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Zhengyang Ming

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Open access Oct 2026

A Knowledge Graph Framework for Longitudinal Congenital Heart Disease Modeling: Methodology Corner.

BACKGROUND Congenital heart disease (CHD) is characterized by evolving clinical trajectories; staged interventions; and complex relationships among diagnoses, procedures, and encounters. Conventional machine learning applied to electronic health record (EHR) data often rely on static feature representations that do not...

Hang Xu, Lila Cunge, Zhengyang Ming et al. · 0 citations

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