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 "name": "Streaming Endogenous Observability And The Economics Of Algorithmic Monitoring App 5F199F184B",
 "text": "Endogenous Observability and the Economics of Algorithmic Monitoring Applying and Extending the Hand Formula to AI Governance presents the following source proposition: The framework is intended to inform policy discussion and judicial interpretation rather than to provide compliance guidance with respect to any specific regulation. This proposition is pertinent to Kaal's source-bound claim that The recursive post valuation formula in the original framework suffered from potential instability and provided no mechanism ensuring that citations reflect actual contribution rather than strategic manipulation. 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.",
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  "identifier": "https://orcid.org/0009-0008-7840-1847"
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  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.3785.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
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  "url": "https://doi.org/10.2139/ssrn.6452558"
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  "url": "https://wulfkaal.github.io/claims/6192998-015",
  "citation": "Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution (2026). SSRN: https://ssrn.com/abstract=6192998",
  "paper": "Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2026",
  "ssrn": "https://ssrn.com/abstract=6192998",
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  "workAuthors": [
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    "whyRelevant": "Shared high-information concepts: monitoring, rather, compliance, any, regulation. Scope: applies to prescriptive position reporting and monitoring regimes.",
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