Young Sheldon, e.g. (4)
I believe the answer is:
nerd
(Other definitions for nerd that I've seen before include "Technical expert" , "Socially inept but knowledgeable person" , "Intelligent but single-minded expert" , "Boringly studious person" , "Foolish or annoying person" .)