{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6129",
 "identifier": "kaal:position:2026-07-31-6129",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Potential And Limits Of Blockchain Technology For Networked Businesses A284B1A811",
 "text": "Potential and limits of Blockchain technology for networked businesses presents the following source proposition: First, and probably the most known application of blockchain technology, is cryptocurrency, such as Bitcoin. 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: 0.4076.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Potential and limits of Blockchain technology for networked businesses",
  "url": "https://doi.org/10.1007/s12525-020-00421-8"
 },
 "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"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3409548-037"
  },
  {
   "@type": "CreativeWork",
   "name": "Potential and limits of Blockchain technology for networked businesses",
   "url": "https://doi.org/10.1007/s12525-020-00421-8"
  }
 ],
 "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": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6129",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6129.md",
 "candidateId": "kaal:response-draft:2026-07-31:3e5b111afbbaae988ee7",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4076,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, technology, first, most, applications, big, data, intelligence. Scope: large fund advisers as of 2019.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W3018143360",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "https://doi.org/10.1007/s12525-020-00421-8",
  "doi": "10.1007/s12525-020-00421-8",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W3018143360",
   "DOI": "10.1007/s12525-020-00421-8",
   "MAG": "3018143360"
  },
  "retrievedAt": "2026-07-31T17:52:11.122Z",
  "providerPage": 9,
  "rawObservationSha256": "214b5252a3bdb82b89d01232fea8c1e2bc261be066e21902c1ed36f0077907ed",
  "inputSnapshotSha256": "bdb2cd83e925a3abd26bab9a4375d1355c1d8fbab8736869dc7845f3ba159924",
  "inputLine": 9186,
  "chunkId": "openalex-00004",
  "workId": "work:doi:10.1007/s12525-020-00421-8",
  "workAuthors": [
   "Roger Bons",
   "Johan Versendaal",
   "Liudmila Zavolokina",
   "Weidong Shi"
  ],
  "workPublishedAt": "2020-04-21",
  "identityKeys": [
   "doi:10.1007/s12525-020-00421-8",
   "openalex:https://openalex.org/w3018143360",
   "url:https://doi.org/10.1007/s12525-020-00421-8",
   "title:4a340e4af95f938d329e6f70",
   "proposition:1f61d9ad90c4248decb8db6d724650cbf90e6c33161a949c1738a60ca4d9cd37"
  ],
  "sourceProposition": "First, and probably the most known application of blockchain technology, is cryptocurrency, such as Bitcoin.",
  "sourcePropositionSha256": "4c6bef70afbf71025ea534250965679d9d86eba9b0a62db61b90f91af9f87ba0",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3409548-037",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-037",
    "rank": 1,
    "confidence": 0.4076,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, first, most, applications, big, data, intelligence. Scope: large fund advisers as of 2019.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 2,
    "confidence": 0.3605,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, applications, big, data, intelligence. 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": 3,
    "confidence": 0.3605,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, applications, big, data, intelligence. Scope: advisers using the technologies in operations or strategy.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3266953-001",
    "claimUrl": "https://wulfkaal.github.io/claims/3266953-001",
    "rank": 4,
    "confidence": 0.3486,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: potential, blockchain, technology, businesses, internet, data. Scope: internet based platform businesses; distributed ledger technology businesses.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2998033-030",
    "claimUrl": "https://wulfkaal.github.io/claims/2998033-030",
    "rank": 5,
    "confidence": 0.3261,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, big, data, intelligence. Scope: characterized by the author as anecdotal rather than sample based evidence.",
    "ambiguous": true
   }
  ]
 },
 "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": "81e7b0e89c60626ee2008e4ce0130b053c5eff24c3a34b454d6ee1a1ff7e2e0a"
}