Then conditioning on that variable means that I will look at male and female separately.
Good luck with that in this political climate :P
I wonder if there's ever an 'X directly causes Y' relation. Seems like some other conditions must be there for anything to happen.
It is true there could always be hidden variables that because you didn't account for it they mess up your DAG and consequenlty the causality D: