Concepedia

Marginal Structural Models

Marginal Structural Models is a class of causal statistical models that represent the marginal (population-level) counterfactual mean of an outcome as a function of treatment or exposure history and are typically estimated via inverse-probability weighting to identify causal effects in the presence of time-varying confounding affected by prior exposure.

270

Publications

27.5K

Citations

708

Authors

389

Institutions

Publications per year

2017–2026

77

Variants

Msms

Parents

Children

Publications

270

Marginal Structural Models and Causal Inference in Epidemiology

James M. Robins, Miguel A. Hernán, Babette Brumback · Epidemiology · 2000 · 5.5K citations

, , +14

Constructing Inverse Probability Weights for Marginal Structural Models

Stephen R. Cole, Miguel A. Hernán · American Journal of Epidemiology · 2008 · 2.7K citations · Full text

, , +17

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

Miguel A. Hernán, Babette Brumback, James M. Robins · Epidemiology · 2000 · 1.8K citations

, , +16

Marginal Structural Models for the Estimation of Direct and Indirect Effects

Tyler J. VanderWeele · Epidemiology · 2008 · 596 citations

, , +13

Diagnosing and responding to violations in the positivity assumption

Maya L. Petersen, Kristin E. Porter, Susan Gruber et al. · Statistical Methods in Medical Research · 2010 · 546 citations

, , +15

1–5 of 270

Authors

708

  1. MJ
    Mark J. van der Laan

    University of California, Berkeley, United States

    26 publications · 2.1K citations

    19

    h-index

  2. EE
    Erica E. M. Moodie

    McGill University, Canada

    15 publications · 826 citations

    14

    h-index

  3. JM
    James M. Robins

    Harvard University, United States

    14 publications · 9.3K citations

    13

    h-index

  4. SV
    Stijn Vansteelandt

    Ghent University, Belgium

    12 publications · 849 citations

    12

    h-index

  5. MA
    Miguel A. Hernán

    Harvard University, United States

    11 publications · 11.7K citations

    11

    h-index

1–5 of 708

Institutions

389

  1. Harvard University

    Cambridge, United States

    28 h-index

    85 publications

    26K citations

  2. University of California, Berkeley

    Berkeley, United States

    24 h-index

    69 publications

    8K citations

  3. McGill University

    Montreal, Canada

    20 h-index

    58 publications

    3K citations

  4. University of Pennsylvania

    Philadelphia, United States

    13 h-index

    29 publications

    1.8K citations

  5. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    13 h-index

    30 publications

    1.7K citations

  6. McGill University Health Centre

    Montreal, Canada

    12 h-index

    19 publications

    801 citations

  7. Cancer Research And Biostatistics

    Seattle, United States

    10 h-index

    13 publications

    2.6K citations

  8. Johns Hopkins University

    Baltimore, United States

    9 h-index

    12 publications

    3.6K citations

1–8 of 389

Venues

  1. Statistics in Medicine

    35 publications · 2.2K citations

    23

    h-index

  2. American Journal of Epidemiology

    AJE · 26 publications · 5K citations

    21

    h-index

  3. Epidemiology

    15 publications · 9.5K citations

    15

    h-index

  4. The International Journal of Biostatistics

    16 publications · 1.2K citations

    14

    h-index

  5. Journal of the American Statistical Association

    12 publications · 1.2K citations

    11

    h-index

1–5