We found that the three models, when ensembled into a single model, combined to provide additive information to a patient's standard-of-care PCE-based cardiovascular risk assessment using a routine and affordable ECG test. Most strikingly, ECG-AI identified patients with elevated acute coronary event risk over timeframes as short as 3 years, even within cohorts already stratified by 10-year ASCVD risk".