Concepedia

G-estimation

G-Estimation is a statistical estimation method within the framework of marginal structural models that uses a structural nested mean model to estimate the causal effect of time-varying treatments by solving estimating equations derived from the assumption of no unmeasured confounding.

90

Publications

6.3K

Citations

181

Authors

125

Institutions

Publications per year

2017–2026

28

Variants

G-estimation Of Structural Nested Models

Parents

Publications

90

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

Jonathan M. Snowden, Sherri Rose, Kathleen Mortimer · American Journal of Epidemiology · 2011 · 528 citations · Full text

, , +11

Targeted Maximum Likelihood Estimation for Causal Inference in Observational Studies

Megan S. Schuler, Sherri Rose · American Journal of Epidemiology · 2016 · 400 citations

, , +14

Methods for dealing with time‐dependent confounding

Rhian Daniel, Simon Cousens, Bianca De Stavola et al. · Statistics in Medicine · 2012 · 383 citations

, , +16

An Introduction to G Methods

Ashley I. Naimi, Stephen R. Cole, Edward H. Kennedy · International Journal of Epidemiology · 2016 · 348 citations · Full text

, , +13

Filtration-consistent nonlinear expectations and related g-expectations

François Coquet, Ying Hu, Jean Mémin et al. · Probability Theory and Related Fields · 2002 · 265 citations · Full text

, , +8

1–5 of 90

Authors

181

  1. JM
    James M. Robins

    Harvard University, United States

    9 publications · 910 citations

    9

    h-index

  2. MJ
    Mark J. van der Laan

    University of California, Berkeley, United States

    6 publications · 413 citations

    6

    h-index

  3. EE
    Erica E. M. Moodie

    McGill University, Canada

    6 publications · 284 citations

    6

    h-index

  4. JG
    Jessica G. Young

    Harvard University, United States

    5 publications · 299 citations

    5

    h-index

  5. MA
    Miguel A. Hernán

    Harvard University, United States

    5 publications · 449 citations

    5

    h-index

1–5 of 181

Institutions

125

  1. Harvard University

    Cambridge, United States

    17 h-index

    37 publications

    2.8K citations

  2. University of California, Berkeley

    Berkeley, United States

    9 h-index

    18 publications

    2.3K citations

  3. University of Pennsylvania

    Philadelphia, United States

    7 h-index

    13 publications

    1K citations

  4. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    6 h-index

    14 publications

    1.6K citations

  5. McGill University

    Montreal, Canada

    6 h-index

    12 publications

    471 citations

  6. Cancer Research And Biostatistics

    Seattle, United States

    5 h-index

    6 publications

    394 citations

  7. London School of Hygiene & Tropical Medicine

    London, United Kingdom

    5 h-index

    13 publications

    2.2K citations

  8. Shandong University

    Jinan, China

    5 h-index

    8 publications

    482 citations

1–8 of 125

Venues

  1. Statistics in Medicine

    10 publications · 791 citations

    10

    h-index

  2. Biometrics

    6 publications · 310 citations

    6

    h-index

  3. The International Journal of Biostatistics

    5 publications · 446 citations

    5

    h-index

  4. Biometrika

    3 publications · 42 citations

    4

    h-index

  5. 4

    h-index

1–5