Pass on everything but the item you want. Wait until all other items have either been won or hit the floor. Roll on the item you want. A lot of casual players just roll on everything and can no longer compete with your roll as soon as they win something else.

It's extremely rare for me to ever have to rerun any normal-modes using this method.