Integrating Temporal Disaggregation and Distributed Lag Nonlinear Models for Bayesian Spatio-Temporal Disease Mapping with High-Resolution Environmental Exposures
A Bayesian spatio-temporal framework that addresses temporal misalignment between health outcomes reported at coarse time scales and environmental exposures available at finer resolutions is proposed and can be extended to other environmentally sensitive diseases with mismatched temporal resolutions.