There are plenty of situations where all those systems do is give you a 'false sense of security' - especially on light pistons.
In anything other than light icing, the systems are there to buy you the time to get out of icing conditions.
For comprehensive information & training course, Go here:
http://aircrafticing.grc.nasa.gov/courses.html