  This paper shows that, under the average error probability formalism, the
third-order term in the normal approximation for the additive white Gaussian
noise channel with a maximal or equal power constraint is at least $\frac{1}{2}
\log n + O(1)$. This matches the upper bound derived by
Polyanskiy-Poor-Verd\'{u} (2010).
