I stay on pavement. Its the little pee gravels that collect on the side of the road,turns,ect.
Now that i think about it they did use a bunch of gravel trucks instead of salt when it iced/snowed a couple months ago which was unusual for this time of year in this area.
Those deep groves in these michellins tend to pick them up. I stay clear of the big piles at turns.