SelectionBias: Calculates Bounds for the Selection Bias for Binary Treatment and Outcome Variables

Computes bounds and sensitivity parameters as part of sensitivity analysis for selection bias. Different bounds are provided: the SV (Smith and VanderWeele), AF (assumption-free) bound, GAF (generalized AF), and CAF (counterfactual AF) bounds. The calculation of the sensitivity parameters for the SV and GAF bounds assume an additional dependence structure in form of a generalized M-structure. The bounds can be calculated for any structure as long as the necessary assumptions hold. See Smith and VanderWeele (2019) <doi:10.1097/EDE.0000000000001032>, Zetterstrom and Waernbaum (2022) <doi:10.1515/em-2022-0108> and Zetterstrom (2024) <doi:10.1515/em-2023-0033>.

Package details

AuthorStina Zetterstrom [aut, cre] (<https://orcid.org/0000-0003-0730-9425>), Ingeborg Waernbaum [aut] (<https://orcid.org/0000-0002-4457-5311>)
MaintainerStina Zetterstrom <stina.zetterstrom@statistics.uu.se>
LicenseMIT + file LICENSE
Version2.0.0
URL https://github.com/stizet/SelectionBias
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("SelectionBias")

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SelectionBias documentation built on May 29, 2024, 5:58 a.m.