Complete AI-Enabled Echocardiography Interpretation With Multitask Deep Learning.

ABSTRACT:

Importance

Echocardiography is a cornerstone of cardiovascular care, but relies on expert interpretation and manual reporting from a series of videos. An artificial intelligence (AI) system, PanEcho, has been proposed to automate echocardiogram interpretation with multitask deep learning.

Objective

To develop and evaluate the accuracy of an AI system on a comprehensive set of 39 labels and measurements on transthoracic echocardiography (TTE).

Design, setting, and participants

This study represents the development and retrospective, multisite validation of an AI system. PanEcho was developed using TTE studies conducted at Yale New Haven Health System (YNHHS) hospitals and clinics from January 2016 to June 2022 during routine care. The model was internally validated in

SUBMITTER: Holste G 

PROVIDER: S-EPMC12186137 | biostudies-literature | 2025 Jul

REPOSITORIES: biostudies-literature