It's very difficult to lose 17C. And you can shiver indefinitely as long as you don't starve (it does burn a lot of calories, and I've found it an easy way to lose weight fast - you can either just be cold, or even better be cold while exercising, then you lose weight twofold).
It depends on how good your circulation is I guess. I have no problems with cold fingers or toes.