Developmentally Normalized ECG Modeling Enables Interpretable Risk Stratification for Pediatric Congenital Heart Disease

Abstract excerpt

<title>Abstract</title> <p>Congenital heart disease (CHD) remains a leading cause of morbidity in pediatric populations, with early identification posing challenges, especially in settings lacking specialist imaging access. An interpretable electrocardiogram (ECG)-based risk model was developed, integrating developmental normalization and physiologically structured feature combination to generate calibrated proba...

Topics

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• Age Factors
• Cardiomyopathy, Hypertrophic
• Child
• Death, Sudden, Cardiac
• Defibrillators, Implantable
• Electrocardiography
• Practice Guidelines as Topic
• Risk Assessment

Identifiers and source

Literature Corpus work

e0a4b768-88ab-5035-968f-e46bcc168679

DOI

10.21203/rs.3.rs-8960191/v1