{
  "_id": "6a1eb134b25058d4daadbb9e",
  "Package": "multibiasmeta",
  "Type": "Package",
  "Title": "Sensitivity Analysis for Multiple Biases in Meta-Analyses",
  "Description": "Meta-analyses can be compromised by studies' internal\nbiases (e.g., confounding in nonrandomized studies) as well as\nby publication bias. This package conducts sensitivity analyses\nfor the joint effects of these biases (per Mathur (2022)\n<doi:10.31219/osf.io/u7vcb>). These sensitivity analyses\naddress two questions: (1) For a given severity of internal\nbias across studies and of publication bias, how much could the\nresults change?; and (2) For a given severity of publication\nbias, how severe would internal bias have to be,\nhypothetically, to attenuate the results to the null or by a\ngiven amount?",
  "Version": "0.2.2",
  "Authors@R": "c(\nperson(\"Maya\", \"Mathur\", email = \"mmathur@stanford.edu\", role = c(\"aut\")),\nperson(\"Mika\", \"Braginsky\", email = \"mika.br@gmail.com\", role = c(\"aut\")),\nperson(\"Peter\", \"Solymos\", email = \"peter@analythium.io\", role = c(\"cre\", \"ctb\"), comment = c(ORCID = \"0000-0001-7337-1740\"))\n)",
  "License": "MIT + file LICENSE",
  "URL": "https://github.com/mathurlabstanford/multibiasmeta,\nhttps://mathurlabstanford.github.io/multibiasmeta/",
  "BugReports": "https://github.com/mathurlabstanford/multibiasmeta/issues",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "RoxygenNote": "7.2.3",
  "RdMacros": "Rdpack",
  "Config/testthat/edition": "3",
  "Roxygen": "list(markdown = TRUE)",
  "VignetteBuilder": "knitr",
  "Config/pak/sysreqs": "libicu-dev",
  "Repository": "https://mathurlabstanford.r-universe.dev",
  "Date/Publication": "2023-08-21 16:56:10 UTC",
  "RemoteUrl": "https://github.com/mathurlabstanford/multibiasmeta",
  "RemoteRef": "HEAD",
  "RemoteSha": "64e328a7fac0a6ff4f60efa43cecc15f52e7d40a",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-02 10:23:27 UTC",
    "User": "root"
  },
  "Author": "Maya Mathur [aut],\nMika Braginsky [aut],\nPeter Solymos [cre, ctb] (ORCID:\n<https://orcid.org/0000-0001-7337-1740>)",
  "Maintainer": "Peter Solymos <peter@analythium.io>",
  "MD5sum": "6f15176f7f84d304d268ead2dc772bb7",
  "_user": "mathurlabstanford",
  "_type": "src",
  "_file": "multibiasmeta_0.2.2.tar.gz",
  "_fileid": "01b4d11d2dbaa0e611b15980fe5b3f057c7ff0fdd07a0113271586455153da53",
  "_filesize": 809400,
  "_sha256": "01b4d11d2dbaa0e611b15980fe5b3f057c7ff0fdd07a0113271586455153da53",
  "_created": "2026-06-02T10:23:27.000Z",
  "_published": "2026-06-02T10:32:20.246Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 79049939631,
      "time": 186,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7355185763"
    },
    {
      "job": 79049939655,
      "time": 174,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7355182042"
    },
    {
      "job": 79049939672,
      "time": 173,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7355206071"
    },
    {
      "job": 79049939653,
      "time": 210,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7355273446"
    },
    {
      "job": 79049288539,
      "time": 242,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7355123918"
    },
    {
      "job": 79049939709,
      "time": 138,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7355170382"
    },
    {
      "job": 79049939680,
      "time": 133,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7355168971"
    },
    {
      "job": 79049939711,
      "time": 136,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7355169437"
    },
    {
      "job": 79049939702,
      "time": 128,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7355166532"
    }
  ],
  "_buildurl": "https://github.com/r-universe/mathurlabstanford/actions/runs/26813486017",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/mathurlabstanford/multibiasmeta",
  "_commit": {
    "id": "64e328a7fac0a6ff4f60efa43cecc15f52e7d40a",
    "author": "Peter Solymos <psolymos@gmail.com>",
    "committer": "Peter Solymos <psolymos@gmail.com>",
    "message": "Add testthat\n\nSigned-off-by: Peter Solymos <psolymos@gmail.com>\n",
    "time": 1692636970
  },
  "_maintainer": {
    "name": "Peter Solymos",
    "email": "peter@analythium.io",
    "login": "psolymos",
    "linkedin": "in/peter-solymos",
    "twitter": "@psolymos",
    "description": "Tech-bio-nerd",
    "uuid": 831636,
    "orcid": "0000-0001-7337-1740"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1.0",
      "role": "Depends"
    },
    {
      "package": "dplyr",
      "role": "Imports"
    },
    {
      "package": "EValue",
      "role": "Imports"
    },
    {
      "package": "metabias",
      "role": "Imports"
    },
    {
      "package": "metafor",
      "role": "Imports"
    },
    {
      "package": "purrr",
      "role": "Imports"
    },
    {
      "package": "Rdpack",
      "role": "Imports"
    },
    {
      "package": "rlang",
      "role": "Imports"
    },
    {
      "package": "robumeta",
      "role": "Imports"
    },
    {
      "package": "glue",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "phacking",
      "role": "Suggests"
    },
    {
      "package": "PublicationBias",
      "version": ">= 2.3.0",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    }
  ],
  "_owner": "mathurlabstanford",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 0,
  "_contributors": [
    {
      "user": "mikabr",
      "count": 50,
      "uuid": 1414971
    },
    {
      "user": "psolymos",
      "count": 15,
      "uuid": 831636
    },
    {
      "user": "mayamathur",
      "count": 13,
      "uuid": 8933150
    }
  ],
  "_userbio": {
    "uuid": 124089885,
    "type": "organization",
    "name": "Mathur Lab at Stanford"
  },
  "_downloads": {
    "count": 161,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/multibiasmeta"
  },
  "_devurl": "https://github.com/mathurlabstanford/multibiasmeta",
  "_pkgdown": "https://mathurlabstanford.github.io/multibiasmeta/",
  "_searchresults": 6,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/multibiasmeta.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/mathurlabstanford/multibiasmeta",
  "_realowner": "mathurlabstanford",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2023-02-08"
    },
    {
      "version": "0.2.0",
      "date": "2023-08-18"
    },
    {
      "version": "0.2.1",
      "date": "2023-08-21"
    },
    {
      "version": "0.2.2",
      "date": "2023-08-24"
    }
  ],
  "_exports": [
    "multibias_evalue",
    "multibias_meta"
  ],
  "_datasets": [
    {
      "name": "meta_meat",
      "title": "Meta-analysis about meat consumption",
      "object": "meta_meat",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "yi",
        "vi",
        "cluster",
        "randomized"
      ],
      "rows": 100,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "meta_meat",
      "title": "Meta-analysis about meat consumption",
      "topics": [
        "meta_meat"
      ]
    },
    {
      "page": "multibias_evalue",
      "title": "E-value for meta-analysis with multiple biases",
      "topics": [
        "multibias_evalue"
      ]
    },
    {
      "page": "multibias_meta",
      "title": "Correction for meta-analysis with multiple biases",
      "topics": [
        "multibias_meta"
      ]
    }
  ],
  "_readme": "https://github.com/mathurlabstanford/multibiasmeta/raw/HEAD/README.md",
  "_rundeps": [
    "boot",
    "cli",
    "cpp11",
    "digest",
    "dplyr",
    "EValue",
    "farver",
    "generics",
    "ggplot2",
    "glue",
    "gtable",
    "isoband",
    "labeling",
    "lattice",
    "lifecycle",
    "magrittr",
    "mathjaxr",
    "Matrix",
    "metabias",
    "metadat",
    "metafor",
    "MetaUtility",
    "nlme",
    "numDeriv",
    "pbapply",
    "pillar",
    "pkgconfig",
    "purrr",
    "R6",
    "rbibutils",
    "RColorBrewer",
    "Rdpack",
    "rlang",
    "robumeta",
    "S7",
    "scales",
    "stringi",
    "stringr",
    "tibble",
    "tidyr",
    "tidyselect",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "tutorial.Rmd",
      "filename": "tutorial.html",
      "title": "Metabias packages tutorial",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Publication bias",
        "Correcting for publication bias",
        "Worst-case meta-analysis",
        "Publication bias required to explain away the results",
        "Significance funnel plot",
        "p-hacking",
        "Correction for p-hacking",
        "Diagnostic plots",
        "Multiple biases",
        "Correction for internal bias and/or publication bias",
        "Bias required to explain away the results"
      ],
      "created": "2023-01-13 00:31:34",
      "modified": "2023-08-21 16:47:27",
      "commits": 13
    }
  ],
  "_score": 4,
  "_indexed": true,
  "_nocasepkg": "multibiasmeta",
  "_universes": [
    "mathurlabstanford",
    "psolymos"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.2.2",
      "date": "2026-06-02T10:26:19.000Z",
      "distro": "noble",
      "commit": "64e328a7fac0a6ff4f60efa43cecc15f52e7d40a",
      "fileid": "8b1c7bee82b0bbd8a320cf83b42e29e257a9785d1e23112d850810539dea66c0",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mathurlabstanford/actions/runs/26813486017"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.2.2",
      "date": "2026-06-02T10:26:09.000Z",
      "distro": "noble",
      "commit": "64e328a7fac0a6ff4f60efa43cecc15f52e7d40a",
      "fileid": "8fd96a3877ff38155129ba58284d60e8f80d53185e344d0fce264afc1fd0e8d8",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mathurlabstanford/actions/runs/26813486017"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.2.2",
      "date": "2026-06-02T10:27:38.000Z",
      "commit": "64e328a7fac0a6ff4f60efa43cecc15f52e7d40a",
      "fileid": "2f3c0fd12252840242aef76451909632c7fc4f146f71b923506089132460af19",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mathurlabstanford/actions/runs/26813486017"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.2.2",
      "date": "2026-06-02T10:30:52.000Z",
      "commit": "64e328a7fac0a6ff4f60efa43cecc15f52e7d40a",
      "fileid": "3c2dc87a9e6c622b72926cc5a47289f580c9e45a793f90131703b3b2085a7d03",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mathurlabstanford/actions/runs/26813486017"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.2.2",
      "date": "2026-06-02T10:26:07.000Z",
      "commit": "64e328a7fac0a6ff4f60efa43cecc15f52e7d40a",
      "fileid": "db23969c6b95365decf9350ec605e654527351ca555cf7a0f7bd2083221400ce",
      "status": "success",
      "buildurl": "https://github.com/r-universe/mathurlabstanford/actions/runs/26813486017"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.2.2",
      "date": "2026-06-02T10:25:25.000Z",
      "commit": "64e328a7fac0a6ff4f60efa43cecc15f52e7d40a",
      "fileid": "74eb349b2d84ca5f8502ff7226d524b34ccc0cdc732545dba12c1da82be11b19",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mathurlabstanford/actions/runs/26813486017"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.2.2",
      "date": "2026-06-02T10:25:30.000Z",
      "commit": "64e328a7fac0a6ff4f60efa43cecc15f52e7d40a",
      "fileid": "dc77820c84bf0d0173e66b67dfa4da9f8c837f28b620b27aca6baa4b0bc7eeb8",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mathurlabstanford/actions/runs/26813486017"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.2.2",
      "date": "2026-06-02T10:25:16.000Z",
      "commit": "64e328a7fac0a6ff4f60efa43cecc15f52e7d40a",
      "fileid": "42fa41b91bba8fc7203818ea845dd5bf99b1ad70ecc7d6eafa2389647428c20a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mathurlabstanford/actions/runs/26813486017"
    }
  ]
}