Before revision:  Our results apply to non-smooth utilities and even global strict concavity can be relaxed so we can accommodate, in particular, the problem of minimizing expected loss for a wide class of loss functions .
After revision:  Our results apply to non-smooth utilities and even global strict concavity can be relaxed .