Abstract Life-course epidemiology is useful for describing and analyzing complex etiological mechanisms disease development, but existing statistical methods are essentially confirmatory, because they rely on a priori model specification. This limits the scope of causal inquiries that can be made, these suited mostly to examine well-known hypotheses do not question our established view health, ...