Causal inference and effect estimation using observational data

BNT162b2 mRNA Covid-19 Vaccine in a Nationwide Mass Vaccination Setting

(2021) Noa Dagan et al.   NEW ENGLAND JOURNAL OF MEDICINE

PHD1 controls muscle mTORC1 in a hydroxylation-independent manner by stabilizing leucyl tRNA synthetase

(2020) Gommaar D’Hulst et al.   Nature Communications

Directed Acyclic Graphs, Effect Measure Modification, and Generalizability

(2020) Michael Webster-Clark et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Understanding Marginal Structural Models for Time-Varying Exposures: Pitfalls and Tips

(2020) Tomohiro Shinozaki et al.   JOURNAL OF EPIDEMIOLOGY

Regression Discontinuity Designs in Health

(2020) Michele Hilton Boon et al.   EPIDEMIOLOGY

Designing Difference in Difference Studies: Best Practices for Public Health Policy Research

(2018) Coady Wing et al.   Annual Review of Public Health

Handling time varying confounding in observational research

(2017) Mohammad Ali Mansournia et al.   BMJ-British Medical Journal

Handling time varying confounding in observational research

(2017) Mohammad Ali Mansournia et al.   BMJ-British Medical Journal

Effect modification, interaction and mediation: an overview of theoretical insights for clinical investigators

(2017) Priscila Corraini et al.   Clinical Epidemiology

Using Big Data to Emulate a Target Trial When a Randomized Trial Is Not Available: Table 1.

(2016) Miguel A. Hernán et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Does water kill? A call for less casual causal inferences

(2016) Miguel A. Hernán   ANNALS OF EPIDEMIOLOGY

Mediation Analysis: A Practitioner's Guide

(2016) Tyler J. VanderWeele   Annual Review of Public Health

An Introduction to G Methods

(2016) Ashley I Naimi et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Interrupted time series regression for the evaluation of public health interventions: a tutorial

(2016) James Lopez Bernal et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

A Unification of Mediation and Interaction

(2014) Tyler J. VanderWeele   EPIDEMIOLOGY

Mediation misgivings: ambiguous clinical and public health interpretations of natural direct and indirect effects

(2014) A. I. Naimi et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Think Globally, Act Globally: An Epidemiologist’s Perspective on Instrumental Variable Estimation

(2014) Sonja A. Swanson et al.   STATISTICAL SCIENCE

A Three-way Decomposition of a Total Effect into Direct, Indirect, and Interactive Effects

(2013) Tyler J. VanderWeele   EPIDEMIOLOGY

Mediation analysis in epidemiology: methods, interpretation and bias

(2013) L. Richiardi et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

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

(2011) Jonathan M. Snowden et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

To Explain or to Predict?

(2011) Galit Shmueli   STATISTICAL SCIENCE

Concerning the Consistency Assumption in Causal Inference

(2010) Tyler J. VanderWeele   EPIDEMIOLOGY

On the Distinction Between Interaction and Effect Modification

(2010) Tyler J. VanderWeele   EPIDEMIOLOGY

Instrumental variable methods in comparative safety and effectiveness research

(2010) M. Alan Brookhart et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Diagnosing and responding to violations in the positivity assumption

(2010) Maya L Petersen et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Invited Commentary: Causal Diagrams and Measurement Bias

(2009) M. A. Hernan et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Observational Studies Analyzed Like Randomized Experiments

(2008) Miguel A. Hernán et al.   EPIDEMIOLOGY

Regression discontinuity designs: A guide to practice

(2007) Guido W. Imbens et al.   JOURNAL OF ECONOMETRICS

Mendelian randomization: Using genes as instruments for making causal inferences in epidemiology

(2007) Debbie A. Lawlor et al.   STATISTICS IN MEDICINE