Environmental epidemiologists have always attempted to make inferences about causality from imperfect data and have discovered many major environmental causes of disease (e.g., contaminated water and cholera,14 air pollution and respiratory disease,15 Balkan nephropathy,16 and many more17), using “traditional” methods, i.e., those existing before the new “counterfactual based” methods....