degrees of freedom in favor of drawing strong conclusions about the observable macro behavior of the system based on statistical considerations. As Edwin T. Jaynes (1978), following the approach of 3. Willard Gibbs, realized, statistical equilibrium in all its various applications occurs when the appropriately