The properties of information, including "information uncertainty", can be understood only Bayesianly. Common … formulations that define information uncertainty in terms of just statistical "precision" (i.e. sampling variance), or any one … estimator characteristic (e.g. bias), are inadequate for generalized Bayesian analysis. Methods that deny information a Bayesian …