RESOURCES
What is causal inference?
Estimating marginal versus conditional parameters in causal inference
Colliders in Epidemiology: an educational interactive web application by Luque-Fernandez et al (2018)
Implementation of a Simulation Study in R | Markdown file
Estimating marginal versus conditional parameters in causal inference
Colliders in Epidemiology: an educational interactive web application by Luque-Fernandez et al (2018)
Implementation of a Simulation Study in R | Markdown file
For Graduate Students
Media
Presentation for the Targeted Learning Seminar Series
July 22, 2020
The causal inference of longitudinal exposures with marginal structural models: an overview and application of longitudinal TMLE
See slides and full seminar series here.
Presentation for the Canadian Network for Drug Effect Studies (full video and slides)
Nov 25, 2015 in Montréal
Targeted Learning for the Estimation of Drug Safety and Effectiveness: Getting Better Answers by Asking Better Questions
July 22, 2020
The causal inference of longitudinal exposures with marginal structural models: an overview and application of longitudinal TMLE
See slides and full seminar series here.
Presentation for the Canadian Network for Drug Effect Studies (full video and slides)
Nov 25, 2015 in Montréal
Targeted Learning for the Estimation of Drug Safety and Effectiveness: Getting Better Answers by Asking Better Questions
R software Functions:
Test-negative design simulation study for vaccine effectiveness (github)
August 2021
Estimation of gestational age-specific exposure effects during pregnancy (github)
July 2021
Collaborative Longitudinal Targeted Maximum Likelihood Estimation
September 2018
CTMLE with penalized estimation of the propensity score
July 2017
Doubly robust estimation of marginal models
April 2015
Collaborative Targeted Maximum Likelihood Estimation (author: Susan Gruber)
Posted May 2015
August 2021
Estimation of gestational age-specific exposure effects during pregnancy (github)
July 2021
Collaborative Longitudinal Targeted Maximum Likelihood Estimation
September 2018
CTMLE with penalized estimation of the propensity score
July 2017
Doubly robust estimation of marginal models
April 2015
Collaborative Targeted Maximum Likelihood Estimation (author: Susan Gruber)
Posted May 2015
External resources
Biostat @ UdeM (fr | en)
Axe de recherche Médicament et santé des populations
Avoiding Predatory Journals and Questionable Conferences: A Resource Guide
by Dr. Sarah Elaine Eaton, University of Calgary
Overview of Statistics as a Scientific Discipline and Practical Implications for the Evaluation of Faculty Excellence
by The American Statistical Association
Axe de recherche Médicament et santé des populations
Avoiding Predatory Journals and Questionable Conferences: A Resource Guide
by Dr. Sarah Elaine Eaton, University of Calgary
Overview of Statistics as a Scientific Discipline and Practical Implications for the Evaluation of Faculty Excellence
by The American Statistical Association
