Package: multibias Type: Package Title: Multiple Bias Analysis in Causal Inference Version: 1.7.3 Date: 2026-04-20 Authors@R: person("Paul", "Brendel", email = "pcbrendel@gmail.com", role = c("aut", "cre", "cph")) Maintainer: Paul Brendel Description: Quantify exposure-outcome causal effects with adjustment for multiple biases. The functions can simultaneously adjust for any combination of uncontrolled confounding, exposure/outcome misclassification, and selection bias. The underlying method generalizes the combination of inverse probability of selection weighting with predictive value weighting. Simultaneous multi-bias analysis can be used to enhance the validity and transparency of real-world evidence obtained from observational, longitudinal studies. Based on the work from Paul Brendel, Aracelis Torres, and Onyebuchi Arah (2023) . License: MIT + file LICENSE Encoding: UTF-8 LazyData: true Depends: R (>= 4.2.0) RoxygenNote: 7.3.2 Imports: dplyr (>= 1.1.3), lifecycle (>= 1.0.3), magrittr (>= 2.0.3), rlang (>= 1.1.1), broom (>= 1.0.5), purrr (>= 1.0.0), ggplot2 (>= 3.5.0) Suggests: knitr, rmarkdown, MASS, testthat (>= 3.0.0), vdiffr (>= 1.0.5) URL: https://github.com/pcbrendel/multibias, http://www.paulbrendel.com/multibias/ BugReports: https://github.com/pcbrendel/multibias/issues Config/testthat/edition: 3 VignetteBuilder: knitr Roxygen: list(markdown = TRUE) Config/pak/sysreqs: libicu-dev Repository: https://pcbrendel.r-universe.dev Date/Publication: 2026-04-20 22:42:42 UTC RemoteUrl: https://github.com/pcbrendel/multibias RemoteRef: HEAD RemoteSha: 4b68218f5500b3b0e79b64e396c76c32e92514aa NeedsCompilation: no Packaged: 2026-06-20 10:40:26 UTC; root Author: Paul Brendel [aut, cre, cph]