<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Multisource Graph Synthesis with EHR Data</dc:title>
  <dc:title>R package MUGS version 0.1.0</dc:title>
  <dc: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) &lt;doi:10.1038/s41746-024-01320-4&gt; for details.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 3.5.0)</dc:relation>
  <dc:relation>Imports: MASS, Matrix, fastDummies, doSNOW, dplyr, grplasso, foreach,
glmnet, grpreg, inline, mvtnorm, pROC, parallel, RcppArmadillo,
rsvd, methods</dc:relation>
  <dc:relation>Suggests: knitr, rmarkdown, testthat (&gt;= 3.0.0)</dc:relation>
  <dc:creator>Mengyan Li &lt;mengyanli@bentley.edu&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Mengyan Li [cre, aut],
  Thomas Charlon [ctb] (ORCID: 0000-0001-7497-0470),
  Xiaoou Li [aut],
  Tianxi Cai [aut],
  PARSE LTD [aut],
  CELEHS Team [aut]</dc:contributor>
  <dc:rights>GPL-3</dc:rights>
  <dc:date>2025-05-19</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=MUGS</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.MUGS</dc:identifier>
</oai_dc:dc>
