The brass ferrule clamps down on the cable when the "female adapter"/nut is tightened, keeping the cable secured in place.
The outer housing on some cables I've bought are a bit undersized and the brass ferrule won't do it's job no matter how tight the nut is. In those instances, I slip two o-rings on in place of the ferrule.