I am writing a systematic review of prospective studies, where two studies with two measurement points say that they cannot infer causation because of their correlational analysis. One report covariate analysis and path model, the other multiple regression analysis. But they don't explain why this is so. Why is it not possible to look at causation if they measure the exposure variable before the outcome? And what is it with the correlational analysis that makes it impossible to infer causation?