How did you train yourself to start sleeping on your back? I've been trying to stop side sleeping for a while due to some pains and postural concerns.
Depending on the mattress, you might have to put a pillow under your knees. Sometimes I don't and my legs begin to feel uncomfortable, and sometimes I can sleep just fine without support for my legs.