22 citations · 49 across the 15 of their papers we have counts for
18 papers
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…
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…
Robust Estimation of Loss-Based Measures of Model Performance under Covariate Shift
Samantha Morrison, Constantine Gatsonis, Issa J. Dahabreh +2
We present methods for estimating loss-based measures of the performance of a prediction model in a target population that differs from the source population in which the model was…
Selection on treatment in the target population of generalizabillity and transportability analyses
Yu-Han Chiu, Issa J. Dahabreh
Investigators are increasingly using novel methods for extending (generalizing or transporting) causal inferences from a trial to a target population. In many generalizability and…
Systematically Missing Data in Causally Interpretable Meta-Analysis
Jon A. Steingrimsson, David H. Barker, Ruofan Bie +1
Causally interpretable meta-analysis combines information from a collection of randomized controlled trials to estimate treatment effects in a target population in which experiment…
Randomized trials and their observational emulations: a framework for benchmarking and joint analysis
Issa J. Dahabreh, Jon A. Steingrimsson, James M. Robins +1
A randomized trial and an analysis of observational data designed to emulate the trial sample observations separately, but have the same eligibility criteria, collect information o…