Causality, Causal Inference, Philosophy Of Science, Ethical Ai, Mediation Analysis.
taken as proof that the post-interventional probability equals simple conditional probability (P(Y|do(X) = (Y|X)) and can be used to compute the causal effect between X and Y without any further adjustment. Pearl suggests several ways of dealing with the situation when every minimal set of blocking