Articles by Jonathan W. Bartlett

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Jonathan W. Bartlett

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Comparison of Parametric versus Machine-learning Multiple Imputation in Clinical Trials with Missing Continuous Outcomes

3 October 2025 by Mia Tackney and others

Methodology, Other Statistics

Comparison of Parametric versus Machine-learning Multiple Imputation in Clinical Trials with Missing Continuous Outcomes

3 October 2025 by Mia Tackney and others

Methodology, Other Statistics

Comparison of Parametric versus Machine-learning Multiple Imputation in Clinical Trials with Missing Continuous Outcomes

3 October 2025 by Mia Tackney and others

Methodology, Other Statistics

Comparison of Parametric versus Machine-learning Multiple Imputation in Clinical Trials with Missing Continuous Outcomes

3 October 2025 by Mia Tackney and others

Methodology, Other Statistics

Comparison of Parametric versus Machine-learning Multiple Imputation in Clinical Trials with Missing Continuous Outcomes

3 October 2025 by Mia Tackney and others

Methodology, Other Statistics

Comparison of Parametric versus Machine-learning Multiple Imputation in Clinical Trials with Missing Continuous Outcomes

3 October 2025 by Mia Tackney and others

Methodology, Other Statistics

Comparison of Parametric versus Machine-learning Multiple Imputation in Clinical Trials with Missing Continuous Outcomes

3 October 2025 by Mia Tackney and others

Methodology, Other Statistics

The role of post intercurrent event data in the estimation of hypothetical estimands in clinical trials

20 August 2025 by Jonathan Bartlett and Rhian Daniel at

Cardiff University

Methodology

Dealing with multiple intercurrent events using hypothetical and treatment policy strategies simultaneously

5 February 2025 by Camila Olarte Parra and others

Methodology

The Estimand Framework and Causal Inference: Complementary not Competing Paradigms

16 December 2024 by Thomas Drury and others

Methodology

Sensitivity analysis methods for outcome missingness using substantive-model-compatible multiple imputation and their application in causal inference

21 November 2024 by Jiaxin Zhang and others

Methodology

Multiple imputation of missing covariates when using the Fine-Gray model

26 May 2024 by Edouard Bonneville and others

Methodology

G-formula for causal inference via multiple imputation

11 October 2023 by Jonathan Bartlett and others

Methodology

Estimating hypothetical estimands with causal inference and missing data estimators in a diabetes trial

22 September 2023 by Camila Olarte Parra and others

Applications, Methodology

Weighted hazard ratio estimation for delayed and diminishing treatment effect

23 September 2022 by Bharati Kumar and Jonathan Bartlett at

University of Bath

Methodology

Standard and reference-based imputation methods based on conditional mean imputation

17 March 2022 by Marcel Wolbers and others at

University of Bath

Methodology

Hypothetical estimands in clinical trials: a unification of causal inference and missing data methods

9 July 2021 by Camila Olarte Parra and others

Methodology

Reference based multiple imputation -- what is the right variance and how to estimate it

28 April 2021 by Jonathan Bartlett

Methodology

Bootstrap Inference for Multiple Imputation under Uncongeniality and Misspecification

27 November 2019 by Jonathan Bartlett and Rachael Hughes

Methodology

Measurement error as a missing data problem

14 October 2019 by Ruth Keogh and Jonathan Bartlett

Methodology

Robustness of ANCOVA in randomised trials with unequal randomisation

21 May 2019 by Jonathan Bartlett

Methodology

Covariate adjustment and prediction of mean response in randomised trials

14 July 2017 by Jonathan Bartlett

Methodology

Missing binary outcomes under covariate dependent missingness in cluster randomised trials

18 August 2016 by Anower Hossain and others

Methodology

Bayesian correction for covariate measurement error: a frequentist evaluation and comparison with regression calibration

20 March 2016 by Jonathan Bartlett and Ruth Keogh

Methodology

Missing continuous outcomes under covariate dependent missingness in cluster randomised trials

14 March 2016 by Anower Hossain and others

Methodology

Multiple imputation of covariates by fully conditional specification: accommodating the substantive model

26 December 2012 by Jonathan Bartlett and others

Methodology

Topics

Methodology Applications