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20152021
most citedStructural Nested Models and G-estimation: The Partially Realized Promise

148 citations · 175 across the 11 of their papers we have counts for

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19 papers · 1 filter

stat.ME2022

Rejoinder to discussions on "Instrumental variable estimation of the causal hazard ratio"

Linbo Wang, Eric Tchetgen Tchetgen, Torben Martinussen +1

We respond to comments on our paper, titled "Instrumental variable estimation of the causal hazard ratio."

stat.ME2022

Structural mean models for instrumented difference-in-differences

Tat-Thang Vo, Ting Ye, Ashkan Ertefaie +5

In the standard difference-in-differences research design, the parallel trends assumption may be violated when the relationship between the exposure trend and the outcome trend is…

stat.ME2021

Causal inference in survival analysis using longitudinal observational data: Sequential trials and marginal structural models

Ruth H. Keogh, Jon Michael Gran, Shaun R. Seaman +2

Longitudinal observational patient data can be used to investigate the causal effects of time-varying treatments on time-to-event outcomes. Several methods have been developed for…

stat.ME20213 cited

Sensitivity Analysis for Unmeasured Confounding via Effect Extrapolation

Wen Wei Loh, Stijn Vansteelandt

Inferring the causal effect of a non-randomly assigned exposure on an outcome requires adjusting for common causes of the exposure and outcome to avoid biased conclusions. Notwiths…

stat.ME2020

A novel estimand to adjust for rescue treatment in clinical trials

Hege Michiels, Cristina Sotto, An Vandebosch +1

The interpretation of randomised clinical trial results is often complicated by intercurrent events. For instance, rescue medication is sometimes given to patients in response to w…

stat.ME2020

Efficient, Doubly Robust Estimation of the Effect of Dose Switching for Switchers in a Randomised Clinical Trial

Kelly Van Lancker, An Vandebosch, Stijn Vansteelandt

Motivated by a clinical trial conducted by Janssen Pharmaceuticals in which a flexible dosing regimen is compared to placebo, we evaluate how switchers in the treatment arm (i.e.,…