A simple way to think about it is comparing “type” to “paradigm.” You would talk about “types of music” with a friend, but you would discuss a “scientific paradigm” in a university lecture. Likewise, you use
种类 (zhǒnglèi) for the music and
范畴 (fànchóu) for the scientific concept. It reflects a value for precision and clear classification in formal discourse.