For those chiming in about statistics and causal inference: This paper is about causal event ordering in distributed systems. While both might benefit from some common philosophy, this subject has almost nothing to do with causal inference as studied by Pearl, Spirtes, Robins, and friends. See https://en.m.wikipedia.org/wiki/Causal_consistency