U. Katwa

Prediction of cardiovascular outcomes using electrocardiography from overnight polysomnography.

STUDY OBJECTIVES Polysomnography (PSG) is the gold standard for diagnosing sleep disorders, which are recognized as cardiovascular risk factors. Single-lead electrocardiograms (ECGs) are recorded during PSG but rarely analyzed, presenting an opportunity to leverage overnight ECGs for cardiovascular risk prediction. M...

Predicting One-Year CPAP Adherence and Use Trajectories Utilizing Baseline and Early Use Data

Machine Learning Models Using Electronic Health Record Data to Predict Obstructive Sleep Apnea