when we speak of causality, we are speaking of a specific subset of correlative structure, Yes, I agree. Just like linear models are a specific subset of quadr

when we speak of causality, we are speaking of a specific subset of correlative structure, Yes, I agree. Just like linear models are a specific subset of quadratic models. than the features of correlative relations that do not take part in causal structure. In my mind, causality is an additional set of modeling assumptions that greatly enhance our ability to do logical and probabilistic inference.