I know this question is sort of dated, but it is something I am currently interested in.
A very good paper on the topic of convex loss functions and classifier consistency is "Statistical Behavior and Consistency of Classification Methods Based on Convex Risk MinimizationStatistical Behavior and Consistency of Classification Methods Based on Convex Risk Minimization" by Tong Zhang.