The Book of Why: The New Science of Cause and Effect (Penguin Science)

by Judea Pearl

we can remove do(X) from P(Y | do(X)) in any case where there are no causal paths from X to Y. That is, P(Y | do(X)) = P(Y) if there is no path from X to Y with only forward-directed arrows.