Yes to me 37 F would be cold. It's only 55F out right now and I have my coat on in the house so I won't have to turn the heat on yet.
55F isn't really cold but is chilly enough that I'm shivering and need a coat.
So yes I'd say you need to wear a coat when it's 37F and the heat should come on.