{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7744",
 "identifier": "kaal:position:2026-07-31-7744",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Improving User Satisfaction In Agent Based Electronic Marketplaces By Re Bec2B37584",
 "text": "Improving User Satisfaction in Agent-Based Electronic Marketplaces by Reputation Modelling and Adjustable Product Quality presents the following source proposition: In our approach, buying agents learn to maximize their expected value of goods using reinforcement learning. This proposition is pertinent to Kaal's source-bound claim that SingularityNet's reputation system, which tracks self-reported transaction quality, transaction value, duration of satisfaction, and prior reputation weights, will have its value eroded by the sockpuppet attack once the system becomes valuable enough to merit attack, because it does not implement the other necessities. 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": [
  "consensus-and-security",
  "reputation",
  "compliance",
  "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: 0.3721.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Improving User Satisfaction in Agent-Based Electronic Marketplaces by Reputation Modelling and Adjustable Product Quality",
  "url": "https://doi.org/10.65109/uwtg7011"
 },
 "extends": {
  "identifier": "kaal:claim:3782210-027",
  "url": "https://wulfkaal.github.io/claims/3782210-027",
  "citation": "Craig Calcaterra, Wulf A. Kaal, The Importance of Reputation for the Evolution of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782210",
  "paper": "Craig Calcaterra, Wulf A. Kaal, The Importance of Reputation for the Evolution of Decentralization",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3782210",
  "source_pdf_sha256": "9cc531ab239f6266c8aeddcc8e54f4c06029c44e825444bee137bbcc0c9d0a8e"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3782210-027"
  },
  {
   "@type": "CreativeWork",
   "name": "Improving User Satisfaction in Agent-Based Electronic Marketplaces by Reputation Modelling and Adjustable Product Quality",
   "url": "https://doi.org/10.65109/uwtg7011"
  }
 ],
 "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": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7744",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7744.md",
 "candidateId": "kaal:response-draft:2026-07-31:b27d45bf249df9d3f30c",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3721,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: satisfaction, reputation, quality, value. Scope: systems implementing only a subset of the seven necessities; once the reputation becomes valuable enough to merit attack.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.65109/uwtg7011",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.65109/uwtg7011",
  "doi": "10.65109/uwtg7011",
  "externalIds": {
   "DOI": "10.65109/uwtg7011",
   "Crossref": "10.65109/uwtg7011"
  },
  "retrievedAt": "2026-07-31T21:32:45.896Z",
  "providerPage": 14,
  "rawObservationSha256": "5dbde329c549010bbe1ad6a53a024a86be4ea356f8cd25884f0913e792aeca03",
  "inputSnapshotSha256": "4b76446dc6bf1d55513942e74f6c92a8a87ed7fe9173be4b65944f26fb34b117",
  "inputLine": 8295,
  "chunkId": "crossref-00016",
  "workId": "work:doi:10.65109/uwtg7011",
  "workAuthors": [
   "Thomas Tran",
   "Robin Cohen"
  ],
  "workPublishedAt": "2004-07-19",
  "identityKeys": [
   "doi:10.65109/uwtg7011",
   "crossref:10.65109/uwtg7011",
   "url:https://doi.org/10.65109/uwtg7011",
   "title:2f5d503b81aa137a6c06a0ae",
   "proposition:fca8cd3b19da12235c5f49b4a44608bf4f9226a8908f496fb344e0552f5b9781"
  ],
  "sourceProposition": "In our approach, buying agents learn to maximize their expected value of goods using reinforcement learning.",
  "sourcePropositionSha256": "6428684fbd227fa5537aedd887e95b33f871b176b8e1b6e566ffbedd29a5107c",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3782210-027",
    "claimUrl": "https://wulfkaal.github.io/claims/3782210-027",
    "rank": 1,
    "confidence": 0.3721,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: satisfaction, reputation, quality, value. Scope: systems implementing only a subset of the seven necessities; once the reputation becomes valuable enough to merit attack.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:6244278-018",
    "claimUrl": "https://wulfkaal.github.io/claims/6244278-018",
    "rank": 2,
    "confidence": 0.3286,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: agent, reputation, quality, agents. Scope: requires persistence, skill specificity, and decay over thousands of iterations.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:6269518-001",
    "claimUrl": "https://wulfkaal.github.io/claims/6269518-001",
    "rank": 3,
    "confidence": 0.3282,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: agent, reputation, agents, value. Scope: citation-weighted value allocation through PageRank-derived mechanisms; agents are rational and self interested.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4941807-009",
    "claimUrl": "https://wulfkaal.github.io/claims/4941807-009",
    "rank": 4,
    "confidence": 0.324,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: reputation, agents, learn. Scope: in deep learning systems deployed in driving and medical prediction.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4529715-034",
    "claimUrl": "https://wulfkaal.github.io/claims/4529715-034",
    "rank": 5,
    "confidence": 0.3199,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: reputation, maximize, value. Scope: discretionary mutual where members decide claims.",
    "ambiguous": true
   }
  ]
 },
 "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.",
 "sha256": "966585833f8951b24b0143d690ab3012421fece34188bbe3dcca268a26b36da6"
}