Yeah one of the tricky things about causality is that it's not unique. If you didn't record the history of the event then you only have a probabilistic notion of it since many different things and in different permutations could lead to the result you observed. This has led to people believing in multiple universes when it's not akin to there being multiple ways to sum numbers to ten.