Confounders or intermediate variables? Testing mechanisms for the relationship between depression and smoking in a longitudinal cohort study

Cigarette smoking is associated with higher depressive symptoms prior to and after inclusion of empirical confounders. Inclusion of intermediate variables in multivariable models can lead to the erroneous conclusion that there is no association between smoking and depression.