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  "Type": "Package",
  "Title": "Nonparametric Methods for Generating High Quality Comparative\nEffectiveness Evidence",
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  "Date": "2026-03-03",
  "Authors@R": "c(\nperson(given = \"Nicolas R.\", family = \"Lauve\", role = \"aut\", comment=c(ORCID=\"0000-0002-9348-0319\")),\nperson(given = \"Stuart J.\", family = \"Nelson\", role = \"aut\", comment=c(ORCID=\"0000-0002-8756-0179\")),\nperson(given = \"S. Stanley\", family = \"Young\", role = \"aut\", comment=c(ORCID=\"0000-0001-9449-5478\")),\nperson(given = \"Robert L.\", family = \"Obenchain\", role = \"aut\", comment=c(ORCID=\"0000-0002-8395-1666\")),\nperson(given = \"Melania\", family = \"Pintilie\", role = \"ctb\"),\nperson(given = \"Martin\", family = \"Kutz\", role = \"ctb\"),\nperson(given = \"Christophe G.\", family = \"Lambert\", role = c(\"aut\",\"cre\"), email = \"cglambert@salud.unm.edu\", comment=c(ORCID=\"0000-0003-1994-2893\")))",
  "Description": "Implements novel nonparametric approaches to address\nbiases and confounding when comparing treatments or exposures\nin observational studies of outcomes. While designed and\nappropriate for use in studies involving medicine and the life\nsciences, the package can be used in other situations involving\noutcomes with multiple confounders. The package implements a\nfamily of methods for non-parametric bias correction when\ncomparing treatments in observational studies, including\nsurvival analysis settings, where competing risks and/or\ncensoring may be present. The approach extends to\nbias-corrected personalized predictions of treatment outcome\ndifferences, and analysis of heterogeneity of treatment\neffect-sizes across patient subgroups. For further details,\nplease see: Lauve NR, Nelson SJ, Young SS, Obenchain RL,\nLambert CG. LocalControl: An R Package for Comparative Safety\nand Effectiveness Research. Journal of Statistical Software.\n2020. p. 1–32. Available from <doi:10.18637/jss.v096.i04>.",
  "License": "Apache License 2.0 | file LICENSE",
  "URL": "https://github.com/OHDSI/LocalControl",
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    "UPSboxplot",
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    "UPSivadj",
    "UPSLTDdist",
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      "title": "Local Control",
      "topics": [
        "LocalControl"
      ]
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      "title": "Deprecated LocalControl functions",
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        "localControlCompetingRisks",
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