November 18, 202420 citationsOpen Access
PanEcho: Complete AI-enabled echocardiography interpretation with multi-task deep learning
Structured PICO
Does the PanEcho AI system accurately interpret complete and limited echocardiograms?
P
Population
Echocardiograms (complete and limited studies)
I
Intervention
PanEcho (AI system with multi-task deep learning for echocardiography interpretation)
O
Outcome
Accuracy of echocardiogram interpretation across geography and timesurrogate
PanEcho is a multi-task deep learning AI system capable of automatically and accurately interpreting echocardiograms, with potential utility as an adjunct reader or point-of-care screening tool.
Abstract
We report an AI system that automatically interprets echocardiograms, maintaining high accuracy across geography and time from complete and limited studies. PanEcho may be used as an adjunct reader in echocardiography labs or rapid AI-enabled screening tool in point-of-care settings.