim scope.",
    "ambiguous": true
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0006, SHA-256 d724cb4e85d4ecdf4e8488b6b1c8ed999688fe58732ad5a50c5c197c25427f43, as written and authorize publication of all 250 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
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}