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 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7762",
 "identifier": "kaal:position:2026-07-31-7762",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Towards A Cognitive Meta Model For Adaptive Trust And Reputation In Open 964636620A",
 "text": "Towards a Cognitive Meta-Model for Adaptive Trust and Reputation in Open Multi-Agent Systems presents the following source proposition: However, the models proposed in the literature do not consider the costs they introduce and how they are affected by environmental aspects. This proposition is pertinent to Kaal's source-bound claim that Coders and developers do not always understand the industry or business environment they target with their software solutions, nor do they always consider the trust or ethical issues raised by the technology based business solutions they implement. 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",
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  "education-and-practice",
  "reputation",
  "open-source-and-code",
  "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: 0.4435.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Towards a Cognitive Meta-Model for Adaptive Trust and Reputation in Open Multi-Agent Systems",
  "url": "https://doi.org/10.65109/xpvb5485"
 },
 "extends": {
  "identifier": "kaal:claim:3227967-038",
  "url": "https://wulfkaal.github.io/claims/3227967-038",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters (2018). SSRN: https://ssrn.com/abstract=3227967",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2018",
  "ssrn": "https://ssrn.com/abstract=3227967",
  "source_pdf_sha256": "f6e13b956f864ab32ec3305d095a35a127770327d75b3688f785cefc437d369f"
 },
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   "@id": "https://wulfkaal.github.io/claims/3227967-038"
  },
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   "@type": "CreativeWork",
   "name": "Towards a Cognitive Meta-Model for Adaptive Trust and Reputation in Open Multi-Agent Systems",
   "url": "https://doi.org/10.65109/xpvb5485"
  }
 ],
 "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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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7762",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7762.md",
 "candidateId": "kaal:response-draft:2026-07-31:60c7231821080406c5cc",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4435,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: trust, reputation, open, not, consider, they. Scope: technology based business solutions built by developers.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.65109/xpvb5485",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.65109/xpvb5485",
  "doi": "10.65109/xpvb5485",
  "externalIds": {
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   "Crossref": "10.65109/xpvb5485"
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  "workId": "work:doi:10.65109/xpvb5485",
  "workAuthors": [
   "Bruno W.P. Hoelz",
   "Célia G. Ralha"
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  "workPublishedAt": "2016-05-09",
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    "rank": 1,
    "confidence": 0.4435,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: trust, reputation, open, not, consider, they. Scope: technology based business solutions built by developers.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/3373393-018",
    "rank": 2,
    "confidence": 0.3605,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: trust, reputation, agent, costs. Scope: review source claim scope.",
    "ambiguous": true
   },
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: meta, trust, reputation. Scope: DAOs allocating voting power by contribution history, community feedback, or peer review.",
    "ambiguous": true
   },
   {
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    "rank": 4,
    "confidence": 0.3545,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: meta, reputation, agent. Scope: architectures that isolate cross-surface reflection on its own surface.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: meta, reputation, agent. Scope: violation of generation parity in the direction of cross-surface reflection.",
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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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