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Given the (SCM), structural causal model,  $(S, P^{N})$,a counterfactual SCM is obtained from a given observation X=x by conditioning the noise distribution to get $(S, P^{N|X=x})$. Do counterfactuals correspond to do-statements in the new structural model?
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