MugaSofer comments on Confound it! Correlation is (usually) not causation! But why not? - LessWrong
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So, um ... how do we assess the likelihood of causation, assuming we can't conduct an impromptu experiment on the spot?
The keywords are 'causal discovery,' 'structure learning.' There is a large literature.