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 "identifier": "kaal:position:2026-07-31-7768",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Blockchain Technology In Humanitarian Logistics Enhancing Transparency A 3C0311Dc43",
 "text": "Blockchain Technology in Humanitarian Logistics Enhancing Transparency, Accountability and Real-Time Decision Making presents the following source proposition: Traditional aid supply chains often struggle with inefficiencies, information asymmetry, and limited traceability—challenges that blockchain addresses through secure, real-time, and tamper-proof data infrastructure. This proposition is pertinent to Kaal's source-bound claim that Blockchain-based funds can invert the traditional secrecy of hedge funds: the LendingRobot ledger discloses detailed holdings and supplies a hash code signature evidencing that the data is tamper proof. 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": [
  "defi",
  "disclosure",
  "blockchain",
  "private-funds",
  "compliance",
  "historical-response",
  "scholarly-literature",
  "crossref"
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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: 0.3741.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Blockchain Technology in Humanitarian Logistics Enhancing Transparency, Accountability and Real-Time Decision Making",
  "url": "https://doi.org/10.4018/979-8-3373-3643-5.ch005"
 },
 "extends": {
  "identifier": "kaal:claim:3409548-020",
  "url": "https://wulfkaal.github.io/claims/3409548-020",
  "citation": "Kaal, Financial Technology and Hedge Funds (2019). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3409548",
  "paper": "Kaal, Financial Technology and Hedge Funds",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2019",
  "ssrn": null,
  "source_pdf_sha256": "74227ab2656b06bfe4a29c942fc2ba26df9f476917e0a9f85ec038b8c3402c40"
 },
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  {
   "@id": "https://wulfkaal.github.io/claims/3409548-020"
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  {
   "@type": "CreativeWork",
   "name": "Blockchain Technology in Humanitarian Logistics Enhancing Transparency, Accountability and Real-Time Decision Making",
   "url": "https://doi.org/10.4018/979-8-3373-3643-5.ch005"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0010",
 "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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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7768",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3741,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, technology, traditional, tamper, proof, data. Scope: funds recording trades to a public blockchain ledger.",
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  "source": "crossref",
  "sourceRecordId": "10.4018/979-8-3373-3643-5.ch005",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.4018/979-8-3373-3643-5.ch005",
  "doi": "10.4018/979-8-3373-3643-5.ch005",
  "externalIds": {
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  "workAuthors": [
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   "url:https://doi.org/10.4018/979-8-3373-3643-5.ch005",
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    "confidence": 0.3741,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, traditional, tamper, proof, data. Scope: funds recording trades to a public blockchain ledger.",
    "ambiguous": true
   },
   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, accountability, decision, tamper, proof. Scope: immutable ledger recording of agent decisions and transactions.",
    "ambiguous": true
   },
   {
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    "confidence": 0.35,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, making, traditional, information, secure. Scope: review source claim scope.",
    "ambiguous": true
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   {
    "claimId": "kaal:claim:3808859-039",
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    "confidence": 0.3351,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, secure, proof, infrastructure. Scope: stated as the requirement for technological decentralization via blockchain.",
    "ambiguous": true
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    "claimUrl": "https://wulfkaal.github.io/claims/3981021-011",
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    "confidence": 0.322,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, real, time, supply. Scope: charitable donation flows recorded on distributed ledgers.",
    "ambiguous": true
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 "userAffirmation": "affirm batch kaal-review:2026-07-31:streaming-etl-0010, SHA-256 702170a5716aed9e79302e88407930485844aeec8c140fe64a7bf7d5dd9603af, 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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