Lee Corso gives the thumbs up after picking Ohio State to win while, from left, Desmond Howard, Rece Davis, Archie Griffin, and Kirk Herbstreit sit on the set of ESPN's College Ga

Here's who Lee Corso and the rest of the College GameDay crew, including the celebrity picker, predicted to win between Ohio State and Penn State football.

ESPN's " College GameDay " is set to be in Happy Valley on Saturday for a massive Big Ten clash between the No. 4 Ohio State Buckeyes and the No. 3 Penn State Nittany Lions. This highly anticipated matchup will kick off at noon EST in Beaver Stadium and is regarded as the most significant game of the weekend.