Package: drmeta 0.2.2
drmeta: Design-Indexed Location-Scale Meta-Analysis
Fits constrained and unrestricted meta-analytic location-scale models in which residual between-study heterogeneity is modeled as an exponential function of a prespecified design-robustness score. The package supports maximum-likelihood (ML) and restricted maximum-likelihood (REML) estimation, location moderators, the conventional random-effects model as a nested special case, exact estimation at the nonnegative scale-gradient boundary, design-indexed heterogeneity summaries, scale-attenuation measures, prediction of fitted heterogeneity, leave-one-out influence diagnostics, and parametric-bootstrap inference for the scale gradient. Because the scale-gradient null lies on the boundary of the constrained parameter space, standard chi-square likelihood-ratio references do not apply (Self and Liang, 1987, <doi:10.1080/01621459.1987.10478472>). The general location-scale parent model is described in Viechtbauer and Lopez-Lopez (2022, <doi:10.1002/jrsm.1562>). A scale model reweights studies and does not adjust the mean for design-linked bias.
Authors:
drmeta_0.2.2.tar.gz
drmeta_0.2.2.zip(r-4.7-any)drmeta_0.2.2.zip(r-4.6-any)drmeta_0.2.2.zip(r-4.5-any)
drmeta_0.2.2.tgz(r-4.6-any)drmeta_0.2.2.tgz(r-4.5-any)
drmeta_0.2.2.tar.gz(r-4.7-any)drmeta_0.2.2.tar.gz(r-4.6-any)
drmeta_0.2.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
drmeta/json (API)
| # Install 'drmeta' in R: |
| install.packages('drmeta', repos = c('https://subirhait.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/causalfragility-lab/drmeta/issues
Last updated from:57d1f3297f. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 111 | ||
| source / vignettes | OK | 157 | ||
| linux-release | OK | 117 | ||
| macos-release | OK | 131 | ||
| macos-oldrel | OK | 191 | ||
| windows-devel | OK | 57 | ||
| windows-release | OK | 62 | ||
| windows-oldrel | OK | 62 | ||
| wasm-release | OK | 89 |
Exports:dr_from_designdr_heterogeneitydr_loodr_plot_vfundr_scale_attenuationdr_scale_predictdr_scoredrmetadrmeta_bootstrap_gammanormalize_01
Dependencies:
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| S3 methods for drmeta objects | coef.drmeta confint.drmeta drmeta-methods fitted.drmeta logLik.drmeta print.drmeta print.summary.drmeta residuals.drmeta summary.drmeta vcov.drmeta |
| Map study design labels to illustrative design-robustness scores | dr_from_design |
| Classical heterogeneity diagnostics and design-indexed summaries | dr_heterogeneity |
| Leave-one-out influence diagnostics | dr_loo |
| Plot the fitted variance function | dr_plot_vfun |
| Proportional attenuation in fitted heterogeneity | dr_scale_attenuation |
| Predict the fitted between-study variance | dr_scale_predict |
| Build a design-robustness index from sub-scores | dr_score |
| Fit a design-indexed meta-analytic location-scale model | drmeta |
| Parametric-bootstrap test of the constrained scale gradient | drmeta_bootstrap_gamma |
| Rescale a numeric vector to the unit interval | normalize_01 |
| Print a parametric-bootstrap scale-gradient test | print.drmeta_bootstrap_gamma |