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 "identifier": "kaal:position:2026-07-31-6738",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Data Visibility In Enterprise Distributed Ledger Technologies A Systemat 70Beb436F6",
 "text": "Data Visibility in Enterprise Distributed Ledger Technologies: A Systematic Review of Access Control and Anonymity Mechanisms presents the following source proposition: Additionally, managing the visibility in compliance with the organization's rules and regulations is crucial. This proposition is pertinent to Kaal's source-bound claim that Managing machine learning assets and complying with laws such as GDPR and CCPA becomes significantly harder under decentralized governance, because distributed data and operations complicate tracking data flows, enforcing privacy controls, and demonstrating compliance during audits. 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": [
  "decentralization",
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  "compliance",
  "historical-response",
  "scholarly-literature",
  "openalex"
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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: 0.3657.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Data Visibility in Enterprise Distributed Ledger Technologies: A Systematic Review of Access Control and Anonymity Mechanisms",
  "url": "https://doi.org/10.24017/science.2026.2.1"
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 "extends": {
  "identifier": "kaal:claim:4796714-032",
  "url": "https://wulfkaal.github.io/claims/4796714-032",
  "citation": "Wulf A. Kaal, AI Governance (2024). SSRN: https://ssrn.com/abstract=4796714",
  "paper": "Wulf A. Kaal, AI Governance",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4796714",
  "source_pdf_sha256": "59fa63bae179e8f9b6b8efbdf90cee28400276512a1b04f9f579a48641305c93"
 },
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   "@type": "CreativeWork",
   "name": "Data Visibility in Enterprise Distributed Ledger Technologies: A Systematic Review of Access Control and Anonymity Mechanisms",
   "url": "https://doi.org/10.24017/science.2026.2.1"
  }
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 "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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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6738",
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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: data, distributed, managing, compliance, governance, decentralization, privacy, management. Scope: applies to decentralized ML governance spanning multiple stakeholders and locations; concerns stringent privacy regimes such as GDPR and CCPA.",
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  "doi": "10.24017/science.2026.2.1",
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    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: data, access, compliance, rules, governance, privacy. Scope: where compliance rules can be expressed as predefined, codified conditions.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: compliance, crucial, transparency, behavior, decentralization. Scope: decentralized networks without a central approving authority.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: data, distributed, ledger, compliance, governance. Scope: CHARITYxDAO using DLT and layer 2 solutions.",
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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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