A multicenter benchmark and clinically structured metric for coronary CTA report generation
A four-centre benchmark comprising 3,021 CCTA series from 818 patient-report pairs to evaluate seven open-source three-dimensional vision-language models provides a standardized setting for model comparison, while CSM enables clinically structured evaluation of finding agreement and anatomical specificity.