<p>Depends on what kind of person you are and your interests. If you are more of an intellectual and like that kind of discourse, choose UChicago. If you think you are a partier and like the frat sort of social scene, choose Duke. Definitely a ton more school spirit at Duke, but UChicago might have slightly better respected academics, especially among math/sciences like you mentioned.</p>