Rain or snowmelt can refreeze
JAF notes that water from daytime snowmelt or rain can freeze as temperatures fall at night or toward dawn. A dashboard temperature display cannot confirm the road surface is safe.
Slow down before the high-risk place
Bridges and elevated roads cool quickly. Shade, tunnel entrances and approaches to junctions also deserve caution. Reduce speed and increase distance before reaching them, rather than reacting with a sudden input after the car slides.
Winter tyres and 4WD have limits
Avoid sudden braking, steering and acceleration. Four-wheel drive may help movement but does not guarantee braking or cornering on ice. Switch to public transport when the conditions exceed your experience.