?
I'm wrong, aren't I?
Literal
I [topic-は] mistaken [polite-ます] [agreement-よね]?
間違っています ('am mistaken') + よね seeks confirmation — よ asserts, ね invites agreement. The speaker believes they're wrong and is checking with the listener. Polite form with ~ています.