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 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7699",
 "identifier": "kaal:position:2026-07-31-7699",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ethical Decision Making In Multi Agent Systems E28A98E5A0",
 "text": "Ethical Decision-Making in Multi-Agent Systems presents the following source proposition: To make ethical decisions, agents should consider the needs of different stakeholders. This proposition is pertinent to Kaal's source-bound claim that Legal and ethical challenges intensify when AI is deployed in critical decision making roles that significantly affect human lives and the reasoning behind the AI decision is opaque. 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"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "ai-and-agents",
  "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: 0.4355.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Ethical Decision-Making in Multi-Agent Systems",
  "url": "https://doi.org/10.65109/pfqo3928"
 },
 "extends": {
  "identifier": "kaal:claim:4941807-016",
  "url": "https://wulfkaal.github.io/claims/4941807-016",
  "citation": "Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807",
  "paper": "Wulf A. Kaal, AI Governance Via Web3 Reputation System",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4941807",
  "source_pdf_sha256": "ab66c1e99a88da1fa36b0c6b536df5184231fe6aa427f3dd53287a4e0ac79853"
 },
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  {
   "@id": "https://wulfkaal.github.io/claims/4941807-016"
  },
  {
   "@type": "CreativeWork",
   "name": "Ethical Decision-Making in Multi-Agent Systems",
   "url": "https://doi.org/10.65109/pfqo3928"
  }
 ],
 "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/2026-07-31-7699",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7699.md",
 "candidateId": "kaal:response-draft:2026-07-31:0d8b15321c54d4c1e446",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4355,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: ethical, decision, making, decisions, agents. Scope: in determinative decisions such as parole eligibility, employment, and medical strategy; where the reasoning behind the decision is not visible.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.65109/pfqo3928",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.65109/pfqo3928",
  "doi": "10.65109/pfqo3928",
  "externalIds": {
   "DOI": "10.65109/pfqo3928",
   "Crossref": "10.65109/pfqo3928"
  },
  "retrievedAt": "2026-07-31T21:31:29.962Z",
  "providerPage": 7,
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  "inputLine": 6591,
  "chunkId": "crossref-00008",
  "workId": "work:doi:10.65109/pfqo3928",
  "workAuthors": [
   "Jessica Woodgate"
  ],
  "workPublishedAt": "2025-05-28",
  "identityKeys": [
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  "sourcePropositionIndex": 2,
  "claimMappings": [
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    "claimUrl": "https://wulfkaal.github.io/claims/4941807-016",
    "rank": 1,
    "confidence": 0.4355,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, decision, making, decisions, agents. Scope: in determinative decisions such as parole eligibility, employment, and medical strategy; where the reasoning behind the decision is not visible.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/5245185-039",
    "rank": 2,
    "confidence": 0.3984,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decision, making, agent, make, agents. Scope: monitoring of AI agent transaction execution in modern digital infrastructures.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4855607-023",
    "claimUrl": "https://wulfkaal.github.io/claims/4855607-023",
    "rank": 3,
    "confidence": 0.3734,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: making, make, decisions, stakeholders. Scope: WDAG based governance where edge weights encode priority.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4941807-018",
    "claimUrl": "https://wulfkaal.github.io/claims/4941807-018",
    "rank": 4,
    "confidence": 0.371,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decision, decisions, agents, stakeholders. Scope: where AI data inputs and modifications are recorded on an immutable ledger.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/4855607-020",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decision, making, agents, stakeholders. Scope: governance arrangements where stakeholders collectively govern.",
    "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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}