I cycle year round to work. It's only 8.5 miles. I only switch out bikes to go from touring tires to spiked tires when the danger of black ice is there.
It doesn't get very cold where I live, only once was it 12F, most days in Winter its between 20F to 40F.
So I layer up and everything is good.