The relation of the KL divergence to the reduced energy differences allows us to relate the more abstract information difference expectation of Eq. ( ) to the more physical quantity of the variance of the reduced energy difference, Eq. (26). We use the latter to choose the confidence parameter θ, which defines the rate at which the entropic prior exp(-θS KL ) in Eq. ( ) decreases with increasing KL divergence.