Package: MUGS Type: Package Title: Multisource Graph Synthesis with EHR Data Version: 0.1.0 Authors@R: c( person(given = "Mengyan", family = "Li", email = "mengyanli@bentley.edu", role = c("cre", "aut")), person(given = "Thomas", family = "Charlon", role = "ctb", comment = "ORCID: 0000-0001-7497-0470"), person(given = "Xiaoou", family = "Li", role = "aut"), person(given = "Tianxi", family = "Cai", role = "aut"), person(given = "PARSE", family = "LTD", email = "software@parse-health.org", role = "aut"), person(given = "CELEHS", family = "Team", role = "aut") ) Description: 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) for details. License: GPL-3 Encoding: UTF-8 LazyData: true LazyDataCompression: xz RoxygenNote: 7.3.2 URL: https://github.com/celehs/MUGS, https://celehs.github.io/MUGS/, https://doi.org/10.1038/s41746-024-01320-4 Suggests: knitr, rmarkdown, testthat (>= 3.0.0) VignetteBuilder: knitr Imports: MASS, Matrix, fastDummies, doSNOW, dplyr, grplasso, foreach, glmnet, grpreg, inline, mvtnorm, pROC, parallel, RcppArmadillo, rsvd, methods Depends: R (>= 3.5.0) Config/testthat/edition: 3 Config/pak/sysreqs: libicu-dev Repository: https://celehs.r-universe.dev Date/Publication: 2025-05-15 03:22:59 UTC RemoteUrl: https://github.com/celehs/mugs RemoteRef: HEAD RemoteSha: 840cae51bbf8e1a35dfbd15573a67feb01c927cc NeedsCompilation: no Packaged: 2026-06-14 10:14:34 UTC; root Author: Mengyan Li [cre, aut], Thomas Charlon [ctb] (ORCID: 0000-0001-7497-0470), Xiaoou Li [aut], Tianxi Cai [aut], PARSE LTD [aut], CELEHS Team [aut] Maintainer: Mengyan Li