I have Build 3 Single Side boards. I had to modify the board menu so it said SEVERINO with AVR328... but otherwise there seems to be no issues with the Single sided board. It's fine and fun to make.
I also have been using the EXACT METHODS from that GOOD LINK on fabrication.