Not sure what their definition of shallow is, because this cold may not be that shallow, but I'm most concerned with the underestimating warm layers aloft. Because what makes the GFS appealing right now is not the surface cold (all guidance more or less gets most of the area below freezing), it's the barely kissing freezing aloft that could support snow.
Right now I'm leaning that the barely snow supporting soundings are more figment than fact.