Machine Learning to Predict the Risk of Incident Heart Failure Hospitalization Among Patients With Diabetes: The WATCH-DM Risk Score.

Matthew W SegarMuthiah VaduganathanKershaw V PatelDarren K McGuireJaved ButlerGregg C FonarowMujeeb BasitVaishnavi KannanJustin L GrodinBrendan EverettDuwayne WillettJarett BerryAmbarish Pandey

Published in: Diabetes care (2019)

We developed and validated a novel, machine learning-derived risk score that integrates readily available clinical, laboratory, and electrocardiographic variables to predict the risk of HF among outpatients with T2DM.

Keyphrases

machine learning
heart failure
glycemic control
cardiovascular disease
artificial intelligence
type diabetes
left ventricular
big data
acute heart failure
left atrial
adipose tissue
catheter ablation