Understanding how the physics may impact a forecast is tough because the atmosphere is complicated and acts in a non-linear fashion. For example, whenever the parameterization for convection kicks in, it
Changes the vertical stability
redistributes and generates heat
redistributes and removes moisture
Adapted from notes of Bernard Meisner