Package: multilevelmediation 0.3.1
multilevelmediation: Utility Functions for Multilevel Mediation Analysis
The ultimate goal is to support 2-2-1, 2-1-1, and 1-1-1 models for multilevel mediation, the option of a moderating variable for either the a, b, or both paths, and covariates. Currently the 1-1-1 model is supported and several options of random effects; the initial code for bootstrapping was evaluated in simulations by Falk, Vogel, Hammami, and Miočević (2024) <doi:10.3758/s13428-023-02079-4>. Support for Bayesian estimation using 'brms' comprises ongoing work. Currently only continuous mediators and outcomes are supported. Factors for any predictors must be numerically represented.
Authors:
multilevelmediation_0.3.1.tar.gz
multilevelmediation_0.3.1.zip(r-4.5)multilevelmediation_0.3.1.zip(r-4.4)multilevelmediation_0.3.1.zip(r-4.3)
multilevelmediation_0.3.1.tgz(r-4.4-any)multilevelmediation_0.3.1.tgz(r-4.3-any)
multilevelmediation_0.3.1.tar.gz(r-4.5-noble)multilevelmediation_0.3.1.tar.gz(r-4.4-noble)
multilevelmediation_0.3.1.tgz(r-4.4-emscripten)multilevelmediation_0.3.1.tgz(r-4.3-emscripten)
multilevelmediation.pdf |multilevelmediation.html✨
multilevelmediation/json (API)
| # Install 'multilevelmediation' in R: |
| install.packages('multilevelmediation', repos = c('https://falkcarl.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/falkcarl/multilevelmediation/issues
Last updated 4 days agofrom:455853a924. Checks:OK: 7. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Sep 14 2024 |
| R-4.5-win | OK | Sep 14 2024 |
| R-4.5-linux | OK | Sep 14 2024 |
| R-4.4-win | OK | Sep 14 2024 |
| R-4.4-mac | OK | Sep 14 2024 |
| R-4.3-win | OK | Sep 14 2024 |
| R-4.3-mac | OK | Sep 14 2024 |
Exports:boot.modmed.mlmboot.modmed.mlm.custombootresid.modmed.mlmextract.boot.modmed.mlmextract.modmed.mlmextract.modmed.mlm.brmsmodmed.mlmmodmed.mlm.brmsstack_bpg
Dependencies:abindbackportsbayesplotBHbootbridgesamplingbrmsBrobdingnagcallrcheckmateclicodacodetoolscolorspacecpp11descdigestdistributionaldplyrfansifarverfurrrfuturefuture.applygenericsggplot2ggridgesglmmTMBglobalsgluegridExtragtableinlineisobandlabelinglatticelifecyclelistenvlme4loomagrittrMASSMatrixmatrixcalcMatrixModelsmatrixStatsmcmcMCMCpackmgcvminqamunsellmvtnormnleqslvnlmenloptrnumDerivparallellypillarpkgbuildpkgconfigplyrposteriorprocessxpspurrrquantregQuickJSRR6RColorBrewerRcppRcppEigenRcppParallelreshape2rlangrstanrstantoolsscalesSparseMStanHeadersstringistringrsurvivaltensorAtibbletidyrtidyselectTMButf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Boot function for (moderated) mediation with 2-level multilevel models | boot.modmed.mlm |
| Bootstrapping multilevel mediation model (without boot package) | boot.modmed.mlm.custom |
| Custom function for residual bootstrap for (moderated) multilevel mediation | bootresid.modmed.mlm |
| Simulated dataset from Bauer, Preacher, and Gil (2006) | BPG06dat |
| Post-processing of bootstrap results from boot.modmed.mlm | extract.boot.modmed.mlm |
| Post-processing of a model fit with modmed.mlm | extract.modmed.mlm |
| Post-processing of results from modmed.mlm.brms | extract.modmed.mlm.brms |
| Model definition and estimation function for two-level (moderated) mediation | modmed.mlm |
| Custom model fitting function for a 1-1-1 (moderated) mediation for the brms code | modmed.mlm.brms |
| A simulated dataset with moderator | simdat |
| Stacks data in the style of Bauer-Preacher-Gil for multilevel mediation | stack_bpg |
