{
  "_id": "6a22e52e530b9bc726bcae8c",
  "Package": "metafor",
  "Version": "5.1-4",
  "Date": "2026-05-21",
  "Title": "Meta-Analysis Package for R",
  "Authors@R": "person(given = \"Wolfgang\", family = \"Viechtbauer\", role = c(\"aut\",\"cre\"), email = \"wvb@metafor-project.org\", comment = c(ORCID = \"0000-0003-3463-4063\"))",
  "Description": "A comprehensive collection of functions for conducting\nmeta-analyses in R. The package includes functions to calculate\nvarious effect sizes or outcome measures, fit equal-, fixed-,\nrandom-, and mixed-effects models to such data, carry out\nmoderator and meta-regression analyses, and create various\ntypes of meta-analytical plots (e.g., forest, funnel, radial,\nL'Abbe, Baujat, bubble, and GOSH plots). For meta-analyses of\nbinomial and person-time data, the package also provides\nfunctions that implement specialized methods, including the\nMantel-Haenszel method, Peto's method, and a variety of\nsuitable generalized linear (mixed-effects) models (i.e.,\nmixed-effects logistic and Poisson regression models). Finally,\nthe package provides functionality for fitting meta-analytic\nmultivariate/multilevel models that account for non-independent\nsampling errors and/or true effects (e.g., due to the inclusion\nof multiple treatment studies, multiple endpoints, or other\nforms of clustering). Network meta-analyses and meta-analyses\naccounting for known correlation structures (e.g., due to\nphylogenetic relatedness) can also be conducted. An\nintroduction to the package can be found in Viechtbauer (2010)\n<doi:10.18637/jss.v036.i03>.",
  "License": "GPL (>=2)",
  "ByteCompile": "TRUE",
  "Encoding": "UTF-8",
  "RdMacros": "mathjaxr",
  "VignetteBuilder": "R.rsp",
  "BuildManual": "TRUE",
  "URL": "https://www.metafor-project.org\nhttps://github.com/wviechtb/metafor\nhttps://wviechtb.github.io/metafor/ https://www.wvbauer.com",
  "BugReports": "https://github.com/wviechtb/metafor/issues",
  "Repository": "https://wviechtb.r-universe.dev",
  "Date/Publication": "2026-06-05 11:36:45 UTC",
  "RemoteUrl": "https://github.com/wviechtb/metafor",
  "RemoteRef": "HEAD",
  "RemoteSha": "d4f5b8e713cd810eb31eaacb5f8e4d6900a8737f",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-05 14:55:07 UTC",
    "User": "root"
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  "Author": "Wolfgang Viechtbauer [aut, cre] (ORCID:\n<https://orcid.org/0000-0003-3463-4063>)",
  "Maintainer": "Wolfgang Viechtbauer <wvb@metafor-project.org>",
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  "_published": "2026-06-05T15:03:10.505Z",
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    "robust.rma.mv",
    "robust.rma.uni",
    "rstandard.rma.mh",
    "rstandard.rma.mv",
    "rstandard.rma.peto",
    "rstandard.rma.uni",
    "rstudent.rma.mh",
    "rstudent.rma.mv",
    "rstudent.rma.peto",
    "rstudent.rma.uni",
    "se",
    "se.default",
    "se.rma",
    "selmodel",
    "selmodel.rma.uni",
    "setmfopt",
    "sigma.matreg",
    "simulate.rma",
    "summary.escalc",
    "summary.matreg",
    "summary.rma",
    "tail.list.rma",
    "tes",
    "to.long",
    "to.table",
    "to.wide",
    "transf.abt",
    "transf.ahw",
    "transf.arcsin",
    "transf.clestod",
    "transf.dtobesd",
    "transf.dtocles",
    "transf.dtocles.int",
    "transf.dtocliffd",
    "transf.dtolnor.logis",
    "transf.dtolnor.norm",
    "transf.dtomd",
    "transf.dtoovl",
    "transf.dtorbis",
    "transf.dtorpb",
    "transf.dtou1",
    "transf.dtou2",
    "transf.dtou3",
    "transf.exp.int",
    "transf.exp.mode",
    "transf.iabt",
    "transf.iabt.int",
    "transf.iabt.mode",
    "transf.iahw",
    "transf.iahw.int",
    "transf.iahw.mode",
    "transf.iarcsin",
    "transf.iarcsin.int",
    "transf.iarcsin.mode",
    "transf.iirft",
    "transf.ilogit",
    "transf.ilogit.int",
    "transf.ilogit.mode",
    "transf.ipft",
    "transf.ipft.hm",
    "transf.iprobit",
    "transf.iprobit.int",
    "transf.iprobit.mode",
    "transf.irft",
    "transf.isqrt",
    "transf.lnortod.logis",
    "transf.lnortod.norm",
    "transf.lnortord",
    "transf.lnortorr",
    "transf.lnortortet.digby",
    "transf.lnortortet.pearson",
    "transf.logit",
    "transf.pft",
    "transf.probit",
    "transf.r2toz",
    "transf.rpbtod",
    "transf.rpbtorbis",
    "transf.rtod",
    "transf.rtorpb",
    "transf.rtoz",
    "transf.ztor",
    "transf.ztor.int",
    "transf.ztor.mode",
    "transf.ztor2",
    "trimfill",
    "trimfill.rma.uni",
    "update.rma",
    "vcalc",
    "vcov.deltamethod",
    "vcov.matreg",
    "vcov.rma",
    "vec2mat",
    "vif",
    "vif.rma",
    "weights.rma.glmm",
    "weights.rma.mh",
    "weights.rma.mv",
    "weights.rma.peto",
    "weights.rma.uni"
  ],
  "_help": [
    {
      "page": "metafor-package",
      "title": "metafor: A Meta-Analysis Package for R",
      "topics": [
        "metafor-package",
        "metafor"
      ]
    },
    {
      "page": "addpoly",
      "title": "Add Polygons to Forest Plots",
      "topics": [
        "addpoly"
      ]
    },
    {
      "page": "addpoly.default",
      "title": "Add Polygons to Forest Plots (Default Method)",
      "topics": [
        "addpoly.default"
      ]
    },
    {
      "page": "addpoly.predict.rma",
      "title": "Add Polygons to Forest Plots (Method for 'predict.rma' Objects)",
      "topics": [
        "addpoly.predict.rma"
      ]
    },
    {
      "page": "addpoly.rma",
      "title": "Add Polygons to Forest Plots (Method for 'rma' Objects)",
      "topics": [
        "addpoly.rma"
      ]
    },
    {
      "page": "aggregate.escalc",
      "title": "Aggregate Multiple Estimates Within Studies",
      "topics": [
        "aggregate",
        "aggregate.escalc"
      ]
    },
    {
      "page": "anova.rma",
      "title": "Likelihood Ratio and Wald-Type Tests for 'rma' Objects",
      "topics": [
        "anova",
        "anova.rma"
      ]
    },
    {
      "page": "baujat",
      "title": "Baujat Plots for 'rma' Objects",
      "topics": [
        "baujat",
        "baujat.rma"
      ]
    },
    {
      "page": "bldiag",
      "title": "Construct Block Diagonal Matrix",
      "topics": [
        "bldiag"
      ]
    },
    {
      "page": "blsplit",
      "title": "Split Block Diagonal Matrix",
      "topics": [
        "blsplit"
      ]
    },
    {
      "page": "blup",
      "title": "Best Linear Unbiased Predictions for 'rma.uni' Objects",
      "topics": [
        "blup",
        "blup.rma.uni"
      ]
    },
    {
      "page": "methods.deltamethod",
      "title": "Extract the Estimates and Variance-Covariance Matrix from 'deltamethod' Objects",
      "topics": [
        "coef.deltamethod",
        "vcov.deltamethod"
      ]
    },
    {
      "page": "methods.matreg",
      "title": "Extractor Functions for 'matreg' Objects",
      "topics": [
        "AIC.matreg",
        "BIC.matreg",
        "coef.matreg",
        "confint.matreg",
        "logLik.matreg",
        "print.confint.matreg",
        "sigma.matreg",
        "vcov.matreg"
      ]
    },
    {
      "page": "coef.permutest.rma.uni",
      "title": "Extract the Model Coefficient Table from 'permutest.rma.uni' Objects",
      "topics": [
        "coef.permutest.rma.uni"
      ]
    },
    {
      "page": "coef.rma",
      "title": "Extract the Model Coefficients and Coefficient Table from 'rma' and 'summary.rma' Objects",
      "topics": [
        "coef",
        "coef.rma",
        "coef.summary.rma"
      ]
    },
    {
      "page": "confint.rma",
      "title": "Confidence Intervals for 'rma' Objects",
      "topics": [
        "confint",
        "confint.rma",
        "confint.rma.glmm",
        "confint.rma.ls",
        "confint.rma.mh",
        "confint.rma.mv",
        "confint.rma.peto",
        "confint.rma.uni",
        "confint.rma.uni.selmodel"
      ]
    },
    {
      "page": "contrmat",
      "title": "Construct Contrast Matrix for Two-Group Comparisons",
      "topics": [
        "contrmat"
      ]
    },
    {
      "page": "conv.2x2",
      "title": "Reconstruct Cell Frequencies of 2x2 Tables",
      "topics": [
        "conv.2x2"
      ]
    },
    {
      "page": "conv.delta",
      "title": "Transform Estimates and their Sampling Variances using the Delta Method",
      "topics": [
        "conv.delta"
      ]
    },
    {
      "page": "conv.fivenum",
      "title": "Estimate Means and Standard Deviations from Five-Number Summary Values",
      "topics": [
        "conv.fivenum"
      ]
    },
    {
      "page": "conv.wald",
      "title": "Convert Wald-Type Confidence Intervals and Tests to Sampling Variances",
      "topics": [
        "conv.wald"
      ]
    },
    {
      "page": "cumul",
      "title": "Cumulative Meta-Analysis for 'rma' Objects",
      "topics": [
        "cumul",
        "cumul.rma.mh",
        "cumul.rma.peto",
        "cumul.rma.uni"
      ]
    },
    {
      "page": "deltamethod",
      "title": "Apply the (Multivariate) Delta Method",
      "topics": [
        "deltamethod"
      ]
    },
    {
      "page": "dfround",
      "title": "Round Variables in a Data Frame",
      "topics": [
        "dfround"
      ]
    },
    {
      "page": "emmprep",
      "title": "Create a Reference Grid for the 'emmeans' Function",
      "topics": [
        "emmprep"
      ]
    },
    {
      "page": "escalc",
      "title": "Calculate Effect Sizes and Outcome Measures",
      "topics": [
        "escalc"
      ]
    },
    {
      "page": "fitstats",
      "title": "Fit Statistics and Information Criteria for 'rma' Objects",
      "topics": [
        "AIC",
        "AIC.rma",
        "BIC",
        "BIC.rma",
        "deviance",
        "deviance.rma",
        "df.residual",
        "df.residual.rma",
        "fitstats",
        "fitstats.rma",
        "logLik",
        "logLik.rma",
        "nobs",
        "nobs.rma"
      ]
    },
    {
      "page": "fitted.rma",
      "title": "Fitted Values for 'rma' Objects",
      "topics": [
        "fitted",
        "fitted.rma"
      ]
    },
    {
      "page": "forest",
      "title": "Forest Plots",
      "topics": [
        "forest"
      ]
    },
    {
      "page": "forest.cumul.rma",
      "title": "Forest Plots (Method for 'cumul.rma' Objects)",
      "topics": [
        "forest.cumul.rma"
      ]
    },
    {
      "page": "forest.default",
      "title": "Forest Plots (Default Method)",
      "topics": [
        "forest.default"
      ]
    },
    {
      "page": "forest.rma",
      "title": "Forest Plots (Method for 'rma' Objects)",
      "topics": [
        "forest.rma"
      ]
    },
    {
      "page": "formatters",
      "title": "Formatter Functions",
      "topics": [
        "fmtp",
        "fmtp2",
        "fmtt",
        "fmtx",
        "formatters"
      ]
    },
    {
      "page": "formula.rma",
      "title": "Extract the Model Formula from 'rma' Objects",
      "topics": [
        "formula",
        "formula.rma"
      ]
    },
    {
      "page": "fsn",
      "title": "Fail-Safe N Analysis (File Drawer Analysis)",
      "topics": [
        "fsn"
      ]
    },
    {
      "page": "funnel",
      "title": "Funnel Plots",
      "topics": [
        "funnel",
        "funnel.default",
        "funnel.rma"
      ]
    },
    {
      "page": "gosh",
      "title": "GOSH Plots for 'rma' Objects",
      "topics": [
        "gosh",
        "gosh.rma"
      ]
    },
    {
      "page": "hc",
      "title": "Meta-Analysis based on the Method by Henmi and Copas (2010)",
      "topics": [
        "hc",
        "hc.rma.uni"
      ]
    },
    {
      "page": "hettest",
      "title": "Test for Heteroscedastic Heterogeneity",
      "topics": [
        "hettest",
        "print.hettest"
      ]
    },
    {
      "page": "influence.rma.mv",
      "title": "Model Diagnostics for 'rma.mv' Objects",
      "topics": [
        "cooks.distance.rma.mv",
        "dfbetas.rma.mv",
        "hatvalues.rma.mv",
        "influence.rma.mv"
      ]
    },
    {
      "page": "influence.rma.uni",
      "title": "Model Diagnostics for 'rma.uni' Objects",
      "topics": [
        "cooks.distance",
        "cooks.distance.rma.uni",
        "dfbetas",
        "dfbetas.rma.uni",
        "hatvalues",
        "hatvalues.rma.uni",
        "influence",
        "influence.rma.uni",
        "print.infl.rma.uni"
      ]
    },
    {
      "page": "labbe",
      "title": "L'Abbe Plots for 'rma' Objects",
      "topics": [
        "labbe",
        "labbe.rma"
      ]
    },
    {
      "page": "leave1out",
      "title": "Leave-One-Out Diagnostics for 'rma' Objects",
      "topics": [
        "leave1out",
        "leave1out.rma.mh",
        "leave1out.rma.peto",
        "leave1out.rma.uni"
      ]
    },
    {
      "page": "llplot",
      "title": "Plot of Likelihood Functions for Individual Studies",
      "topics": [
        "llplot"
      ]
    },
    {
      "page": "matreg",
      "title": "Fit Regression Models based on a Correlation and Covariance Matrix",
      "topics": [
        "matreg"
      ]
    },
    {
      "page": "metafor.news",
      "title": "Read News File of the Metafor Package",
      "topics": [
        "metafor.news"
      ]
    },
    {
      "page": "methods.vcovmat",
      "title": "Methods for 'vcovmat' Objects",
      "topics": [
        "methods.vcovmat",
        "print.vcovmat",
        "[.vcovmat"
      ]
    },
    {
      "page": "mfopt",
      "title": "Getting and Setting Package Options",
      "topics": [
        "getmfopt",
        "mfopt",
        "setmfopt"
      ]
    },
    {
      "page": "misc-models",
      "title": "Fixed-Effects and Random-Effects Models in Meta-Analysis",
      "topics": [
        "misc-models",
        "misc_models"
      ]
    },
    {
      "page": "misc-options",
      "title": "Miscellaneous Options and Features",
      "topics": [
        "misc-options",
        "misc_options"
      ]
    },
    {
      "page": "misc-recs",
      "title": "Some Recommended Practices",
      "topics": [
        "misc-recs",
        "misc_recs"
      ]
    },
    {
      "page": "model.matrix.rma",
      "title": "Extract the Model Matrix from 'rma' Objects",
      "topics": [
        "model.matrix",
        "model.matrix.rma"
      ]
    },
    {
      "page": "pairmat",
      "title": "Construct a Pairwise Contrast Matrix for 'rma' Objects",
      "topics": [
        "pairmat"
      ]
    },
    {
      "page": "permutest",
      "title": "Permutation Tests for 'rma.uni' Objects",
      "topics": [
        "permutest",
        "permutest.rma.ls",
        "permutest.rma.uni"
      ]
    },
    {
      "page": "plot.cumul.rma",
      "title": "Plot Method for 'cumul.rma' Objects",
      "topics": [
        "plot.cumul.rma"
      ]
    },
    {
      "page": "plot.gosh.rma",
      "title": "Plot Method for 'gosh.rma' Objects",
      "topics": [
        "plot.gosh.rma"
      ]
    },
    {
      "page": "plot.infl.rma.uni",
      "title": "Plot Method for 'infl.rma.uni' Objects",
      "topics": [
        "plot.infl.rma.uni"
      ]
    },
    {
      "page": "plot.permutest.rma.uni",
      "title": "Plot Method for 'permutest.rma.uni' Objects",
      "topics": [
        "plot.permutest.rma.uni"
      ]
    },
    {
      "page": "plot.rma",
      "title": "Plot Method for 'rma' Objects",
      "topics": [
        "plot.rma",
        "plot.rma.glmm",
        "plot.rma.mh",
        "plot.rma.mv",
        "plot.rma.peto",
        "plot.rma.uni"
      ]
    },
    {
      "page": "plot.rma.uni.selmodel",
      "title": "Plot Method for 'plot.rma.uni.selmodel' Objects",
      "topics": [
        "plot.rma.uni.selmodel"
      ]
    },
    {
      "page": "plot.vif.rma",
      "title": "Plot Method for 'vif.rma' Objects",
      "topics": [
        "plot.vif.rma"
      ]
    },
    {
      "page": "predict.matreg",
      "title": "Predicted Values for 'matreg' Objects",
      "topics": [
        "predict.matreg"
      ]
    },
    {
      "page": "predict.rma",
      "title": "Predicted Values for 'rma' Objects",
      "topics": [
        "predict",
        "predict.rma",
        "predict.rma.ls"
      ]
    },
    {
      "page": "print.anova.rma",
      "title": "Print Methods for 'anova.rma' and 'list.anova.rma' Objects",
      "topics": [
        "print.anova.rma",
        "print.list.anova.rma"
      ]
    },
    {
      "page": "print.confint.rma",
      "title": "Print Methods for 'confint.rma' and 'list.confint.rma' Objects",
      "topics": [
        "print.confint.rma",
        "print.list.confint.rma"
      ]
    },
    {
      "page": "print.deltamethod",
      "title": "Print Method for 'deltamethod' Objects",
      "topics": [
        "print.deltamethod"
      ]
    },
    {
      "page": "print.escalc",
      "title": "Print and Summary Methods for 'escalc' Objects",
      "topics": [
        "print.escalc",
        "summary.escalc"
      ]
    },
    {
      "page": "print.fsn",
      "title": "Print Method for 'fsn' Objects",
      "topics": [
        "print.fsn"
      ]
    },
    {
      "page": "print.gosh.rma",
      "title": "Print Method for 'gosh.rma' Objects",
      "topics": [
        "print.gosh.rma"
      ]
    },
    {
      "page": "print.hc.rma.uni",
      "title": "Print Method for 'hc.rma.uni' Objects",
      "topics": [
        "print.hc.rma.uni"
      ]
    },
    {
      "page": "print.list.rma",
      "title": "Print Method for 'list.rma' Objects",
      "topics": [
        "print.list.rma"
      ]
    },
    {
      "page": "print.matreg",
      "title": "Print and Summary Methods for 'matreg' Objects",
      "topics": [
        "print.matreg",
        "print.summary.matreg",
        "summary.matreg"
      ]
    },
    {
      "page": "print.permutest.rma.uni",
      "title": "Print Method for 'permutest.rma.uni' Objects",
      "topics": [
        "print.permutest.rma.uni"
      ]
    },
    {
      "page": "print.ranktest.rma",
      "title": "Print Method for 'ranktest' Objects",
      "topics": [
        "print.ranktest"
      ]
    },
    {
      "page": "print.regtest.rma",
      "title": "Print Method for 'regtest' Objects",
      "topics": [
        "print.regtest"
      ]
    },
    {
      "page": "print.rma",
      "title": "Print and Summary Methods for 'rma' Objects",
      "topics": [
        "print",
        "print.rma",
        "print.rma.glmm",
        "print.rma.mh",
        "print.rma.mv",
        "print.rma.peto",
        "print.rma.uni",
        "print.summary.rma",
        "summary",
        "summary.rma"
      ]
    },
    {
      "page": "profile.rma",
      "title": "Profile Likelihood Plots for 'rma' Objects",
      "topics": [
        "plot.profile.rma",
        "print.profile.rma",
        "profile",
        "profile.rma",
        "profile.rma.ls",
        "profile.rma.mv",
        "profile.rma.uni",
        "profile.rma.uni.selmodel"
      ]
    },
    {
      "page": "qqnorm.rma",
      "title": "Normal QQ Plots for 'rma' Objects",
      "topics": [
        "qqnorm",
        "qqnorm.rma",
        "qqnorm.rma.glmm",
        "qqnorm.rma.mh",
        "qqnorm.rma.mv",
        "qqnorm.rma.peto",
        "qqnorm.rma.uni"
      ]
    },
    {
      "page": "radial",
      "title": "Radial Plots for 'rma' Objects",
      "topics": [
        "radial",
        "radial.rma"
      ]
    },
    {
      "page": "ranef",
      "title": "Best Linear Unbiased Predictions for 'rma.uni' and 'rma.mv' Objects",
      "topics": [
        "ranef",
        "ranef.rma.mv",
        "ranef.rma.uni"
      ]
    },
    {
      "page": "ranktest",
      "title": "Rank Correlation Test for Funnel Plot Asymmetry",
      "topics": [
        "ranktest"
      ]
    },
    {
      "page": "rcalc",
      "title": "Calculate the Variance-Covariance of Dependent Correlation Coefficients",
      "topics": [
        "rcalc"
      ]
    },
    {
      "page": "regplot",
      "title": "Scatter Plots / Bubble Plots",
      "topics": [
        "points.regplot",
        "regplot",
        "regplot.rma"
      ]
    },
    {
      "page": "regtest",
      "title": "Regression Test for Funnel Plot Asymmetry",
      "topics": [
        "regtest"
      ]
    },
    {
      "page": "replmiss",
      "title": "Replace Missing Values in a Vector",
      "topics": [
        "replmiss"
      ]
    },
    {
      "page": "reporter",
      "title": "Dynamically Generated Analysis Reports for 'rma.uni' Objects",
      "topics": [
        "reporter",
        "reporter.rma.uni"
      ]
    },
    {
      "page": "residuals.rma",
      "title": "Residual Values based on 'rma' Objects",
      "topics": [
        "resid",
        "residuals",
        "residuals.rma",
        "rstandard",
        "rstandard.rma.mh",
        "rstandard.rma.mv",
        "rstandard.rma.peto",
        "rstandard.rma.uni",
        "rstudent",
        "rstudent.rma.mh",
        "rstudent.rma.mv",
        "rstudent.rma.peto",
        "rstudent.rma.uni"
      ]
    },
    {
      "page": "rma.glmm",
      "title": "Meta-Analysis via Generalized Linear (Mixed-Effects) Models",
      "topics": [
        "rma.glmm"
      ]
    },
    {
      "page": "rma.mh",
      "title": "Meta-Analysis via the Mantel-Haenszel Method",
      "topics": [
        "rma.mh"
      ]
    },
    {
      "page": "rma.mv",
      "title": "Meta-Analysis via Multivariate/Multilevel Linear (Mixed-Effects) Models",
      "topics": [
        "rma.mv"
      ]
    },
    {
      "page": "rma.peto",
      "title": "Meta-Analysis via Peto's Method",
      "topics": [
        "rma.peto"
      ]
    },
    {
      "page": "rma.uni",
      "title": "Meta-Analysis via Linear (Mixed-Effects) Models",
      "topics": [
        "rma",
        "rma.uni"
      ]
    },
    {
      "page": "robust",
      "title": "Cluster-Robust Tests and Confidence Intervals for 'rma' Objects",
      "topics": [
        "robust",
        "robust.rma.mv",
        "robust.rma.uni"
      ]
    },
    {
      "page": "se",
      "title": "Extract the Standard Errors from 'rma' Objects",
      "topics": [
        "se",
        "se.default",
        "se.rma"
      ]
    },
    {
      "page": "selmodel",
      "title": "Selection Models",
      "topics": [
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