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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Review Ai Governance Through Markets B7254898Ed",
 "text": "Review: AI Governance through Markets presents the following source proposition: While we do not claim that market forces alone can adequately protect societal interests, we maintain that standardised AI disclosures and market mechanisms can create powerful incentives for safe and responsible AI development. This proposition is pertinent to Kaal's source-bound claim that Creditors and shareholders in bankruptcy, unlike debtors, are typically not required to disclose their interests until they participate in the case by filing a proof of interest or claim and seeking to be heard by a judge. 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": {
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  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
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  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.375.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Review: AI Governance through Markets",
  "url": "https://doi.org/10.70777/si.v2i2.14601"
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  "url": "https://wulfkaal.github.io/claims/2348463-008",
  "citation": "Wulf A. Kaal, Hedge Funds’ Systemic Risk Disclosures in Bankruptcy (2013). SSRN: https://ssrn.com/abstract=2348463",
  "paper": "Wulf A. Kaal, Hedge Funds’ Systemic Risk Disclosures in Bankruptcy",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2013",
  "ssrn": "https://ssrn.com/abstract=2348463",
  "source_pdf_sha256": "b3682f24c0b277b3307fb9f54cd17a4e0a87b48eecba34b40e189212f20c9a22"
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   "url": "https://doi.org/10.70777/si.v2i2.14601"
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 "mappingWhyRelevant": "Shared high-information concepts: not, claim, interests, disclosures. Scope: United States bankruptcy cases; parties other than the debtor.",
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  "workId": "work:doi:10.70777/si.v2i2.14601",
  "workAuthors": [
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    "whyRelevant": "Shared high-information concepts: not, claim, interests, disclosures. Scope: United States bankruptcy cases; parties other than the debtor.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: markets, not, market, disclosures. Scope: European Union as of 2010, with no central securities agency and no centralized filing system.",
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    "whyRelevant": "Shared high-information concepts: alone, disclosures, create. Scope: judge-only access design.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: not, adequately, disclosures. Scope: responses to survey Question 15.",
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    "whyRelevant": "Shared high-information concepts: not, protect, disclosures. Scope: Form PF disclosures in their current form.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0009, SHA-256 b79e655db33b69d4e6de8a205792c1e02d068eea4880d69cd6faeb884041abdf, 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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