Concepedia

G-formula

G-Formula is a mathematical method in causal inference that, within longitudinal settings, identifies the causal effect of time-varying treatments by adjusting for time-dependent confounders through sequential conditional expectation under a specified causal model.

98

Publications

5.6K

Citations

422

Authors

264

Institutions

Publications per year

2017–2026

63

Variants

G-computationG-computation Algorithm

Parents

Publications

98

On the shape of the light profiles of early-type galaxies

N. Caon, M. Capaccioli, M. D’Onofrio · Monthly Notices of the Royal Astronomical Society · 1993 · 687 citations · Full text

, , +10

Intervening on risk factors for coronary heart disease: an application of the parametric g-formula

Sarah Taubman, James M. Robins, Murray A. Mittleman et al. · International Journal of Epidemiology · 2009 · 363 citations · Full text

, , +17

Mediation Analysis with time Varying Exposures and Mediators

Tyler J. VanderWeele, Eric J. Tchetgen Tchetgen · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2016 · 288 citations

, , +16

Targeted Maximum Likelihood Based Causal Inference: Part II

Mark J. van der Laan · The International Journal of Biostatistics · 2010 · 240 citations · Full text

, , +15

The Parametric g-Formula for Time-to-event Data

Alexander P. Keil, Jessie K. Edwards, David B. Richardson et al. · Epidemiology · 2014 · 189 citations · Full text

, , +17

1–5 of 98

Authors

422

  1. MA
    Miguel A. Hernán

    Harvard University, United States

    22 publications · 1.6K citations

    18

    h-index

  2. JM
    James M. Robins

    Harvard University, United States

    14 publications · 1.2K citations

    13

    h-index

  3. JG
    Jessica G. Young

    Harvard University, United States

    11 publications · 864 citations

    11

    h-index

  4. RL
    Roger Logan

    Harvard University, United States

    8 publications · 358 citations

    8

    h-index

  5. SR
    Stephen R. Cole

    University of North Carolina at Chapel Hill, United States

    8 publications · 522 citations

    8

    h-index

1–5 of 422

Institutions

264

  1. Harvard University

    Cambridge, United States

    24 h-index

    91 publications

    6.8K citations

  2. Harvard–MIT Division of Health Sciences and Technology

    Cambridge, United States

    11 h-index

    11 publications

    924 citations

  3. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    10 h-index

    32 publications

    1.8K citations

  4. University of California, Berkeley

    Berkeley, United States

    9 h-index

    26 publications

    773 citations

  5. Max Planck Institute for Demographic Research

    Rostock, Germany

    7 h-index

    18 publications

    458 citations

  6. Brigham and Women's Hospital

    Boston, United States

    6 h-index

    9 publications

    383 citations

  7. University College London

    London, United Kingdom

    6 h-index

    20 publications

    794 citations

  8. Johns Hopkins University

    Baltimore, United States

    6 h-index

    24 publications

    493 citations

1–8 of 264

Venues

  1. Epidemiology

    10 publications · 521 citations

    9

    h-index

  2. American Journal of Epidemiology

    AJE · 7 publications · 409 citations

    7

    h-index

  3. Statistics in Medicine

    7 publications · 449 citations

    7

    h-index

  4. International Journal of Epidemiology

    4 publications · 496 citations

    4

    h-index

  5. arXiv (Cornell University)

    Repository · 4 publications · 96 citations

    4

    h-index

1–5