Why did the Romans completely abandon the spear in favour of the pilum?

Murray Dahm tackles the pilum-vs-spear question and the comparative effectiveness of slings versus bows in classical warfare. Good on the tactical logic but at 10 minutes it's a quick listener Q&A rather than a proper treatment.