{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6947",
 "identifier": "kaal:position:2026-07-31-6947",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Blockchain Enabled Federated Data Science For Privacy Preserving Multi O 9E579Da794",
 "text": "BLOCKCHAIN-ENABLED FEDERATED DATA SCIENCE FOR PRIVACY-PRESERVING MULTI-ORGANIZATION ANALYTICS presents the following source proposition: However, existing approaches often rely on centralized coordination and lack transparent governance and accountability. This proposition is pertinent to Kaal's source-bound claim that The WDAG system preserves legal history as a byproduct of its architecture: all legal precedents are retained within a blockchain based framework in a transparent and immutable format, so historical access does not trade off against current relevance. 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": [
  "law-and-legal-systems",
  "blockchain",
  "disclosure",
  "historical-response",
  "scholarly-literature",
  "semantic-scholar"
 ],
 "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: 0.3956.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "BLOCKCHAIN-ENABLED FEDERATED DATA SCIENCE FOR PRIVACY-PRESERVING MULTI-ORGANIZATION ANALYTICS",
  "url": "https://www.semanticscholar.org/paper/10090b0ca657a52f43a06a5db69ec05ec47969a7"
 },
 "extends": {
  "identifier": "kaal:claim:4957318-039",
  "url": "https://wulfkaal.github.io/claims/4957318-039",
  "citation": "Wulf A. Kaal, The Future of Law - Dynamic Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4957318",
  "paper": "Wulf A. Kaal, The Future of Law - Dynamic Web3 Governance",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4957318",
  "source_pdf_sha256": "137fb77eb82111a85f0ab5581926f762a7414ae84aaf3d56e8299db670e0e0c1"
 },
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  {
   "@id": "https://wulfkaal.github.io/claims/4957318-039"
  },
  {
   "@type": "CreativeWork",
   "name": "BLOCKCHAIN-ENABLED FEDERATED DATA SCIENCE FOR PRIVACY-PRESERVING MULTI-ORGANIZATION ANALYTICS",
   "url": "https://www.semanticscholar.org/paper/10090b0ca657a52f43a06a5db69ec05ec47969a7"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0006",
 "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/2026-07-31-6947",
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 "candidateId": "kaal:response-draft:2026-07-31:ff03636613da5000ff51",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3956,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, preserving, transparent, governance. Scope: blockchain based immutable record keeping.",
 "sourceProvenance": {
  "source": "semantic-scholar",
  "sourceRecordId": "10090b0ca657a52f43a06a5db69ec05ec47969a7",
  "queryId": "concept:b78ed75f4a0b",
  "queryText": "decentralization governance",
  "canonicalUrl": "https://www.semanticscholar.org/paper/10090b0ca657a52f43a06a5db69ec05ec47969a7",
  "doi": "10.65725/jcise/2/1/008",
  "externalIds": {
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  "retrievedAt": "2026-07-31T13:59:06.105Z",
  "providerPage": 1,
  "rawObservationSha256": "12399de63e9d34c60b6d1601d9c567acbedb4e8c3c56f74182e5e3989f64ef23",
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  "workAuthors": [
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  "workPublishedAt": "2026-02-18",
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   "title:497b4c9660b7c88adc7d1e32",
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    "claimUrl": "https://wulfkaal.github.io/claims/4957318-039",
    "rank": 1,
    "confidence": 0.3956,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, preserving, transparent, governance. Scope: blockchain based immutable record keeping.",
    "ambiguous": true
   },
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    "confidence": 0.374,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, data, privacy, often. Scope: global node distribution of blockchain data; jurisdiction specific consumer protection and data rules.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4941807-019",
    "claimUrl": "https://wulfkaal.github.io/claims/4941807-019",
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    "confidence": 0.3614,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, data, privacy, governance. Scope: where compliance rules can be expressed as predefined, codified conditions.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782214-005",
    "claimUrl": "https://wulfkaal.github.io/claims/3782214-005",
    "rank": 4,
    "confidence": 0.35,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, however, lack, governance. Scope: as of the time of writing.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-034",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
    "rank": 5,
    "confidence": 0.3409,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, science, governance. Scope: review source claim scope.",
    "ambiguous": true
   }
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0006, SHA-256 d724cb4e85d4ecdf4e8488b6b1c8ed999688fe58732ad5a50c5c197c25427f43, 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": "9f5e73d96acb03c342d212aa484cc97c82115cde48656b5feb4c2b0b3e4e2d79"
}