Hierarchical Modeling of ICD Codes in EHR Foundation Models
Researchers from Georgia Tech and Optum AI developed methods to integrate medical hierarchies into EHR foundation models. By treating ICD codes as organized families rather than random symbols, methods like HICD-BERT and HICD-Graph improved prediction accuracy and model robustness, allowing AI to better mirror clinical logic.