A couple key insights here:
— Jack Sillin πΊπ¦ (@JackSillin) February 3, 2022
NCEP MEG finds GFS systematically underestimates both shallow near-surface cold air and mid-level warm noses, leading to a systematic underprediction of sleet/ice.
Keep that in mind, fellow forecasters!