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This is an extension of the regression-based causal mediation analysis first proposed by Valeri and VanderWeele (2013) <doi:10.1037/a0031034> and Valeri and VanderWeele (2015) <doi:10.1097/EDE.0000000000000253>). It supports including effect measure modification by covariates(treatment-covariate and mediator-covariate product terms in mediator and outcome regression models) as proposed by Li et al (2023) <doi:10.1097/EDE.0000000000001643>. It also accommodates the original 'SAS' macro and 'PROC CAUSALMED' procedure in 'SAS' when there is no effect measure modification. Linear and logistic models are supported for the mediator model. Linear, logistic, loglinear, Poisson, negative binomial, Cox, and accelerated failure time (exponential and Weibull) models are supported for the outcome model.
Version: | 1.0.1 |
Depends: | R (≥ 2.10) |
Imports: | Deriv, MASS, Matrix, assertthat, sandwich, survival |
Suggests: | boot, furrr, future, geepack, knitr, mice, mitools, modelr, purrr, rlang, rmarkdown, stringr, testthat, tidyverse, magic, formattable, kableExtra |
Published: | 2024-01-13 |
DOI: | 10.32614/CRAN.package.regmedint |
Author: | Kazuki Yoshida |
Maintainer: | Yi Li <yi.li10 at mail.mcgill.ca> |
BugReports: | https://github.com/kaz-yos/regmedint/issues |
License: | GPL-2 |
URL: | https://kaz-yos.github.io/regmedint/ |
NeedsCompilation: | no |
Materials: | NEWS |
In views: | CausalInference |
CRAN checks: | regmedint results |
Package source: | regmedint_1.0.1.tar.gz |
Windows binaries: | r-devel: regmedint_1.0.1.zip, r-release: regmedint_1.0.1.zip, r-oldrel: regmedint_1.0.1.zip |
macOS binaries: | r-release (arm64): regmedint_1.0.1.tgz, r-oldrel (arm64): regmedint_1.0.1.tgz, r-release (x86_64): regmedint_1.0.1.tgz, r-oldrel (x86_64): regmedint_1.0.1.tgz |
Old sources: | regmedint archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.