The interesting thing here is that while in general there's a difference between the notion of a uniform distribution (equal probability everywhere) and the notion of a stationary distribution (for a random walk; the limit distribution "after many time steps"), as far as cubing is concerned, they're pretty much the same thing.
The WCA regulations state the scrambling requirements in terms of uniform distributions (
4b3: "equal probability for each state"), but there is good reason to prefer to use the stationary distribution instead of the uniform distribution if these happen to differ: the stationary distribution is what you get in the limit if you scramble with random moves forever. Why should the scramble distribution be uniform if doing random moves doesn't tend to a uniform distribution?
(Counterintuitively, even what's considered a basic move will change the distribution. For example, with 15 puzzle, (independent) random multi-tile moves lead to the uniform distribution over the 16!/2 scrambles, but random single-tile moves don't! The latter distribution biases the free space towards being one of the middle four cells (1/12 each) and against being one of the four corner cells (1/24 each).)