3 citations · 5 across the 9 of their papers we have counts for
5 papers · 1 filter
Variable Selection for Individualized Treatment Rules with Discrete Outcomes
Zeyu Bian, Erica EM Moodie, Susan M Shortreed +2
An individualized treatment rule (ITR) is a decision rule that aims to improve individual patients health outcomes by recommending optimal treatments according to patients specific…
Estimating Individualized Treatment Rules in Longitudinal Studies with Covariate-Driven Observation Times
Janie Coulombe, Erica E. M. Moodie, Susan M. Shortreed +1
The sequential treatment decisions made by physicians to treat chronic diseases are formalized in the statistical literature as dynamic treatment regimes. To date, methods for dyna…
Using Pilot Data to Size Observational Studies for the Estimation of Dynamic Treatment Regimes
Eric J. Rose, Erica E. M. Moodie, Susan Shortreed
There has been significant attention given to developing data-driven methods for tailoring patient care based on individual patient characteristics. Dynamic treatment regimes forma…
Monte Carlo Sensitivity Analysis for Unmeasured Confounding in Dynamic Treatment Regimes
Eric J. Rose, Erica E. M. Moodie, Susan Shortreed
Data-driven methods for personalizing treatment assignment have garnered much attention from clinicians and researchers. Dynamic treatment regimes formalize this through a sequence…
Privacy-preserving estimation of an optimal individualized treatment rule : A case study in maximizing time to severe depression-related outcomes
Erica EM Moodie, Janie Coulombe, Coraline Danieli +2
Estimating individualized treatment rules - particularly in the context of right-censored outcomes - is challenging because the treatment effect heterogeneity of interest is often…