BAD IDEA! A disc with stickers on it easily can screw up your disc drive. On the other hand, be very careful when removing it as from the top of the disc there is only a thin layer of material protecting it unlike the bottom. The data is literally right under the top of the CD.
I would use Goo Gone too and I'm betting that it's a nonreactive chemical, otherwise they would have warnings on it.