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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6948",
 "identifier": "kaal:position:2026-07-31-6948",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Blockchain Enabled Federated Data Science For Privacy Preserving Multi O D63583D397",
 "text": "BLOCKCHAIN-ENABLED FEDERATED DATA SCIENCE FOR PRIVACY-PRESERVING MULTI-ORGANIZATION ANALYTICS presents the following source proposition: Blockchain technology enhances federated analytics by providing decentralized trust, immutable logging, and automated policy enforcement. This proposition is pertinent to Kaal's source-bound claim that Because blockchain records a verifiable and immutable history of data provenance and alterations, it mitigates data poisoning risk and supports the claim that AI models were trained on genuine datasets. 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"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "blockchain",
  "citation-and-knowledge",
  "ai-and-agents",
  "education-and-practice",
  "historical-response",
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  "semantic-scholar"
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  "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: 0.3585.",
  "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:5245185-003",
  "url": "https://wulfkaal.github.io/claims/5245185-003",
  "citation": "Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185",
  "paper": "Wulf A. Kaal, How can we Best Monitor AI Agents",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5245185",
  "source_pdf_sha256": "4d7adba83ec722480e97bde6528cbe9ce98c709e45cb18794f157a64b8fe7da2"
 },
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   "@id": "https://wulfkaal.github.io/claims/5245185-003"
  },
  {
   "@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.",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3585,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, data, trust, immutable. Scope: training data recorded on chain; systems relying on large language models.",
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  "sourceRecordId": "10090b0ca657a52f43a06a5db69ec05ec47969a7",
  "queryId": "concept:b78ed75f4a0b",
  "queryText": "decentralization governance",
  "canonicalUrl": "https://www.semanticscholar.org/paper/10090b0ca657a52f43a06a5db69ec05ec47969a7",
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  "workAuthors": [
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    "rank": 1,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, data, trust, immutable. Scope: training data recorded on chain; systems relying on large language models.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, enabled, technology, enforcement. Scope: transactional legal roles that can be encoded; near future relative to 2017.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/3266953-001",
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    "confidence": 0.357,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, data, technology, decentralized, trust. Scope: internet based platform businesses; distributed ledger technology businesses.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3266953-003",
    "claimUrl": "https://wulfkaal.github.io/claims/3266953-003",
    "rank": 4,
    "confidence": 0.3518,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, trust, automated. Scope: trust migrated from organizations to machines and algorithms.",
    "ambiguous": true
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   {
    "claimId": "kaal:claim:4957318-039",
    "claimUrl": "https://wulfkaal.github.io/claims/4957318-039",
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    "confidence": 0.3472,
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    "whyRelevant": "Shared high-information concepts: blockchain, preserving, immutable. Scope: blockchain based immutable record keeping.",
    "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.",
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}