Machine learning model for predicting improvement in left ventricular systolic function in patients with heart failure and reduced ejection fraction

A ML model using readily available clinical and echocardiographic data did not perform better than traditional LR in predicting LVEF improvement when tested externally. Larger studies, including additional variables or alternative approaches, may improve LVEF recovery prediction.