phacking
is an R package that provides a bias correction for the joint effects of p-hacking (i.e., manipulation of results within studies to obtain significant, positive estimates) and traditional publication bias (i.e., the selective publication of studies with significant, positive results) in meta-analyses (per Mathur, 2022).
Installation
You can install phacking from CRAN with:
install.packages("phacking")
You can install the development version of phacking from GitHub with:
# install.packages("devtools")
devtools::install_github("mathurlabstanford/phacking")
You may also need to install Stan.
Example
Fit a bias-corrected meta-analysis of an example dataset from the package.
library(phacking)
phacking_meta(money_priming_meta$yi, money_priming_meta$vi)