A machine-learning model to identify concurrent vascular disease in symptomatic patients with chronic obstructive pulmonary disease

The Stacking machine-learning model showed superior performance in identifying concurrent vascular disease among symptomatic COPD patients, offering strong discriminative ability, calibration, and clinical utility. It may serve as an effective decision-support tool to optimize diagnostic evaluation in this high-risk subgroup.