I never burnish it back into shape.
Whenever I put a new tip on, elk masters or soft triangles, I know there is going to be an initial mushroom.
So I beat the hell out of the tip for a couple days, and once it mushrooms, I stick it back on the lathe, trim the shroom off, burnish the sides again...