AN ENSEMBLE-BASED APPROACH TO THE DEVELOPMENT OF CLINICAL PREDICTION MODELS FOR FUTURE-ONSET HEART FAILURE AND CORONARY ARTERY DISEASE USING MACHINE LEARNING

heart failure (HF) and coronary artery disease (CAD) have multi-faceted genetic, lifestyle and environmental contributors. Our capacity to predict their onset, and alter its course before serious morbidity, is limited by generic and weakly predictive tools. Machine learning (ML) methods are