Towards automatic diagnosis of rheumatic heart disease on echocardiographic exams through video-based deep learning.

João Francisco B S Martins Erickson R NascimentoBruno R NascimentoCraig A Sable Andrea Zawacki Beaton Antonio Luiz Pinho Ribeiro Wagner Meira Gisele Lobo Pappa

Published in: Journal of the American Medical Informatics Association : JAMIA (2021)

Automatic diagnosis of echo-detected RHD is feasible and, with further research, has the potential to reduce the workload of experts, enabling the implementation of more widespread screening programs worldwide.

Keyphrases

deep learning
machine learning
pulmonary hypertension
artificial intelligence
convolutional neural network
healthcare
magnetic resonance
primary care
rheumatoid arthritis
public health
left ventricular
quality improvement
mitral valve
magnetic resonance imaging
ejection fraction
diffusion weighted imaging