Does getting into a better college increase my chances of getting into Med school

The school matters, but the pool is a lot larger than most people think. It is at least 300-400 schools before they even start questioning the school. The biggest difference is in the recommendation letters. For a lower ranking school you need to be in the one of the best ever category. For tip top schools, better than average may suffice.