No, you unlock the ability. I think it's just account age + submitting ratings on existing community notes.

This is not correct. You apply to join the program. Somehow my account applied and I am in it. I am not a twitter power user at all.

Every once in a while I get a notification that says "the community needs your help."

I usually never weigh in unless it's something I know intimately.