Access & Analyze the Metapsy Databases Directly From Your R Environment.
The open-source
metapsyData
package allows you to directly access all databases in R.
With
metapsyTools
, you can prepare and analyze meta-analytic databases using
state-of-the-art methods.
remotes::install_github(
"metapsy-project/metapsyData")
data <- metapsyData::getData(
"depression-inpatients")
print(data, 3)
#> study .g .g_se year
#> 1 Aagaard, 2017 0.00 0.23 2017
#> 2 Abas, 2018 0.71 0.38 2018
#> 3 Ahmadpanah, 2016 1.57 0.41 2016
Code copied!
metapsyData
The metapsyData
package can be
installed from GitHub (for example using the
remotes
package).
The package allows to access the Metapsy meta-analytic
psychotherapy databases directly in your R environment. Once
installed, simply use the
getData()
function to save specific databases and database versions
locally.
Once new databases or database updates are released, they
automatically become available in
metapsyData
.
remotes::install_github(
"metapsy-project/metapsyTools")
library(metapsyTools)
data("depressionPsyCtr")
depressionPsyCtr %>%
calculateEffectSizes() %>%
runMetaAnalysis() %>%
correctPublicationBias()
#> Model results -------------------------
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metapsyTools
The metapsyTools
package can be
installed from GitHub. For Metapsy databases (and datasets in
the
same format), the package provides integrated tools for the entire
meta-analysis workflow, for example:
- Automatized effect size calculation
- Advanced database filtering
- Effect size pooling using standard and multilevel meta-analysis, robust variance estimation
- Correction for publication bias and small-study effects
- Meta-regression and subgroup analyses
- Automatized table generation for your meta-analysis report.