 Logarithmic scoring rule

Under true density $q$, the advantage of truthful reporting is the Kullback-Leibler divergence $D_{\mathrm{KL}}(q\Vert p)$. Its nonnegativity and equality condition prove strict propriety when the expected log scores are well defined.