Question about magic….

I'm not quite sure how magic works in this game. I haven't tried it out yet. I have a bunch of scroll type things in my inventory but not sure if once you use them they disapear or if you use them to learn a spell and then the spell is infinite. OR (lol) if you equip the scroll and only scrolls equipped can be cast.