Ecological bias in studies of the short-term effects of air pollution on health

► Epidemiological analyses using aggregated data may be subject to bias. ► Spatial variation in exposures leads to specification bias using standard approaches. ► A convolution model can be used which is not subject to such bias. ► Significantly increased risks were associated with increases in particulate matter.