This article discusses a retrospective cohort study conducted to determine the presence of acute and chronic respiratory disease among the residents of lower Manhattan. The study design, biases involved, and conclusions drawn from the study are explored. The researchers found that people in the affected area were more affected by respiratory issues than others due to differences in socio-economic status. The study had selection, reporting, and misclassification biases.