Causality, Causal Inference, Philosophy Of Science, Ethical Ai, Mediation Analysis.
cannot be called a causal model and the relationships between variables cannot be called causal relationships. This is called The Independent Causal Mechanisms Principle in [2]. For some reason, Pearl doesn’t discuss this important point in The Book of Why at all, despite he discusses mechanism