{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6521",
 "identifier": "kaal:position:2026-07-31-6521",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Predictive Analytics For Decision Making In Decentralized Systems 63E71994Dc",
 "text": "PREDICTIVE ANALYTICS FOR DECISION-MAKING IN DECENTRALIZED SYSTEMS presents the following source proposition: The blockchain technology, on whichcryptocurrencies are based, is one of the most innovative and promising technologies in the market. This proposition is pertinent to Kaal's source-bound claim that Legacy systems at private investment funds and banks are more expensive, more error prone, and slower than emerging blockchain technologies, a gap illustrated by the $1.7 trillion in processing fees banks charged in 2014. 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",
  "economics",
  "systemic-risk",
  "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: 0.3773.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "PREDICTIVE ANALYTICS FOR DECISION-MAKING IN DECENTRALIZED SYSTEMS",
  "url": "http://dx.doi.org/10.18522/2311-3103-2024-2-90-100"
 },
 "extends": {
  "identifier": "kaal:claim:3409548-023",
  "url": "https://wulfkaal.github.io/claims/3409548-023",
  "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/3409548-023"
  },
  {
   "@type": "CreativeWork",
   "name": "PREDICTIVE ANALYTICS FOR DECISION-MAKING IN DECENTRALIZED SYSTEMS",
   "url": "http://dx.doi.org/10.18522/2311-3103-2024-2-90-100"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0005",
 "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/2026-07-31-6521",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6521.md",
 "candidateId": "kaal:response-draft:2026-07-31:ce7dba0de37170ccd711",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3773,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, technology, most, technologies, processing. Scope: comparison of bank and fund legacy processing systems with blockchain.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4401625426",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "http://dx.doi.org/10.18522/2311-3103-2024-2-90-100",
  "doi": "10.18522/2311-3103-2024-2-90-100",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W4401625426",
   "DOI": "10.18522/2311-3103-2024-2-90-100"
  },
  "retrievedAt": "2026-07-31T17:52:23.474Z",
  "providerPage": 22,
  "rawObservationSha256": "9c92f5f22a9b2a1431093a9d0e0be18844c9d7c4b26cfdcce01f30dd1ca383ba",
  "inputSnapshotSha256": "bdb2cd83e925a3abd26bab9a4375d1355c1d8fbab8736869dc7845f3ba159924",
  "inputLine": 11810,
  "chunkId": "openalex-00001",
  "workId": "work:doi:10.18522/2311-3103-2024-2-90-100",
  "workAuthors": [
   "Nikolai Sergeev",
   "D.G. Veselova"
  ],
  "workPublishedAt": "2024-03-17",
  "identityKeys": [
   "doi:10.18522/2311-3103-2024-2-90-100",
   "openalex:https://openalex.org/w4401625426",
   "url:http://dx.doi.org/10.18522/2311-3103-2024-2-90-100",
   "title:a438ab5f81b1b792c63bf6df",
   "proposition:eeb8377e036531b9cb87b817b54ada6090307fa39bf4df3867555b021a456e2d"
  ],
  "sourceProposition": "The blockchain technology, on whichcryptocurrencies are based, is one of the most innovative and promising technologies in the market.",
  "sourcePropositionSha256": "1fd8976b40557c90410d0671aa1be915f05275657c444d1e26810833139001e0",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3409548-023",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-023",
    "rank": 1,
    "confidence": 0.3773,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, most, technologies, processing. Scope: comparison of bank and fund legacy processing systems with blockchain.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3266953-001",
    "claimUrl": "https://wulfkaal.github.io/claims/3266953-001",
    "rank": 2,
    "confidence": 0.3316,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, blockchain, technology, one, data. Scope: internet based platform businesses; distributed ledger technology businesses.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3441904-032",
    "claimUrl": "https://wulfkaal.github.io/claims/3441904-032",
    "rank": 3,
    "confidence": 0.3316,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, blockchain, technology, computer. Scope: public decentralized blockchains maintained by anonymous global users.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3227967-023",
    "claimUrl": "https://wulfkaal.github.io/claims/3227967-023",
    "rank": 4,
    "confidence": 0.3315,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, blockchain, most, computer. Scope: DAOs built on public platforms, in most cases Ethereum.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-034",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
    "rank": 5,
    "confidence": 0.3226,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technologies, science. Scope: review source claim scope.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0005, SHA-256 38dc4a26b86055f59a04f2f22c00881f6c50aa4c4e33c702b9de7f310a3e9995, as written and authorize publication of all 248 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
 "sha256": "efa224e001ece674efed184ad88a50c98311bc25031f64d4139b03c700dc9e6f"
}