Yeah, good point. I tried to make an experiment: 1 female, 9 males, assign a random number between 1 and 100 to each of them. Then, checking only the cases where the female is in top 2, would we then expect that female to be better than the other male? My head says no, but testing it in code I end up with some bias around 51-52%? And if I make it 1 female and 99 men it's even greater, at ~64 %.
Maybe my code is buggy.