survivalExample

A dataset containing a time-to-event outcome, an event indicator, treatment group, and 6 baseline covariates

datasets

A doubly robust precision medicine approach to fit, cross-validate and visualize prediction models for the conditional average treatment effect (CATE). It implements doubly robust estimation and semiparametric modeling approach of treatment-covariate interactions as proposed by Yadlowsky et al. (2020) <doi:10.1080/01621459.2020.1772080>.

Thomas Debray

precmed

Precision Medicine

Lu Tian

Xiaotong Jiang

Gabrielle Simoneau

Biogen  MA  Inc. 

Stan Wijn

Joana Caldas

survivalExample function

A dataframe with 4000 rows (patients) and 9 variables:<dl>
 <dt>age</dt>
<dd>age at baseline, centered to 48 years old, in years</dd> <dt>female</dt>
<dd>sex, 0 for male, 1 for female</dd> <dt>previous_treatment</dt>
<dd>previous treatment, "drugA", "drugB", or "drugC"</dd> <dt>previous_cost</dt>
<dd>previous medical cost, in US dollars</dd> <dt>previous_number_symptoms</dt>
<dd>previous number of symptoms, "0", "1", or "&gt;=2"</dd> <dt>previous_number_relapses</dt>
<dd>previous number of relapses</dd> <dt>trt</dt>
<dd>current treatment, "drug0" or "drug1"</dd> <dt>y</dt>
<dd>time to first relapse or censoring</dd> <dt>d</dt>
<dd>event indicator, 1: relapse, 0: censored</dd>
</dl>

Format

Simulated data with survival outcome — survivalExample

A dataframe with 4000 rows (patients) and 9 variables:<dl>
 <dt>age</dt>
<dd>age at baseline, centered to 48 years old, in years</dd>

 <dt>female</dt>
<dd>sex, 0 for male, 1 for female</dd>

 <dt>previous_treatment</dt>
<dd>previous treatment, "drugA", "drugB", or "drugC"</dd>

 <dt>previous_cost</dt>
<dd>previous medical cost, in US dollars</dd>

 <dt>previous_number_symptoms</dt>
<dd>previous number of symptoms, "0", "1", or "&gt;=2"</dd>

 <dt>previous_number_relapses</dt>
<dd>previous number of relapses</dd>

 <dt>trt</dt>
<dd>current treatment, "drug0" or "drug1"</dd>

 <dt>y</dt>
<dd>time to first relapse or censoring</dd>

 <dt>d</dt>
<dd>event indicator, 1: relapse, 0: censored</dd>


</dl>

survivalExample: Simulated data with survival outcome

Description

Usage

Arguments

Format

Examples