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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6877",
 "identifier": "kaal:position:2026-07-31-6877",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Privade Privacy Preserving Data Evaluation For Blockchain Based Data Mar 9A34E363A7",
 "text": "PrivaDE: Privacy-preserving Data Evaluation for Blockchain-based Data Marketplaces presents the following source proposition: PrivaDE provides strong security against malicious behavior and can be integrated into blockchain-based marketplaces, where smart contracts enforce fair execution and payment. This proposition is pertinent to Kaal's source-bound claim that Smart contracts can automate compliance with regulatory requirements and ethical guidelines: for example, a smart contract can enforce privacy law directly by controlling an AI system's access to personal data according to predefined rules. 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": [
  "smart-contracts",
  "compliance",
  "consensus-and-security",
  "blockchain",
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  "ai-and-agents",
  "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: 0.4508.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "PrivaDE: Privacy-preserving Data Evaluation for Blockchain-based Data Marketplaces",
  "url": "https://www.semanticscholar.org/paper/9c58ce1da714fd5ebf9232ff216db88ed10885e1"
 },
 "extends": {
  "identifier": "kaal:claim:4941807-019",
  "url": "https://wulfkaal.github.io/claims/4941807-019",
  "citation": "Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807",
  "paper": "Wulf A. Kaal, AI Governance Via Web3 Reputation System",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4941807",
  "source_pdf_sha256": "ab66c1e99a88da1fa36b0c6b536df5184231fe6aa427f3dd53287a4e0ac79853"
 },
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   "@id": "https://wulfkaal.github.io/claims/4941807-019"
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  {
   "@type": "CreativeWork",
   "name": "PrivaDE: Privacy-preserving Data Evaluation for Blockchain-based Data Marketplaces",
   "url": "https://www.semanticscholar.org/paper/9c58ce1da714fd5ebf9232ff216db88ed10885e1"
  }
 ],
 "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",
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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: privacy, data, blockchain, security, smart, contracts, enforce. Scope: where compliance rules can be expressed as predefined, codified conditions.",
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  "queryId": "concept:c8f592cb6b0b",
  "queryText": "smart contract enforceability",
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  "doi": "10.1145/3779208.3785393",
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   "ArXiv": "2510.18109",
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  "workAuthors": [
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   "Sahel Torkamani",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: privacy, data, blockchain, security, smart, contracts, enforce. Scope: where compliance rules can be expressed as predefined, codified conditions.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: blockchain, security, smart, contracts, execution. Scope: smart contract based blockchain transactions.",
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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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