The interventionist approach can address questions related to causes of effects if causes are considered as states instead of interventions
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The interventionist approach to causal inference recommends that observational studies be framed as randomized trials with well-defined interventions to more precisely define the population of interest, exposure comparisons, assignment procedures, follow-up pe... ...