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08/24/2023
Assessing model performance for counterfactual predictions
Counterfactual prediction methods are required when a model will be depl...
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06/13/2023
Sensitivity analysis for studies transporting prediction models
We consider the estimation of measures of model performance in a target ...
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06/01/2023
Generalizability analyses with a partially nested trial design: the Necrotizing Enterocolitis Surgery Trial
We discuss generalizability analyses under a partially nested trial desi...
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11/09/2022
Generalizing and transporting inferences about the effects of treatment assignment subject to non-adherence
We discuss the identifiability of causal estimands for generalizability ...
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09/19/2022
Selection on treatment in the target population of generalizabillity and transportability analyses
Investigators are increasingly using novel methods for extending (genera...
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08/30/2022
Tree-based Subgroup Discovery In Electronic Health Records: Heterogeneity of Treatment Effects for DTG-containing Therapies
The rich longitudinal individual level data available from electronic he...
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07/20/2022
Global sensitivity analysis for studies extending inferences from a randomized trial to a target population
When individuals participating in a randomized trial differ with respect...
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05/02/2022
Systematically Missing Data in Causally Interpretable Meta-Analysis
Causally interpretable meta-analysis combines information from a collect...
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04/06/2022
Analyzing cluster randomized trials designed to support generalizable inferences
Background: When planning a cluster randomized trial, evaluators often h...
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03/28/2022
Randomized trials and their observational emulations: a framework for benchmarking and joint analysis
A randomized trial and an analysis of observational data designed to emu...
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03/28/2022
Extending inferences from a cluster randomized trial to a target population
We describe methods that extend (generalize or transport) causal inferen...
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02/23/2022
Learning about treatment effects in a new target population under transportability assumptions for relative effect measures
Epidemiologists and applied statisticians often believe that relative ef...
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09/30/2021
Regression-based estimation of heterogeneous treatment effects when extending inferences from a randomized trial to a target population
Methods for extending – generalizing or transporting – inferences from a...
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09/28/2021
Estimating subgroup effects in generalizability and transportability analyses
Methods for extending – generalizing or transporting – inferences from a...
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04/13/2021
Center-specific causal inference with multicenter trials: reinterpreting trial evidence in the context of each participating center
In multicenter randomized trials, when effect modifiers have a different...
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01/27/2021
Transporting a prediction model for use in a new target population
We consider methods for transporting a prediction model and assessing it...
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03/06/2020
Causal Interaction Trees: Tree-Based Subgroup Identification for Observational Data
We propose Causal Interaction Trees for identifying subgroups of partici...
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08/24/2019
Efficient and robust methods for causally interpretable meta-analysis: transporting inferences from multiple randomized trials to a target population
We present methods for causally interpretable meta-analyses that combine...
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06/26/2019
Generalizing causal inferences from randomized trials: counterfactual and graphical identification
When engagement with a randomized trial is driven by factors that affect...
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05/25/2019
Sensitivity analysis using bias functions for studies extending inferences from a randomized trial to a target population
Extending (generalizing or transporting) causal inferences from a random...
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05/19/2019
Study designs for extending causal inferences from a randomized trial to a target population
We examine study designs for extending (generalizing or transporting) ca...
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03/27/2019
Towards causally interpretable meta-analysis: transporting inferences from multiple studies to a target population
We take steps towards causally interpretable meta-analysis by describing...
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02/16/2019
Generalizing trial findings using nested trial designs with sub-sampling of non-randomized individuals
To generalize inferences from a randomized trial to the target populatio...
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02/16/2019
Generalizing trial findings in nested trial designs with sub-sampling of non-randomized individuals
To generalize inferences from a randomized trial to the target populatio...
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05/01/2018
