I've heard mixed reviews on running without the dust shields. I've heard some that have had no ill effects of doing this, and I've heard from others that have removed them and then reinstalled them because driving in the rain w/o them was very scary because the rotors were getting too wet.

I guess, try it w/o them, but if you feel like your brakes aren't acting the same then put them back on.