Fig. 1: Overview of the MUGS algorithm and its applications in pediatric care.

a Schematic of the overall MUGS algorithm, b illustration of a homogeneous code, PheCode:008.5 (Bacterial Enteritis), and a heterogeneous code, PheCode:345.1 (Epilepsy) between MGB and BCH, and c potential pediatric downstream tasks using MUGS embeddings.