I think you hit the nail on the head here. The "gift" of the genius seems to be the ability to spend hours and hours ~focusing~ On literally anything.
Problem solving ability and comprehension levels will only take one so far if they can't bring themselves to bury their head in a book, or sit in front of a piano, or shoot hoops, for the time necessary to master said subject.