Package: metansue 2.6

metansue: Meta-Analysis of Studies with Non-Statistically Significant Unreported Effects

Novel method to unbiasedly include studies with Non-statistically Significant Unreported Effects (NSUEs) in a meta-analysis. First, the function calculates the interval where the unreported effects (e.g., t-values) should be according to the threshold of statistical significance used in each study. Afterward, the method uses maximum likelihood techniques to impute the expected effect size of each study with NSUEs, accounting for between-study heterogeneity and potential covariates. Multiple imputations of the NSUEs are then randomly created based on the expected value, variance, and statistical significance bounds. Finally, it conducts a restricted-maximum likelihood random-effects meta-analysis separately for each set of imputations, and it performs estimations from these meta-analyses. Please read the reference in 'metansue' for details of the procedure.

Authors:Joaquim Radua [aut, cre]

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NEWS

# Install 'metansue' in R:
install.packages('metansue', repos = c('https://jrad1.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 1 stars 6 scripts 443 downloads 9 exports 0 dependencies

Last updated 3 months agofrom:6b25552bb6. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 04 2024
R-4.5-winOKNov 04 2024
R-4.5-linuxOKNov 04 2024
R-4.4-winOKNov 04 2024
R-4.4-macOKNov 04 2024
R-4.3-winOKNov 04 2024
R-4.3-macOKNov 04 2024

Exports:forestfunnelleave1outmetametabiasnsuesmc_from_tsmd_from_tzcor_from_r

Dependencies:

Readme and manuals

Help Manual

Help pageTopics
Forest Plots for "meta.nsue" Objectsforest forest.meta.nsue plot.meta.nsue
Funnel Plots for "meta.nsue" Objectsfunnel funnel.meta.nsue
Compute Leave-One-Out Diagnostics for "nsue" Objectsleave1out leave1out.nsue print.leave1out.nsue summary.leave1out.nsue
Meta-Analysis of Studies with Non-statistically Significant Unreported Effectscoef.meta.nsue fitted.meta.nsue meta meta.nsue print.meta.nsue residuals.meta.nsue summary.meta.nsue
Test for Funnel Plot Asymmetry for "meta.nsue" Objectsmetabias metabias.meta.nsue
Calculate Effect Sizes for "meta.nsue" Objectsnsue print.nsue smc_from_t smd_from_t subset.nsue zcor_from_r