The Interventionist Theory of Causation

When we know that one thing causes another, we can also make counterfactuals. Having yellow nicotine stained fingers is going to be correlated with lung cancer just like smoking is correlation with lung cancer. But we don't think that yellow fingers actually cause lung cancer. We do think that starting a smoking cessation program would lead to a difference in lung cancer or stopping smoking would change cancer.