Have these ever been used as error distributions in the scientific literature? (judithcurry.com)
That is the thing to compare against the observed forecast error distribution after day zero. (judithcurry.com)
However the basic idea you have is a sound one, in principle, because one can use the estimated sampling error of the estimated quantities to construct an expected forecast error distribution. (judithcurry.com)