1.2k citations · 1.3k across the 28 of their papers we have counts for
29 papers
A Bayesian Nonparametric Method to Adjust for Unmeasured Confounding with Negative Controls
Jie Kate Hu, Dafne Zorzetto, Francesca Dominici
Unmeasured confounding bias threatens the validity of observational studies. While sensitivity analyses and study designs have been proposed to address this issue, they often overl…
Estimating causal quantile exposure response functions via matching
Luca Merlo, Francesca Dominici, Lea Petrella +2
We develop new matching estimators for estimating causal quantile exposure-response functions and quantile exposure effects with continuous treatments. We provide identification re…
Causal exposure-response curve estimation with surrogate confounders: a study of air pollution and children's health in Medicaid claims data
Jenny J. Lee, Xiao Wu, Francesca Dominici +1
In this paper, we undertake a case study to estimate a causal exposure-response function (ERF) for long-term exposure to fine particulate matter (PM) and respiratory hospit…
Differential recall bias in estimating treatment effects in observational studies
Suhwan Bong, Kwonsang Lee, Francesca Dominici
Observational studies are frequently used to estimate the effect of an exposure or treatment on an outcome. To obtain an unbiased estimate of the treatment effect, it is crucial to…
Methods for Estimating the Exposure-Response Curve to Inform the New Safety Standards for Fine Particulate Matter
Michael Cork, Daniel Mork, Francesca Dominici
Exposure to fine particulate matter () poses significant health risks and accurately determining the shape of the relationship between and health outcomes has…
Confounder-Dependent Bayesian Mixture Model: Characterizing Heterogeneity of Causal Effects in Air Pollution Epidemiology
Dafne Zorzetto, Falco J. Bargagli-Stoffi, Antonio Canale +1
Several epidemiological studies have provided evidence that long-term exposure to fine particulate matter (PM2.5) increases mortality risk. Furthermore, some population characteris…