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 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6440",
 "identifier": "kaal:position:2026-07-31-6440",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming A Blockchain Driven Cyber Systemic Approach To Hybrid Reality 3De152D924",
 "text": "A Blockchain-Driven Cyber-Systemic Approach to Hybrid Reality presents the following source proposition: HyR modelling relies simultaneously on the cognitive power of humans and artificial entities. This proposition is pertinent to Kaal's source-bound claim that Most large private equity and hedge fund advisers have not yet even considered combining blockchain with big data and artificial intelligence, leaving first mover efficiency gains to smaller competitors. 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": [
  "blockchain",
  "ai-and-agents",
  "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: 0.3554.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "A Blockchain-Driven Cyber-Systemic Approach to Hybrid Reality",
  "url": "https://doi.org/10.3390/systems13040294"
 },
 "extends": {
  "identifier": "kaal:claim:3409548-037",
  "url": "https://wulfkaal.github.io/claims/3409548-037",
  "citation": "Kaal, Financial Technology and Hedge Funds (2019). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3409548",
  "paper": "Kaal, Financial Technology and Hedge Funds",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2019",
  "ssrn": null,
  "source_pdf_sha256": "74227ab2656b06bfe4a29c942fc2ba26df9f476917e0a9f85ec038b8c3402c40"
 },
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  {
   "@id": "https://wulfkaal.github.io/claims/3409548-037"
  },
  {
   "@type": "CreativeWork",
   "name": "A Blockchain-Driven Cyber-Systemic Approach to Hybrid Reality",
   "url": "https://doi.org/10.3390/systems13040294"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0004",
 "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/2026-07-31-6440",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6440.md",
 "candidateId": "kaal:response-draft:2026-07-31:c95c544e5353f4cf5124",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3554,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, artificial, financial, technology, applications. Scope: large fund advisers as of 2019.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4409525727",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "https://doi.org/10.3390/systems13040294",
  "doi": "10.3390/systems13040294",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W4409525727",
   "DOI": "10.3390/systems13040294"
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  "providerPage": 20,
  "rawObservationSha256": "1e37a9df8decc0cc98e69c9f5678aa79e2e54ee21664b0ad4697967072cdb94a",
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  "chunkId": "openalex-00006",
  "workId": "work:doi:10.3390/systems13040294",
  "workAuthors": [
   "Massimiliano Pirani",
   "Alessandro Cucchiarelli",
   "Tariq Naeem",
   "Luca Spalazzi"
  ],
  "workPublishedAt": "2025-04-17",
  "identityKeys": [
   "doi:10.3390/systems13040294",
   "openalex:https://openalex.org/w4409525727",
   "url:https://doi.org/10.3390/systems13040294",
   "title:5f5931f12682a3301badc7b5",
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  "sourceProposition": "HyR modelling relies simultaneously on the cognitive power of humans and artificial entities.",
  "sourcePropositionSha256": "edfa6a13bdf60bd2b355cea658555c52db8495e485b48af92b56ae819f265d5e",
  "sourcePropositionIndex": 1,
  "claimMappings": [
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    "claimId": "kaal:claim:3409548-037",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-037",
    "rank": 1,
    "confidence": 0.3554,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, artificial, financial, technology, applications. Scope: large fund advisers as of 2019.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-034",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
    "rank": 2,
    "confidence": 0.3498,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, driven, artificial, science. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3409548-023",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-023",
    "rank": 3,
    "confidence": 0.3404,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, systemic, risk, economics, financial, technology. Scope: comparison of bank and fund legacy processing systems with blockchain.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 4,
    "confidence": 0.3293,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, artificial, technology, applications. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-002",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-002",
    "rank": 5,
    "confidence": 0.3293,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, artificial, technology, applications. Scope: advisers using the technologies in operations or strategy.",
    "ambiguous": true
   }
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 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0004, SHA-256 76656a95748a5e70056673ed7e170eaf52eb7b843129dad96311bc6e84b0ce9f, 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": "c3b800f5d46ab48d944ad3c09d7080a1e6949f0cd375625bb5d05efa8fcc809d"
}