Peterson estimation of direct effects is typical of the goal research aimed at understanding pathways by which exposure acts to cause disease. Statistical methods used to estimate direct effects include logistic regression and a counter factual framework. These estimations are rendered mute if there is a prospective interventional study designed that provides for direct recording of objective measurements. Record coinciding with time of exposure, time of intervention and time of conclusion of the intervention