Not for the first time, I find myself in fraternal disagreement with the learned Setanta.
Firstborn, first-born and first born (to take another example) may make my objection plainer.
I cannot articulate it in exact terminology, but I think it is something to do with the words being combined into a compound adjective. They work together to convey their meaning.