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First published 2007-8

11. Identification and Estimation of Causal Effects with Time-Varying Treatments and Time-Varying Outcomes *

Jennie E. Brand, Yu Xie

Sociological Methodology

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Research article

First published 2015-8

Surrogate markers for time-varying treatments and outcomes

Jesse Y Hsu, Edward H Kennedy, Jason A Roy [...]

Clinical Trials

Open access

Research article

First published 2025-10

Towards a Clearer Understanding of Causal Estimands: The Importance of Joint Effects in Longitudinal Designs With Time-Varying Treatments

Lukas Junker, Ramona Schoedel, Florian Pargent

Advances in Methods and Practices in Psychological Science

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Research article

First published 2008-9

Causal Inference for Time-Varying Instructional Treatments

Guanglei Hong, Stephen W. Raudenbush

Journal of Educational and Behavioral Statistics

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Research article

First published 2017-8

Estimating Moderated Causal Effects with Time-varying Treatments and Time-varying Moderators: Structural Nested Mean Models and Regression with Residuals

Geoffrey T. Wodtke, Daniel Almirall

Sociological Methodology

Open access

Research article

First published 2025

Two stage least squares with time-varying instruments: An application to an evaluation of treatment intensification for type-2 diabetes

Daniel Tompsett, Stijn Vansteelandt, Richard Grieve [...]

Statistical Methods in Medical Research

Free access

Research article

First published 2019-9

Estimation of pre- and posttreatment average treatment effects with binary time-varying treatment using Stata

Giovanni Cerulli, Marco Ventura

The Stata Journal: Promoting communications on statistics and Stata

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Research article

First published 2019-2

Marginal structural models to estimate the effects of time-varying treatments on clustered outcomes in the presence of interference

Jiwei He, Alisa Stephens-Shields, Marshall Joffe

Statistical Methods in Medical Research

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Research article

First published 2009-02

Observation plans in longitudinal studies with time-varying treatments

Miguel A Hernán, Mara McAdams, Nuala McGrath [...]

Statistical Methods in Medical Research

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Research article

First published 2020-3

Propensity score matching for treatment delay effects with observational survival data

Erinn M Hade, Giovanni Nattino, Heather A Frey [...]

Statistical Methods in Medical Research

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