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It is argued that current evaluation paradigms inadequately capture the uncertainty-intensive nature of athlete cardiovascular assessment and proposed the text-proxy paradigm, a governance-oriented framework in which LLMs operate as semantic integration layers that process clinician-verified and structured outputs gene...
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