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 "name": "Etherington Qualifies Reduced Action Intensity Through Peer Discussion",
 "text": "Etherington and colleagues qualify Kaal's exploratory result. In a multicenter vignette study, internal medicine residents first decided alone and then deliberated in small peer groups. Discussion reduced practice intensity and increased clinical certainty beyond the result expected from averaging individual scores. Practice intensity meant willingness to order tests, consultations, or treatment. That result offers narrow evidence that discussion can lower action intensity through interaction. Still, the correspondence does not establish better decisions. The instrument did not measure whether less intense practice was appropriate, and the study did not examine autonomous agents or work-product approval. It also provides no evidence on unanimity, net discrimination, or Kaal's reported effects.",
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  "Practice intensity is willingness to order tests, consultations, or treatment. It is analogous only to action intensity and is not Kaal's ground-truth over-approval endpoint.",
  "The study instrument did not measure whether less intense practice was more appropriate. The source therefore does not establish improved correctness or net discrimination.",
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  "citation": "Wulf A. Kaal, Empirical Evaluation of the Agentic Reputation Substrate: Deliberation, the Composition of Error, and the Registered Measurement of Agency Costs in a Controlled Multi-Model Cohort (2026). SSRN: https://ssrn.com/abstract=7261018",
  "paper": "Wulf A. Kaal, Empirical Evaluation of the Agentic Reputation Substrate: Deliberation, the Composition of Error, and the Registered Measurement of Agency Costs in a Controlled Multi-Model Cohort",
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