This is all preference, but the upper case is I believe a throw back to #define because a const isn't a far cry from it as I understand.
More specifically, I believe the upper case const is just another delineation method where you see in a method something in all caps and you know it's a const, if it's camel case it's local, camel case with _ is member private, and pascal case is member public.
Though this is just one standard of consistencies which some prefer, it really is preferential, though I think the reason is as I said, just to make it obvious when you see all caps you know it's a const.