Those gaskets between the axles and the drums are to try and keep potential gear oil leaks off the brakes. You'll notice there's a cup of sorts inboard of the axle flange with a hole that directs grease to the outside. If the gasket wasn't there, gear oil would run down the inside of the drum to the shoes.
I got gaskets for mine from The Filling Station.
