I am in the army national guard and we do a lot of training outdoors during the winter months, and I live in the Chicago area.  These are approved by the U.S. Military.  These things work so well, that I would not bother wearing them unless it is at least 15-20 degree below freezing.  Anything shy of that, and you will be sweating if you are doing anything physically strenuous outdoors.