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

by Judea Pearl

Then the back-door adjustment formula will give us P(cancer | do(tar)) and P(cancer | do(no tar)). The difference between these is the average causal effect of Tar on Cancer.