I got Pokerus shortly after the first gym, randomly. I think the odds definitely have to be higher, or I'm certainly suddenly pretty lucky :p
It doesn't seem to affect Super Training, though, which I've gladly switched to for EVs, and I don't know the EVs that any Pokemon give, so it's been...