Echocardiography diagnosis stops reading whole videos: one token per measurement lifts average AUC from 0.659 to 0.748
An echocardiography diagnosis model now learns a dedicated token for each quantitative measurement and selects the diagnosis-relevant tokens at inference; average AUC rises from 0.659 to 0.748 on MIMIC-IV-Echo and from 0.730 to 0.778 on an internal cohort.