Keyword

marginal structural models

Description: A class of statistical models used to estimate causal effects from observational data, particularly in epidemiology and longitudinal studies.

Primary topic: Advanced Causal Inference Techniques (42%)

Wikidata ID: wiki/Q16963953

OpenAlex ID: keywords/marginal-structural-models

Marginal Structural Models and Causal Inference in Epidemiology

2000 · James M. Robins, Miguel Ángel Hernán, et al. · Epidemiology · 5,564

Constructing Inverse Probability Weights for Marginal Structural Models

2008 · S. R. Cole, M. A. Hernan · American Journal of Epidemiology · 2,781

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Marginal Structural Models to Estimate the Causal Effect of Zidovudine on the Survival of HIV-Positive Men

2000 · Miguel Ángel Hernán, Babette Brumback, et al. · Epidemiology · 1,782

Activated Injectable Vitamin D and Hemodialysis Survival

2005 · Ming Teng, Myles Wolf, et al. · Journal of the American Society of Nephrology · 782

Marginal Structural Models for the Estimation of Direct and Indirect Effects

2008 · Tyler J. VanderWeele · Epidemiology · 582

Marginal Structural Models versus Structural nested Models as Tools for Causal inference

2000 · James M. Robins · The IMA volumes in mathematics and its applications · 558

Diagnosing and responding to violations in the positivity assumption

2010 · Maya L Petersen, Kristin E Porter, et al. · Statistical Methods in Medical Research · 548

Implementation of G-Computation on a Simulated Data Set: Demonstration of a Causal Inference Technique

2011 · Jonathan M. Snowden, Sherri Rose, et al. · American Journal of Epidemiology · 516

2010 · Rajnish Mehrotra, Yi-Wen Chiu, et al. · Archives of Internal Medicine · 498

Marginal Structural Models to Estimate the Joint Causal Effect of Nonrandomized Treatments

2001 · Miguel A Hernán, Babette Brumback, et al. · Journal of the American Statistical Association · 493

The effect of combined antiretroviral therapy on the overall mortality of HIV-infected individuals

2009 · The HIV-CAUSAL Collaboration · AIDS · 462

A Simple Unified Approach for Estimating Natural Direct and Indirect Effects

2012 · Theis Lange, Stijn Vansteelandt, et al. · American Journal of Epidemiology · 456

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Marginal Structural Models as a Tool for Standardization

2003 · Tosiya Sato, Yutaka Matsuyama · Epidemiology · 455

On the Distinction Between Interaction and Effect Modification

2009 · Tyler J. VanderWeele · Epidemiology · 446

Association, Causation, And Marginal Structural Models

1999 · James M. Robins · Synthese · 409

Attributable Mortality of Ventilator-Associated Pneumonia: A Reappraisal Using Causal Analysis

2011 · Maarten Bekaert, Jean-Francois Timsit, et al. · American Journal of Respiratory and Critical Care Medicine · 396

Methods for dealing with time‐dependent confounding

2012 · R.M. Daniel, S.N. Cousens, et al. · Statistics in Medicine · 379

ipw: AnRPackage for Inverse Probability Weighting

2011 · Willem M. van der Wal, Ronald B. Geskus · Journal of Statistical Software · 363

Estimating the causal effect of zidovudine on CD4 count with a marginal structural model for repeated measures

2002 · Miguel A. Hernán, Babette A. Brumback, et al. · Statistics in Medicine · 343

Causal inference and longitudinal data: a case study of religion and mental health

2016 · Tyler J. VanderWeele, John W. Jackson, et al. · Social Psychiatry and Psychiatric Epidemiology · 322

Dynamic Treatment Regimes

2013 · Bibhas Chakraborty, Susan A. Murphy · Annual Review of Statistics and Its Application · 286

Good Research Practices for Comparative Effectiveness Research: Analytic Methods to Improve Causal Inference from Nonrandomized Studies of Treatment Effects Using Secondary Data Sources: The ISPOR Good Research Practices for Retrospective Database Analysis Task Force Report—Part III

2009 · Michael L. Johnson, William Crown, et al. · Value in Health · 285

Mediation Analysis with time Varying Exposures and Mediators

2016 · Tyler J. VanderWeele, Eric J. Tchetgen Tchetgen · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 283

Effect of Highly Active Antiretroviral Therapy on Time to Acquired Immunodeficiency Syndrome or Death using Marginal Structural Models

2003 · S. R. Cole · American Journal of Epidemiology · 270

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Controlling for Time-dependent Confounding using Marginal Structural Models

2004 · Zoe Fewell, Miguel A. Hernán, et al. · The Stata Journal Promoting communications on statistics and Stata · 268

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Works count: 1,568

Citation count: 42,430