Concepedia

Dynamic Marginal Structural Models

Dynamic Marginal Structural Models is a causal inference framework that extends marginal structural models to estimate the effects of time-varying treatments by accounting for time-dependent confounders through the specification of dynamic treatment regimes, thereby enabling the evaluation of policies in which treatment decisions depend adaptively on the evolving history of covariates and prior treatments.

24

Publications

1.6K

Citations

94

Authors

70

Institutions

Publications per year

2017–2026

7

Parents

Publications

24

Dynamic Treatment Regimes

Bibhas Chakraborty, Susan A. Murphy · Annual Review of Statistics and Its Application · 2013 · 296 citations · Full text

, , +13

When to Initiate Combined Antiretroviral Therapy to Reduce Mortality and AIDS-Defining Illness in HIV-Infected Persons in Developed Countries

Annals of Internal Medicine · 2011 · 235 citations

, , +14

Dynamic Regime Marginal Structural Mean Models for Estimation of Optimal Dynamic Treatment Regimes, Part I: Main Content

Liliana Orellana, Andrea Rotnitzky, James M. Robins · The International Journal of Biostatistics · 2010 · 206 citations · Full text

, , +12

Targeted Maximum Likelihood Estimation for Dynamic and Static Longitudinal Marginal Structural Working Models

Maya Petersen, Joshua Schwab, Susan Gruber et al. · Journal of Causal Inference · 2014 · 171 citations · Full text

, , +16

Causal inference in epidemiological studies with strong confounding

Kelly L. Moore, Romain Neugebauer, Mark J. van der Laan et al. · Statistics in Medicine · 2012 · 87 citations

, , +11

1–5 of 24

Authors

94

  1. JM
    James M. Robins

    Harvard University, United States

    4 publications · 320 citations

    4

    h-index

  2. AR
    Andrea Rotnitzky

    Harvard University, United States

    3 publications · 270 citations

    3

    h-index

  3. EE
    Erica E. M. Moodie

    McGill University, Canada

    2 publications · 58 citations

    2

    h-index

  4. MJ
    Mark J. van der Laan

    University of California, Berkeley, United States

    2 publications · 111 citations

    2

    h-index

  5. RN
    Romain Neugebauer

    Kaiser Permanente, United States

    2 publications · 129 citations

    2

    h-index

1–5 of 94

Institutions

70

  1. Harvard University

    Cambridge, United States

    7 h-index

    9 publications

    682 citations

  2. University of California, Berkeley

    Berkeley, United States

    3 h-index

    8 publications

    822 citations

  3. Universidad Torcuato Di Tella

    Buenos Aires, Argentina

    3 h-index

    3 publications

    270 citations

  4. Argentine Antarctic Institute

    Buenos Aires, Argentina

    2 h-index

    2 publications

    258 citations

  5. Universidad de Buenos Aires

    Buenos Aires, Argentina

    2 h-index

    2 publications

    258 citations

  6. Kaiser Permanente

    Oakland, United States

    2 h-index

    3 publications

    171 citations

  7. McGill University

    Montreal, Canada

    2 h-index

    5 publications

    130 citations

  8. University of Maryland, Baltimore

    Baltimore, United States

    2 h-index

    4 publications

    286 citations

1–8 of 70

Venues

  1. Statistics in Medicine

    3 publications · 123 citations

    3

    h-index

  2. Biometrics

    3 publications · 67 citations

    3

    h-index

  3. The International Journal of Biostatistics

    2 publications · 258 citations

    2

    h-index

  4. American Journal of Epidemiology

    AJE · 1 publications · 18 citations

    1

    h-index

  5. Biostatistics

    1 publications · 14 citations

    1

    h-index

1–5