We build up experience about the force-field uncertainties quite naturally. Experienced researchers performing simulations will often be able to state expectations about the energy uncertainties of their favorite force fields for a class of observables. However, the mean-squared forcefield error can also be learned from repeated ensemble refinements against different experimental data across a variety of systems.