Medical and surgical management of priapism

a very good overview article, listing, among other things, drugs that cause priapism

and yes, the specialty that treats those issues is urology. So if you can go see a specialist directly, without referral (I do not know how it works in AU), make an appointment with a urologist, bypassing GP/family DR.