In this paper we show that, via an extension of time, some metric structures naturally appear in both classical and quantum mechanics when both are formulated via path integrals. We calculate the various Ricci scalar and curvatures associated to these metrics and prove that they can be chosen to be zero in classical mechanics while this is not possible in quantum mechanics. (C) 2018 Published by Elsevier Inc.