PublicationBias: Sensitivity Analysis for Publication Bias in Meta-Analyses
Performs sensitivity analysis for publication bias in meta-analyses (per Mathur & VanderWeele, 2020 [<doi:10.31219/osf.io/s9dp6>]). These analyses enable statements such as: "For publication bias to shift the observed point estimate to the null, 'significant' results would need to be at least 30-fold more likely to be published than negative or 'nonsignificant' results." Comparable statements can be made regarding shifting to a chosen non-null value or shifting the confidence interval. Provides a worst-case meta-analytic point estimate under maximal publication bias obtained simply by conducting a standard meta-analysis of only the negative and "nonsignificant" studies.
| Version: | 2.4.0 |
| Depends: | R (≥ 4.1.0) |
| Imports: | dplyr,ggplot2,glue,lifecycle,metabias,metafor, stats,Rdpack,rlang,robumeta |
| Suggests: | purrr,testthat (≥ 3.0.0),withr |
| Published: | 2023-08-18 |
| DOI: | 10.32614/CRAN.package.PublicationBias |
| Author: | Mika Braginsky [aut], Maya Mathur [aut], Tyler J. VanderWeele [aut], Peter Solymos [cre, ctb] |
| Maintainer: | Peter Solymos <peter at analythium.io> |
| BugReports: | https://github.com/mathurlabstanford/PublicationBias/issues |
| License: | GPL-2 |
| URL: | https://github.com/mathurlabstanford/PublicationBias,https://mathurlabstanford.github.io/PublicationBias/ |
| NeedsCompilation: | no |
| Materials: | README,NEWS |
| In views: | MetaAnalysis |
| CRAN checks: | PublicationBias results |
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