2 papers
stat.ME2025
Causal machine learning for high-dimensional mediation analysis using interventional effects mapped to a target trial
Tong Chen, Stijn Vansteelandt, David Burgner +2
Causal mediation analysis examines causal pathways linking exposures to disease. The estimation of interventional effects, which are mediation estimands that overcome certain ident…
stat.ME2024
Causal inference in multi-cohort studies using the target trial framework to identify and minimize sources of bias
Marnie Downes, Meredith O'Connor, Craig A. Olsson +5
Longitudinal cohort studies, which follow a group of individuals over time, provide the opportunity to examine causal effects of complex exposures on long-term health outcomes. Uti…