I learned about ice while using a bike on my paper route when I was 14. Slight drizzle at 6:00 am, no ice, all seemed well......... 6:15 am temp dropped to freezing, at 6:16 I was sliding on my back in a puddle of ice cold water, bike and papers were sliding down the hill.
Lesson learned, have a thermometer on board, if raining and temp is 35 degrees F, it is time to start walking.