The important factors seem to be intrinsic motivation and other good mental faculties like great memory for concepts and formulas, understanding.

It's hard to say whether the motivation came from the good skills (understanding, memory) e.g. "I'm good at this, I like it!", or that the good skills came from the motivation. I believe both are important though, and that they are intertwined.