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20182022
most citedGeneralizing and transporting inferences about the effects of treatment assignment subject to non-adherence

10 citations · 21 across the 9 of their papers we have counts for

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12 papers · 1 filter

stat.ME2023

Sensitivity analysis for studies transporting prediction models

Jon A. Steingrimsson, Sarah E. Robertson, Issa J. Dahabreh

We consider the estimation of measures of model performance in a target population when covariate and outcome data are available on a sample from some source population and covaria…

stat.ME202210 cited

Generalizing and transporting inferences about the effects of treatment assignment subject to non-adherence

Issa J. Dahabreh, Sarah E. Robertson, Miguel A. Hernán

We discuss the identifiability of causal estimands for generalizability and transportability analyses, both under perfect and imperfect adherence to treatment assignment. We consid…

stat.ME2022

Extending inferences from a cluster randomized trial to a target population

Issa J. Dahabreh, Sarah E. Robertson, Jon A. Steingrimsson +2

We describe methods that extend (generalize or transport) causal inferences from cluster randomized trials to a target population of clusters, under a general nonparametric model t…

stat.ME20223 cited

Learning about treatment effects in a new target population under transportability assumptions for relative effect measures

Issa J. Dahabreh, Sarah E. Robertson, Jon A. Steingrimsson

Epidemiologists and applied statisticians often believe that relative effect measures conditional on covariates, such as risk ratios and mean ratios, are ``transportable'' across p…

stat.ME2021

Regression-based estimation of heterogeneous treatment effects when extending inferences from a randomized trial to a target population

Sarah E Robertson, Jon A Steingrimsson, Issa J Dahabreh

Methods for extending -- generalizing or transporting -- inferences from a randomized trial to a target population involve conditioning on a large set of covariates that is suffici…

stat.ME20211 cited

Estimating subgroup effects in generalizability and transportability analyses

Sarah E. Robertson, Jon A. Steingrimsson, Nina R. Joyce +2

Methods for extending -- generalizing or transporting -- inferences from a randomized trial to a target population involve conditioning on a large set of covariates that is suffici…