3 papers
stat.ME2025
Estimating the Effects of Heatwaves on Health: A Causal Inference Framework
Giulio Grossi, Leo Vanciu, Veronica Ballerini +2
The harmful relationship between heatwaves and health has been extensively documented in medical and epidemiological literature. However, most evidence is associational and cannot…
stat.ME2025
Partial identification and unmeasured confounding with multiple treatments and multiple outcomes
Suyeon Kang, Alexander Franks, Michelle Audirac +2
Estimating the health effects of multiple air pollutants is a crucial problem in public health, but one that is difficult due to unmeasured confounding bias. Motivated by this issu…
stat.ME2025
Treatment Effect Heterogeneity and Importance Measures for Multivariate Continuous Treatments
Heejun Shin, Antonio Linero, Michelle Audirac +3
Estimating the joint effect of a multivariate, continuous exposure is crucial, particularly in environmental health where interest lies in simultaneously evaluating the impact of m…