Prediction of Coronary Artery Calcium and Cardiovascular Risk on Chest Radiographs Using Deep Learning.

Peter I Kamel Paul H Yi Haris I Sair Cheng Ting Lin

Published in: Radiology. Cardiothoracic imaging (2021)

DCNNs trained on chest radiographs had modest accuracy for predicting the presence of CAC correlating with cardiovascular risk.Keywords: Coronary Arteries, Cardiac, Calcifications/Calculi, Neural NetworksSee also the commentary by Gupta and Blankstein in this issue.©RSNA, 2021.

Keyphrases

coronary artery
deep learning
pulmonary artery
coronary artery disease
left ventricular
resistance training
artificial intelligence
machine learning
urinary tract
heart failure
pulmonary hypertension
body composition
transcatheter aortic valve replacement
aortic valve
atrial fibrillation
aortic stenosis