Concepedia

G-methods

G-Methods is a class of statistical techniques in longitudinal causal inference that encompasses marginal structural models, g-computation, and g-estimation, distinguished by its use of explicit modeling of treatment and weighting or standardization to adjust for time-varying confounders affected by prior exposure.

61

Publications

7.4K

Citations

195

Authors

130

Institutions

Publications per year

2017–2026

24

Parents

Publications

61

Identifiability and Exchangeability for Direct and Indirect Effects

James M. Robins, Sander Greenland · Epidemiology · 1992 · 1.8K citations

, , +14

A Quantile-Based g-Computation Approach to Addressing the Effects of Exposure Mixtures

Alexander P. Keil, Jessie P. Buckley, Katie M. O’Brien et al. · Environmental Health Perspectives · 2020 · 1.6K citations · Full text

, , +13

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

1–5 of 61

Authors

195

  1. AC
    Arthur Chatton

    Université de Tours, France

    5 publications · 204 citations

    5

    h-index

  2. ML
    Maxime Léger

    Inserm, France

    3 publications · 172 citations

    3

    h-index

  3. JA
    Jonathan A C Sterne

    University of Bristol, United Kingdom

    3 publications · 464 citations

    3

    h-index

  4. SR
    Sherri Rose

    Harvard University, United States

    3 publications · 1K citations

    3

    h-index

  5. AP
    Alexander P. Keil

    University of North Carolina at Chapel Hill, United States

    3 publications · 1.7K citations

    3

    h-index

1–5 of 195

Institutions

130

  1. Harvard University

    Cambridge, United States

    8 h-index

    13 publications

    2.6K citations

  2. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    5 h-index

    12 publications

    2.5K citations

  3. Inserm

    Paris, France

    5 h-index

    20 publications

    1.4K citations

  4. Université de Tours

    Tours, France

    5 h-index

    19 publications

    1.3K citations

  5. Nantes Université

    Nantes, France

    5 h-index

    20 publications

    1.4K citations

  6. University of Toronto

    Toronto, Canada

    4 h-index

    5 publications

    197 citations

  7. University of California, Berkeley

    Berkeley, United States

    4 h-index

    10 publications

    1.8K citations

  8. London School of Hygiene & Tropical Medicine

    London, United Kingdom

    3 h-index

    7 publications

    1.7K citations

1–8 of 130

Venues

  1. Statistics in Medicine

    7 publications · 617 citations

    7

    h-index

  2. American Journal of Epidemiology

    AJE · 5 publications · 1.1K citations

    5

    h-index

  3. The Journal of Physical Chemistry A

    3 publications · 93 citations

    3

    h-index

  4. Epidemiology

    3 publications · 2K citations

    3

    h-index

  5. BMC Medical Research Methodology

    3 publications · 126 citations

    3

    h-index

1–5