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jimrandomh comments on Causal Diagrams and Causal Models - Less Wrong
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In this case, the true structure would be O->E, O->W, I->E. If O is unobserved, then you confuse a fork for an arrow, but I'm not sure you can actually get an arrow pointing the wrong way just by omitting variables.