Causality, Causal Inference, Philosophy Of Science, Ethical Ai, Mediation Analysis.
effect variable responds to this. For the structural causal model, the corresponding surgery is replacing f_X with a constant (X = x) or a single random variable term: X = U_X' (prime distinguishes this variable from U_X which was the argument of the original function f_X). Generally, an arbitrary