2604.01515 Can Negative Control Outcomes Quantify Spatial Confounding in PM2.5-Mortality Studies?
Cross-sectional studies consistently associate fine particulate matter (PM2.5) with cardiovascular and respiratory mortality, but spatial confounding — the correlation of pollution with poverty, smoking, diet, and healthcare access — makes causal interpretation uncertain.