52 citations · 63 across the 22 of their papers we have counts for
7 papers · 1 filter
Estimating the Marginal Effect of a Continuous Exposure on an Ordinal Outcome using Data Subject to Covariate-Driven Treatment and Visit Processes
Janie Coulombe, Erica E M Moodie, Robert W Platt
In the statistical literature, a number of methods have been proposed to ensure valid inference about marginal effects of variables on a longitudinal outcome in settings with irreg…
Preserving data privacy when using multi-site data to estimate individualized treatment rules
Coraline Danieli, Erica Moodie
Precision medicine is a rapidly expanding area of health research wherein patient level information is used to inform treatment decisions. A statistical framework helps to formaliz…
Causal Inference for Quantile Treatment Effects
Shuo Sun, Erica E. M. Moodie, Johanna G. Nešlehová
Analyses of environmental phenomena often are concerned with understanding unlikely events such as floods, heatwaves, droughts or high concentrations of pollutants. Yet the majorit…
Evaluating the Use of Generalized Dynamic Weighted Ordinary Least Squares for Individualized HIV Treatment Strategies
Larry Dong, Erica E. M. Moodie, Laura Villain +1
Dynamic treatment regimes (DTR) are a statistical paradigm in precision medicine which aim to optimize patient outcomes by individualizing treatments. At its simplest, a DTR may re…
Bayesian Sample Size Calculations for SMART Studies
Armando Turchetta, Erica E. M. Moodie, David A. Stephens +1
In the management of most chronic conditions characterized by the lack of universally effective treatments, adaptive treatment strategies (ATSs) have been growing in popularity as…
Estimation of the marginal effect of antidepressants on body mass index under confounding and endogenous covariate-driven monitoring times
Janie Coulombe, Erica E. M. Moodie, Robert W. Platt +1
In studying the marginal effect of antidepressants on body mass index using electronic health records data, we face several challenges. Patients' characteristics can affect the exp…
Estimation of Optimal Dynamic Treatment Regimes using Gaussian Process Emulation
Daniel Rodriguez Duque, David A. Stephens, Erica E. M. Moodie
In precision medicine, identifying optimal sequences of decision rules, termed dynamic treatment regimes (DTRs), is an important undertaking. One approach investigators may take to…