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 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6760",
 "identifier": "kaal:position:2026-07-31-6760",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming A Recommendation System For Decentralized Autonomous Organization F5E0082728",
 "text": "A Recommendation System for Decentralized Autonomous Organization presents the following source proposition: Structured data analysis has historically achieved remarkable success. This proposition is pertinent to Kaal's source-bound claim that DAOs cannot exist and persist without ever increasing degrees of decentralization, so DAO legal designs must first and foremost supplement the internal decentralization the DAO has achieved. 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",
  "law-and-legal-systems",
  "dao",
  "historical-response",
  "scholarly-literature",
  "semantic-scholar"
 ],
 "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: 0.4236.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "A Recommendation System for Decentralized Autonomous Organization",
  "url": "https://www.semanticscholar.org/paper/5119b09e35427fd6815ad16835351b3860c55db1"
 },
 "extends": {
  "identifier": "kaal:claim:3799320-016",
  "url": "https://wulfkaal.github.io/claims/3799320-016",
  "citation": "Wulf A. Kaal, A Decentralized Autonomous Organization (DAO) of DAOs (2021). SSRN: https://ssrn.com/abstract=3799320",
  "paper": "Wulf A. Kaal, A Decentralized Autonomous Organization (DAO) of DAOs",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3799320",
  "source_pdf_sha256": "c3dff852f2d3f04718c829a24189309a7db4d92d84f6045d3d4f562d87c03e63"
 },
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   "@id": "https://wulfkaal.github.io/claims/3799320-016"
  },
  {
   "@type": "CreativeWork",
   "name": "A Recommendation System for Decentralized Autonomous Organization",
   "url": "https://www.semanticscholar.org/paper/5119b09e35427fd6815ad16835351b3860c55db1"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0006",
 "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/2026-07-31-6760",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6760.md",
 "candidateId": "kaal:response-draft:2026-07-31:505096864252971dde46",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4236,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: decentralized, autonomous, organization, has, achieved. Scope: long lived DAOs.",
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  "source": "semantic-scholar",
  "sourceRecordId": "5119b09e35427fd6815ad16835351b3860c55db1",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "https://www.semanticscholar.org/paper/5119b09e35427fd6815ad16835351b3860c55db1",
  "doi": "10.1109/otcon56053.2023.10113941",
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  "workId": "work:doi:10.1109/otcon56053.2023.10113941",
  "workAuthors": [
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    "rank": 1,
    "confidence": 0.4236,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, autonomous, organization, has, achieved. Scope: long lived DAOs.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, autonomous, organization, has. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3799320-002",
    "claimUrl": "https://wulfkaal.github.io/claims/3799320-002",
    "rank": 4,
    "confidence": 0.3051,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, autonomous, organization, has. Scope: governance that must persist over time; systems relying on information from the edges.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3799320-029",
    "claimUrl": "https://wulfkaal.github.io/claims/3799320-029",
    "rank": 5,
    "confidence": 0.3051,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, autonomous, organization, has. Scope: DAO of DAOs internal governance.",
    "ambiguous": true
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0006, SHA-256 d724cb4e85d4ecdf4e8488b6b1c8ed999688fe58732ad5a50c5c197c25427f43, 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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}