{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6470",
 "identifier": "kaal:position:2026-07-31-6470",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Enhancing Digital Financial Security With Lstm And Blockchain Technology 90E199Cffb",
 "text": "Enhancing Digital Financial Security with LSTM and Blockchain Technology presents the following source proposition: The aim is to develop a system using an LSTM model to predict and detect anomalies in transaction data. This proposition is pertinent to Kaal's source-bound claim that The majority of private fund advisers that deploy blockchain technology, artificial intelligence, and big data in their operations or strategy charge their investors lower fees, even though not all blockchain enabled funds charge per transaction fees. 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",
  "private-funds",
  "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: 0.3643.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Enhancing Digital Financial Security with LSTM and Blockchain Technology",
  "url": "https://doi.org/10.14569/ijacsa.2024.0150830"
 },
 "extends": {
  "identifier": "kaal:claim:2959730-002",
  "url": "https://wulfkaal.github.io/claims/2959730-002",
  "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"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/2959730-002"
  },
  {
   "@type": "CreativeWork",
   "name": "Enhancing Digital Financial Security with LSTM and Blockchain Technology",
   "url": "https://doi.org/10.14569/ijacsa.2024.0150830"
  }
 ],
 "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/2026-07-31-6470",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6470.md",
 "candidateId": "kaal:response-draft:2026-07-31:248ff4e3e413694c2f31",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3643,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, technology, transaction, data, applications, big. Scope: advisers using the technologies in operations or strategy.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4402317680",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "https://doi.org/10.14569/ijacsa.2024.0150830",
  "doi": "10.14569/ijacsa.2024.0150830",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W4402317680",
   "DOI": "10.14569/ijacsa.2024.0150830"
  },
  "retrievedAt": "2026-07-31T17:52:22.720Z",
  "providerPage": 21,
  "rawObservationSha256": "c47bfa15571b2c8e74466c9e0f1fe8dc15d807b723beaa8c68fc10e88a71c62d",
  "inputSnapshotSha256": "bdb2cd83e925a3abd26bab9a4375d1355c1d8fbab8736869dc7845f3ba159924",
  "inputLine": 11459,
  "chunkId": "openalex-00006",
  "workId": "work:doi:10.14569/ijacsa.2024.0150830",
  "workAuthors": [
   "Thanyah Aldaham",
   "Hédi Hamdi"
  ],
  "workPublishedAt": "2024-01-01",
  "identityKeys": [
   "doi:10.14569/ijacsa.2024.0150830",
   "openalex:https://openalex.org/w4402317680",
   "url:https://doi.org/10.14569/ijacsa.2024.0150830",
   "title:bbc635405e1f6ebb536b74fa",
   "proposition:1e9cd10fbf205a5d184b29f3a6273dd8f01d9c4dba516d3157a54e1a0da0e2ad"
  ],
  "sourceProposition": "The aim is to develop a system using an LSTM model to predict and detect anomalies in transaction data.",
  "sourcePropositionSha256": "399d83060d63a302b14e02b5822ea713d02849981cdcbef28a29b5351d306ea3",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2959730-002",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-002",
    "rank": 1,
    "confidence": 0.3643,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, transaction, data, applications, big. Scope: advisers using the technologies in operations or strategy.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3409548-037",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-037",
    "rank": 2,
    "confidence": 0.3605,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: financial, blockchain, technology, data, applications, big. Scope: large fund advisers as of 2019.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 3,
    "confidence": 0.3373,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, data, applications, big. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2939127-023",
    "claimUrl": "https://wulfkaal.github.io/claims/2939127-023",
    "rank": 4,
    "confidence": 0.314,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, data, applications, big. Scope: settings where Legal Tech and blockchain generate usable data at scale.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3409548-024",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-024",
    "rank": 5,
    "confidence": 0.3122,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: financial, blockchain, technology, transaction, business. Scope: review source claim scope.",
    "ambiguous": true
   }
  ]
 },
 "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": "4ab52f0a3a52be431c3d5fa039fd478a38c170c1b7192fd77c77a12dc14c71cc"
}