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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7636",
 "identifier": "kaal:position:2026-07-31-7636",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Explainability Burden And Accountability Of Organizational Ai Decisions  A4091400E5",
 "text": "Explainability Burden and Accountability of Organizational AI Decisions: A Blockchain Based Governance Model presents the following source proposition: In finance, healthcare, and human resources, AI systems increasingly influence high-risk decision outcomes, with stakeholders demanding transparency concerning how decisions are made and accountability for failures. This proposition is pertinent to Kaal's source-bound claim that DAO accountability comes from the recording mechanism itself: because all transactions and decisions are written to an immutable blockchain that every stakeholder can inspect, no single actor can easily manipulate or obscure organizational activity. The proposed response is a qualification: 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": "qualification",
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  "disclosure",
  "blockchain",
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  "historical-response",
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  "crossref"
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  "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: 0.4937.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Explainability Burden and Accountability of Organizational AI Decisions: A Blockchain Based Governance Model",
  "url": "https://doi.org/10.51290/dpusbe.1879148"
 },
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  "identifier": "kaal:claim:4900880-036",
  "url": "https://wulfkaal.github.io/claims/4900880-036",
  "citation": "Wulf A. Kaal, Quantum Economy and the Future of Work (2024). SSRN: https://ssrn.com/abstract=4900880",
  "paper": "Wulf A. Kaal, Quantum Economy and the Future of Work",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4900880",
  "source_pdf_sha256": "64ea6e8b7cfb3d9a83801eba54f9b87182b842a963273ddab7f2d5305639db73"
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   "@type": "CreativeWork",
   "name": "Explainability Burden and Accountability of Organizational AI Decisions: A Blockchain Based Governance Model",
   "url": "https://doi.org/10.51290/dpusbe.1879148"
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 "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/2026-07-31-7636",
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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: accountability, organizational, decisions, blockchain, governance, stakeholders, transparency. Scope: review source claim scope.",
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  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
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  "doi": "10.51290/dpusbe.1879148",
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  "workId": "work:doi:10.51290/dpusbe.1879148",
  "workAuthors": [
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: accountability, organizational, decisions, blockchain, governance, stakeholders, transparency. Scope: review source claim scope.",
    "ambiguous": true
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   {
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    "confidence": 0.388,
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    "whyRelevant": "Shared high-information concepts: decisions, blockchain, governance, decision, stakeholders. Scope: where AI data inputs and modifications are recorded on an immutable ledger.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: accountability, blockchain, decision. Scope: immutable ledger recording of agent decisions and transactions.",
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    "claimUrl": "https://wulfkaal.github.io/claims/2992962-019",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decisions, blockchain, governance, risk. Scope: review source claim scope.",
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, human, outcomes. Scope: applies where common good objectives require coordinating many individuals.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0009, SHA-256 b79e655db33b69d4e6de8a205792c1e02d068eea4880d69cd6faeb884041abdf, 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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