Fig. (2) Surprisal and entropy functions. (A) The surprisal function is shown across the probability range from 0 to 1. (B) The binary entropy function for dichotomous disease status is shown across the probability range from 0 to 1. The maximal entropy occurs at p = 0.5 (dotted line).