sandwich

Compute the sandwich variance components from a model fit

Contains more modern tools for causal inference using regression
standardization. Four general classes of models are implemented; generalized
linear models, conditional generalized estimating equation models,
Cox proportional hazards models, and shared frailty gamma-Weibull models.
Methodological details are described in Sjölander, A. (2016) <doi:10.1007/s10654-016-0157-3>.
Also includes functionality for doubly robust estimation for generalized linear models
in some special cases, and the ability to implement custom models.

Michael Sachs

stdReg2

Regression Standardization for Causal Inference

Michael C Sachs

Arvid Sjölander

Erin E Gabriel

Johan Sebastian Ohlendorff

Adam Brand

sandwich function

<dl><dt>fit</dt>
<dd>A fitted model object of class <a href="/link/glm?package=stdReg2&version=1.0.3" data-mini-rdoc="stdReg2::glm">glm</a>, <a href="/link/coxph?package=stdReg2&version=1.0.3" data-mini-rdoc="stdReg2::coxph">coxph</a>, ah, or <a href="/link/survfit?package=stdReg2&version=1.0.3" data-mini-rdoc="stdReg2::survfit">survfit</a></dd>
<dt>data</dt>
<dd>The data used to fit the model</dd>
<dt>weights</dt>
<dd>Optional weights</dd>
<dt>t</dt>
<dd>Optional fixed time point for survival objects</dd>
<dt>fit.detail</dt>
<dd>For Cox models, the result of running <a href="/link/coxph.detail?package=stdReg2&version=1.0.3" data-mini-rdoc="stdReg2::coxph.detail">coxph.detail</a> on the model fit</dd></dl>

Arguments

Compute the sandwich variance components from a model fit — sandwich

<dl>

<dt>fit</dt>
<dd>A fitted model object of class <a href='https://rdrr.io/r/stats/glm.html'>glm</a>, <a href='https://rdrr.io/pkg/survival/man/coxph.html'>coxph</a>, ah, or <a href='https://rdrr.io/pkg/survival/man/survfit.html'>survfit</a></dd>


<dt>data</dt>
<dd>The data used to fit the model</dd>


<dt>weights</dt>
<dd>Optional weights</dd>


<dt>t</dt>
<dd>Optional fixed time point for survival objects</dd>


<dt>fit.detail</dt>
<dd>For Cox models, the result of running <a href='https://rdrr.io/pkg/survival/man/coxph.detail.html'>coxph.detail</a> on the model fit</dd>

</dl>

sandwich: Compute the sandwich variance components from a model fit

Description

Usage

Value

Arguments