Is it really hopeless? Maybe not? For example, a boundary case when d only happens in case of c? Are the hypotheses "c causes d" and "d causes c" still equally

Is it really hopeless? Maybe not? For example, a boundary case when d only happens in case of c? Are the hypotheses "c causes d" and "d causes c" still equally plausable?