Machine learning analysis of 12-lead electrocardiography (ECG) could provide a new type of valvular heart disease (VHD) screening program, said researchers on a new study that found “deep learning” algorithms could accurately detect aortic stenosis (AS), aortic regurgitation (AR) and mitral regurgitation (MR).