My normal sleeping position is also on my side; I find it uncomfortable on my back. However, when I fall asleep on my back I'm a lot more likely to become lucid. I have a friend who's the same way. He actually started sleeping on his side to avoid them, they were so frequent.

It may not help, but just something to think about I guess.