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 "identifier": "kaal:position:2026-07-31-6613",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Blockchain Based Control Over Data To Train Ai Models 9Cc3A104F2",
 "text": "Blockchain-based Control Over Data to Train AI Models presents the following source proposition: We survey platforms such as Ocean Protocol, federated learning with blockchain architectures, and decentralized compute networks. This proposition is pertinent to Kaal's source-bound claim that Law schools that invest early in artificial intelligence, machine learning, and blockchain will gain a comparative advantage over peer schools irrespective of ranking, because demand for lawyers trained in those technologies is likely to spike once law firm adoption crosses a threshold. 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",
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  "education-and-practice",
  "innovation",
  "blockchain",
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  "openalex"
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 "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: 0.3843.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Blockchain-based Control Over Data to Train AI Models",
  "url": "https://doi.org/10.71097/ijaidr.v16.i2.1543"
 },
 "extends": {
  "identifier": "kaal:claim:2939127-004",
  "url": "https://wulfkaal.github.io/claims/2939127-004",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, Legal Education in the Blockchain Revolution (2017). SSRN: https://ssrn.com/abstract=2939127",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, Legal Education in the Blockchain Revolution",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2939127",
  "source_pdf_sha256": "abcef529c7200261c59eec43018375b3b26e3186239fb9d002bacc298dba26ff"
 },
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   "@id": "https://wulfkaal.github.io/claims/2939127-004"
  },
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   "@type": "CreativeWork",
   "name": "Blockchain-based Control Over Data to Train AI Models",
   "url": "https://doi.org/10.71097/ijaidr.v16.i2.1543"
  }
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 "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.",
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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6613",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, over, such, learning, artificial, intelligence, technologies. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
 "sourceProvenance": {
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  "sourceRecordId": "https://openalex.org/W4413984038",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "https://doi.org/10.71097/ijaidr.v16.i2.1543",
  "doi": "10.71097/ijaidr.v16.i2.1543",
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  "workId": "work:doi:10.71097/ijaidr.v16.i2.1543",
  "workAuthors": [
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    "whyRelevant": "Shared high-information concepts: blockchain, over, such, learning, artificial, intelligence, technologies. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: blockchain, such, science, artificial, intelligence, technologies. Scope: review source claim scope.",
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    "whyRelevant": "Shared high-information concepts: blockchain, data, artificial, intelligence, technology, applications. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
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    "confidence": 0.3614,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, data, artificial, intelligence, technology, applications. Scope: advisers using the technologies in operations or strategy.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: blockchain, data, artificial, intelligence, technology, applications. Scope: large fund advisers as of 2019.",
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 "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.",
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