Article

A Multi-Task Deep Learning Model for Pediatric Echocardiography Analysis

2025-10-30

Abstract excerpt

<h4>Background</h4> Congenital heart defects afflict nearly 1% of all births worldwide. While deep learning algorithms have shown significant promise in automating and improving adult echocardiography analysis, similar progress has not been observed in pediatric echocardiography. Specifically, existing pediatric-based models are limited to single tasks and specific echocardiographic views. To address this, we int...

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Literature Corpus work: 913278da-81f5-58a1-9069-23e5a6c39783
DOI: 10.1101/2025.10.27.25338912

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