Is a smooth, non-constant, continuous function with more than one critical point necessarily not convex?
I figure if you have two critical points, you have an inflection point between by Rolle's Theorem. If that inflection point isn't also a critical point, it implies a sign change of the second derivative, which means it switches from convex to concave or vice versa.
So id conclude convex shape implies at most one Critical point, and so a unique minimum or maximum ignoring boundaries of the domain.