Si-Yan Chen

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...