Multisource Graph Synthesis with EHR Data
Function Used To Estimate Code Effects
Function Used To Estimate Code-Site Effects Parallelly
Function used to generate input data (used only for Simulations) Gener...
Download and Load Example Data from Zenodo
Function Used For Tuning And Evaluation
Function For Getting Embedding From SVD
Function Used To Estimate Group Effects Parallelly
Main function for MUGS algorithm
We develop Multi-source Graph Synthesis (MUGS), an algorithm designed to create embeddings for pediatric Electronic Health Record (EHR) codes by leveraging graphical information from three distinct sources: (1) pediatric EHR data, (2) EHR data from the general patient population, and (3) existing hierarchical medical ontology knowledge shared across different patient populations. See Li et al. (2024) <doi:10.1038/s41746-024-01320-4> for details.