 With this generalization of RCCP, it is trickier to formulate analogs for conditions 4 and 5 that capture in probabilistic terms the idea that each variable \(Z_k\) is a cause of both X and Y. In addition, this set of conditions will not strictly imply that X and Y are probabilistically correlated. We will return to these issues in  Section 7.