Water freezes at 0°C at standard pressure, sea level.
If you are above or below, it will be different.
Saying "It's not 0°C outside so there's no ice on the road" is dumb. Because there could definitely be ice on the road.
You should be looking out for other things while driving. Not if the one thermometer, who knows where, is saying that it's 0°C or not.