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gesttools (version 1.0.1)

General Purpose G-Estimation for End of Study or Time-Varying Outcomes

Description

Provides a series of general purpose tools to perform g-estimation using the methods described in Sjolander and Vansteelandt (2016) and Dukes and Vansteelandt . The package allows for g-estimation in a wide variety of circumstances, including an end of study or time-varying outcome, and an exposure that is a binary, continuous, or a categorical variable with three or more categories. The package also supports g-estimation with time-varying causal effects and effect modification by a confounding variable.

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Install

install.packages('gesttools')

Monthly Downloads

65

Version

1.0.1

License

GPL-3

Issues

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Maintainer

Daniel Tompsett

Last Published

December 8th, 2020

Functions in gesttools (1.0.1)

gest

G-Estimation for an End of Study Outcome
FormatData

Formats Data Into Correct Form
gestcat

G-Estimation for an End of Study Outcome and Categorical Exposure Variable
gestmult

G-Estimation for a Time-Varying Outcome
dataexamples

Generate Simulated Example Datasets
gestmultcat

G-Estimation for a Time-Varying Outcome and Categorical Time-Varying Exposure
gestboot

Percentile Based Bootstrap Confidence Intervals