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 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7811",
 "identifier": "kaal:position:2026-07-31-7811",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Accountability As Justice In Practice 38D179E4A4",
 "text": "Accountability as Justice in Practice presents the following source proposition: The chapter provides an overview of the operations of the mechanisms to demonstrate the difficulties of achieving justice through problem-solving and compliance investigations. This proposition is pertinent to Kaal's source-bound claim that Decentralized governance structures impose their own costs: with no central authority to coordinate diverse stakeholders, consensus is difficult to reach, negotiations are prolonged, and enforcement of agreements is weak because no single entity is responsible for compliance. The proposed response is an agreement: 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": "agreement",
 "keywords": [
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  "institutional-design",
  "compliance",
  "consensus-and-security",
  "governance-design",
  "historical-response",
  "scholarly-literature",
  "crossref"
 ],
 "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: 0.4074.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Accountability as Justice in Practice",
  "url": "https://doi.org/10.1093/oso/9780197626481.003.0005"
 },
 "extends": {
  "identifier": "kaal:claim:4796714-016",
  "url": "https://wulfkaal.github.io/claims/4796714-016",
  "citation": "Wulf A. Kaal, AI Governance (2024). SSRN: https://ssrn.com/abstract=4796714",
  "paper": "Wulf A. Kaal, AI Governance",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4796714",
  "source_pdf_sha256": "59fa63bae179e8f9b6b8efbdf90cee28400276512a1b04f9f579a48641305c93"
 },
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   "@type": "CreativeWork",
   "name": "Accountability as Justice in Practice",
   "url": "https://doi.org/10.1093/oso/9780197626481.003.0005"
  }
 ],
 "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.",
 "isPartOf": {
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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7811",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7811.md",
 "candidateId": "kaal:response-draft:2026-07-31:6b952c74235a152ad1e7",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4074,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: difficulties, achieving, compliance. Scope: applies to decentralized structures without a coordinating authority; evidenced in the paper by the environmental agreement domain.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.1093/oso/9780197626481.003.0005",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.1093/oso/9780197626481.003.0005",
  "doi": "10.1093/oso/9780197626481.003.0005",
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  "workId": "work:doi:10.1093/oso/9780197626481.003.0005",
  "workAuthors": [
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  "workPublishedAt": "2022-04-26",
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    "claimUrl": "https://wulfkaal.github.io/claims/4796714-016",
    "rank": 1,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: difficulties, achieving, compliance. Scope: applies to decentralized structures without a coordinating authority; evidenced in the paper by the environmental agreement domain.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5554218-020",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: justice, mechanisms, compliance. Scope: automated on chain enforcement without human adjudication.",
    "ambiguous": true
   },
   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: practice, difficulties, compliance. Scope: responses to survey Question 16b; predominantly smaller, annually filing advisers.",
    "ambiguous": true
   },
   {
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    "rank": 4,
    "confidence": 0.3606,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: justice, practice, compliance. Scope: United States, 1993 to 2015; governance historically a matter of state law.",
    "ambiguous": true
   },
   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: accountability, mechanisms, compliance. Scope: proprietary internal monitoring by developers and owners.",
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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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}