The other end of this duct goes straight to the outside. Other than brackets which attach this piece to the side of the furnace, it does not interface with anything. It's cold air in an insulated duct straight from outside into the basement, hence the frost. It runs beside the actual cold air intake for the furnace.
So what is this for, other than making our basement cold?