I find that the lightweight base layers are better even in cold weather. With a heavier base layer, you're more liable to sweat when moving, especially uphill. The colder the weather, the more dangerous it is to sweat!
I'd rather carry an extra lightweight midlayer than wear midweight or expedition weight base layers. It's far easier to thermoregulate!