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 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6014",
 "identifier": "kaal:position:2026-07-31-6014",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Big Data As An Economic Resource For The Functioning Of Decentralized Au A6Faa67E19",
 "text": "Big data as an economic resource for the functioning of decentralized autonomous organizations presents the following source proposition: Modern digital innovation technologies, such as blockchain, artificial intelligence and social networks,<br> combined with methods of data collection and processing, represent new opportunities at several<br> levels of economic relations. This proposition is pertinent to Kaal's source-bound claim that Private fund advisers' increasing use of blockchain technology, artificial intelligence, and big data is a distinct source of downward pressure on the traditional 2/20 fee structure that commentators have not examined. 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"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "blockchain",
  "private-funds",
  "innovation",
  "historical-response",
  "scholarly-literature",
  "openalex"
 ],
 "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: 0.3651.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Big data as an economic resource for the functioning of decentralized autonomous organizations",
  "url": "https://doi.org/10.5281/zenodo.5116218"
 },
 "extends": {
  "identifier": "kaal:claim:2959730-001",
  "url": "https://wulfkaal.github.io/claims/2959730-001",
  "citation": "Wulf A. Kaal, Blockchain Applications and Fee Structure Developments in Private Investment Funds (2017). SSRN: https://ssrn.com/abstract=2959730",
  "paper": "Wulf A. Kaal, Blockchain Applications and Fee Structure Developments in Private Investment Funds",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2959730",
  "source_pdf_sha256": "ebd86972d8817b0c1c80326ae5564476983cedba3f258ff3b2610f156b93fb50"
 },
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   "@id": "https://wulfkaal.github.io/claims/2959730-001"
  },
  {
   "@type": "CreativeWork",
   "name": "Big data as an economic resource for the functioning of decentralized autonomous organizations",
   "url": "https://doi.org/10.5281/zenodo.5116218"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0003",
 "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/2026-07-31-6014",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6014.md",
 "candidateId": "kaal:response-draft:2026-07-31:f236a63f3ea1ddfcac05",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3651,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: big, data, innovation, blockchain, artificial, intelligence, developments. Scope: private investment fund industry; period of roughly 2007 to 2017.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4287071528",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "https://doi.org/10.5281/zenodo.5116218",
  "doi": "10.5281/zenodo.5116218",
  "externalIds": {
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   "DOI": "10.5281/zenodo.5116218"
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  "chunkId": "openalex-00001",
  "workId": "work:doi:10.5281/zenodo.5116218",
  "workAuthors": [
   "OBUSHNYI S.M.",
   "VIROVETS D.V."
  ],
  "workPublishedAt": "2021-07-20",
  "identityKeys": [
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   "openalex:https://openalex.org/w4287071528",
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   "title:ea4928fbaaf05db8d1e01b11",
   "proposition:9526b16629b5cff734738888cd0aa5cc2a9c8a6a8d55655f27a85db1f520eea6"
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  "claimMappings": [
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    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 1,
    "confidence": 0.3651,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: big, data, innovation, blockchain, artificial, intelligence, developments. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-034",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
    "rank": 2,
    "confidence": 0.3574,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, technologies, such, blockchain, artificial, intelligence, science. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
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    "confidence": 0.3529,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: big, data, innovation, technologies, blockchain, artificial, intelligence. Scope: characterized by the author as anecdotal rather than sample based evidence.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-002",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-002",
    "rank": 4,
    "confidence": 0.3443,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: big, data, blockchain, artificial, intelligence, developments. Scope: advisers using the technologies in operations or strategy.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3227933-005",
    "claimUrl": "https://wulfkaal.github.io/claims/3227933-005",
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    "confidence": 0.3292,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: organizations, digital, innovation, technologies, blockchain, new, process. Scope: review source claim scope.",
    "ambiguous": true
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0003, SHA-256 8afd77518bf3e6dff3e21ea20524a254cd29e7e4678a80362a24c26c8dc039e2, 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": "da9e72e05f200b7e4ee2ebf728c9619e66047762f27063bb273abc2705f327da"
}
