A couple of points in our Winter Operation handbook.
A light sandpaper roughness on a leading edge can reduce lift by 18%.
As little as one half inch of ice can reduce aircraft lift by 50%.
I also have been called a pussy in the past but never ever departed with ice or snow on the aircraft.