Three-Dimensional Automated, Machine-Learning-Based Left Heart Chamber Metrics: Associations with Prevalent Vascular Risk Factors and Cardiovascular Diseases.

Andrea BarbieriAlessandro AlbiniSimona ChiusoloNicola ForzatiVera LausAnna MaisanoFederico MutoMatteo PassiatoreMarco StuaniLaura Torlai TrigliaMarco VitoloValentina ZiveriGiuseppe Boriani

Published in: Journal of clinical medicine (2022)

The present data suggested that novel 3DE left heart chamber metrics by DHM such as LAEF, LAVi min, and LVGFI can refine our echocardiographic disease discrimination capacity.

Keyphrases

machine learning
risk factors
big data
cardiovascular disease
heart failure
deep learning
artificial intelligence
atrial fibrillation
left ventricular
electronic health record
pulmonary hypertension
high throughput
mitral valve
left atrial