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 "identifier": "kaal:position:2026-07-31-6972",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Event Based Supply Chain Network Modeling Blockchain For Good Coffee A077273632",
 "text": "Event-Based Supply Chain Network Modeling: Blockchain for Good Coffee presents the following source proposition: Blockchain and distributed ledger technology (BC/DLT) provides distributed databases with decentralized governance, tamper-proof recording, high availability and non-copyable digital assets, which have made it a natural technological basis for supply chain management. 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",
 "responseType": "extension",
 "keywords": [
  "decentralization",
  "blockchain",
  "reputation",
  "disclosure",
  "tokenomics",
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  "scholarly-literature",
  "semantic-scholar"
 ],
 "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: 0.4187.",
  "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"
 },
 "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": "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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   "@id": "https://wulfkaal.github.io/claims/3981021-011"
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  {
   "@type": "CreativeWork",
   "name": "Event-Based Supply Chain Network Modeling: Blockchain for Good Coffee",
   "url": "https://www.semanticscholar.org/paper/307cb0568fe08cd831c82d13224d9a697d77a2ce"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0006",
 "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",
 "mappingConfidence": 0.4187,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: supply, chain, blockchain, distributed, ledger, technology, dlt, decentralized. 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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  "workAuthors": [
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: supply, chain, blockchain, distributed, ledger, technology, dlt, decentralized. Scope: charitable donation flows recorded on distributed ledgers.",
    "ambiguous": true
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   {
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    "whyRelevant": "Shared high-information concepts: blockchain, ledger, technology, provides, tamper, proof. Scope: funds recording trades to a public blockchain ledger.",
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: chain, network, blockchain, distributed, technology, recording. Scope: distributed consensus with node verification before execution.",
    "ambiguous": true
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   {
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    "confidence": 0.3593,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, distributed, ledger, technology, dlt, governance. Scope: applies to blockchain and DLT based AI governance proposals; observed in Layer 1 networks as of 2024.",
    "ambiguous": true
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   {
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    "claimUrl": "https://wulfkaal.github.io/claims/6607458-034",
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    "whyRelevant": "Shared high-information concepts: blockchain, distributed, ledger, tamper, non. 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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