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 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7707",
 "identifier": "kaal:position:2026-07-31-7707",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Agent Based Information Aggregation Markets F4E3E8Bd78",
 "text": "Agent based information aggregation markets presents the following source proposition: In order for IAMs to efficiently aggregate information, they should attract participants with diversity of opinion, independence of thought and decentralization of knowledge. This proposition is pertinent to Kaal's source-bound claim that General Electric's decentralization under Jack Welch worked because each business unit was made fully accountable through its own profit and loss statement and market price internal transactions, which removed inefficiencies and drove up market value. 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": [
  "decentralization",
  "institutional-design",
  "governance-design",
  "corporate-governance",
  "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: 0.3949.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Agent based information aggregation markets",
  "url": "https://doi.org/10.65109/jyio8659"
 },
 "extends": {
  "identifier": "kaal:claim:3411897-005",
  "url": "https://wulfkaal.github.io/claims/3411897-005",
  "citation": "Wulf A. Kaal, Decentralization - Past, Present, and Future (2019). SSRN: https://ssrn.com/abstract=3411897",
  "paper": "Wulf A. Kaal, Decentralization - Past, Present, and Future",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2019",
  "ssrn": "https://ssrn.com/abstract=3411897",
  "source_pdf_sha256": "82f0aea026b3e3a526ec51bc073b3b864dc06cd9083ff9c54c550037045edaa9"
 },
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   "@id": "https://wulfkaal.github.io/claims/3411897-005"
  },
  {
   "@type": "CreativeWork",
   "name": "Agent based information aggregation markets",
   "url": "https://doi.org/10.65109/jyio8659"
  }
 ],
 "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/2026-07-31-7707",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7707.md",
 "candidateId": "kaal:response-draft:2026-07-31:56fd933da93a71590dbc",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3949,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: efficiently, independence, decentralization. Scope: pre and post internet era corporate reorganization; no new technological innovation required.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.65109/jyio8659",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.65109/jyio8659",
  "doi": "10.65109/jyio8659",
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   "Crossref": "10.65109/jyio8659"
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  "workId": "work:doi:10.65109/jyio8659",
  "workAuthors": [
   "Efthimios Bothos",
   "Dimitris Apostolou",
   "Gregoris Mentzas"
  ],
  "workPublishedAt": "2010-05-10",
  "identityKeys": [
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    "claimUrl": "https://wulfkaal.github.io/claims/3411897-005",
    "rank": 1,
    "confidence": 0.3949,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: efficiently, independence, decentralization. Scope: pre and post internet era corporate reorganization; no new technological innovation required.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3808852-012",
    "claimUrl": "https://wulfkaal.github.io/claims/3808852-012",
    "rank": 2,
    "confidence": 0.3949,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: efficiently, independence, decentralization. Scope: pre and post internet era corporate structures.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782191-037",
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    "rank": 3,
    "confidence": 0.3907,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: order, efficiently, they, decentralization. Scope: corporations with centralized power facing market swings.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4067783-040",
    "claimUrl": "https://wulfkaal.github.io/claims/4067783-040",
    "rank": 4,
    "confidence": 0.3569,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: markets, diversity, decentralization. Scope: review source claim scope.",
    "ambiguous": true
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    "claimUrl": "https://wulfkaal.github.io/claims/4067783-039",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: information, diversity, decentralization. Scope: review source claim scope.",
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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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}