  As was shown recently by the authors, the entropy power inequality can be
reversed for independent summands with sufficiently concave densities, when the
distributions of the summands are put in a special position. In this note it is
proved that reversibility is impossible over the whole class of convex
probability distributions. Related phenomena for identically distributed
summands are also discussed.
