Studded tires are needed if ice developes and it is below freezing.

Last winter, I used 26"x2.35 tires on my 'snow' bike, an old mtb. With low pressure, I could get through most spots. On one of the colder nights below freezing, in the mid 20s, I could have used the studs going over a frozen puddle.