Large language models in sports cardiology: Challenges, governance, and human-in-the-loop integration.
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...