Comment by atom_arranger

I'm not claiming everyone uses the terms this way but for your consideration:

Geeks - Obsessed over fictional world(s). Nerds - Obsessed over the real world (or a specific part of it).

Comics Geek Math Nerd

There's a decent amount of overlap though.