Reviewing the original comment, I think so (that the original comment is overcritical). For purpose of reproducibility, it's enough that you can validate that you can run the model with different random data and see that their results aren't due to pathological choices of initial conditions. If the race conditions and non-determinism just transform the random data into another set of valid random data, that doesn't compromise reproducibility.