9d ago
ECG-based longitudinal risk prediction across diseases and organ systems
ye · y. · Zeng · Z. · Tian · X. · Yuan · Z. · +4 more
Abstract
Artificial intelligence applied to routine electrocardiograms (ECGs) has largely focused on detecting existing disease or predicting individual cardiovascular outcomes. Whether ECGs can support prediction of multiple future diseases across organ systems remains unclear. We developed ECG-RISK, a multitask survival model for 67 incident three-character ICD-10 endpoints using ECG waveforms, demographic characteristics and routinely collected laboratory data from 86,673 MIMIC-IV patients. Discrimina
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