Articles by Elizabeth A. Stuart | Synthical

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Elizabeth A. Stuart

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36

Self-separated and self-connected models for mediator and outcome missingness in mediation analysis

11 November 2024 by Trang Quynh Nguyen and others

Improving efficiency in transporting average treatment effects

6 June 2024 by Kara Rudolph and others at

University of York

Statistical methods to estimate the impact of gun policy on gun violence

17 April 2024 by Eli Ben-Michael and others

Sensitivity analysis for principal ignorability violation in estimating complier and noncomplier average causal effects

29 March 2024 by Trang Quynh Nguyen and others

Practical challenges in mediation analysis: A guide for applied researchers

1 February 2024 by Megan Schuler and others at

Johns Hopkins Bloomberg School of Public Health

Applications, Methodology

Identification of complier and noncomplier average causal effects in the presence of latent missing-at-random (LMAR) outcomes: a unifying view and choices of assumptions

18 December 2023 by Trang Quynh Nguyen and others

Shared Control Individuals in Health Policy Evaluations with Application to Medical Cannabis Laws

29 November 2023 by Nicholas Seewald and others

Methodology, Applications

Comparison of Methods that Combine Multiple Randomized Trials to Estimate Heterogeneous Treatment Effects

15 November 2023 by Carly Lupton Brantner and others

Methodology, Machine Learning

Multiple imputation for propensity score analysis with covariates missing at random: some clarity on within and across methods

28 August 2023 by Trang Quynh Nguyen and Elizabeth Stuart

Choosing the Causal Estimand for Propensity Score Analysis of Observational Studies

11 July 2023 by Noah Greifer and Elizabeth Stuart at

Johns Hopkins Bloomberg School of Public Health

Identifying Optimal Methods for Addressing Confounding Bias When Estimating the Effects of State-Level Policies

4 July 2023 by Beth Ann Griffin and others at

Johns Hopkins Bloomberg School of Public Health

An Application of the Causal Roadmap in Two Safety Monitoring Case Studies: Covariate-Adjustment and Outcome Prediction using Electronic Health Record Data

12 May 2023 by Brian Williamson and others

A Causal Roadmap for Generating High-Quality Real-World Evidence

11 May 2023 by Lauren Dang and others

Methods for Integrating Trials and Non-Experimental Data to Examine Treatment Effect Heterogeneity

28 March 2023 by Carly Lupton Brantner and others

Methodological considerations for estimating policy effects in the context of co-occurring policies

9 August 2022 by Beth Ann Griffin and others

Clarifying causal mediation analysis: Effect identification via three assumptions and five potential outcomes

7 July 2022 by Trang Quynh Nguyen and others

Estimating subgroup effects in generalizability and transportability analyses

28 September 2021 by Sarah Robertson and others

Teacher Mental Health During the COVID-19 Pandemic: Informing Policies to Support Teacher Well-being and Effective Teaching Practices

3 September 2021 by Joseph Kush and others at

Johns Hopkins Bloomberg School of Public Health

Causal mediation analysis: From simple to more robust strategies for estimation of marginal natural (in)direct effects

31 May 2021 by Trang Quynh Nguyen and others

Center-specific causal inference with multicenter trials: reinterpreting trial evidence in the context of each participating center

25 April 2021 by Sarah Robertson and others

Consistency between household and county measures of K-12 onsite schooling during the COVID-19 pandemic

24 March 2021 by Carly Lupton-Smith and others

Applications, Methodology

Moving beyond the classic difference-in-differences model: A simulation study comparing statistical methods for estimating effectiveness of state-level policies

1 February 2021 by Beth Ann Griffin and others

Global Trends and Predictors of Face Mask Usage During the COVID-19 Pandemic

9 January 2021 by Elena Badillo-Goicoechea and others

Partially Pooled Propensity Score Models for Average Treatment Effect Estimation with Multilevel Data

22 December 2020 by Youjin Lee and others

Sensitivity analyses for effect modifiers not observed in the target population when generalizing treatment effects from a randomized controlled trial: Assumptions, models, effect scales, data scenarios, and implementation details

25 November 2020 by Trang Quynh Nguyen and others

A trial emulation approach for policy evaluations with group-level longitudinal data

11 November 2020 by Elizabeth Stuart and others

Policy evaluation in COVID-19: A graphical guide to common design issues

15 September 2020 by Noah Haber and others

Clarifying causal mediation analysis for the applied researcher: Defining effects based on what we want to learn

15 May 2020 by Trang Quynh Nguyen and others

Generalizing Randomized Trial Findings to a Target Population using Complex Survey Population Data

2 April 2020 by Benjamin Ackerman and others

Methodology, Applications

Propensity score analysis with latent covariates: Measurement error bias correction using the covariate's posterior mean, aka the inclusive factor score

12 February 2020 by Trang Quynh Nguyen and Elizabeth Stuart

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Methodology Applications Statistics Theory Machine Learning