Language is important, it conveys preconceptions and cements them as well, so it does matter what you call people. I make a point out of using "woman" as much as possible, even though i Norwegian almost everyone uses "lady" to describe a woman in general. In general, I am a woman, not a girl or a lady, which imply certain characteristics.
Being a girl either means you're young(er) or implies familiarity. Somebody who doesn't know me has no business calling me a girl. Being a lady is the female equivalent of a gentleman, and implies sophistication, elegance, fine clothes and good manners. In a athletic setting that's just absurd.
In case you couldn't tell, this is one of my pet peeves
Winter riding is much less about badassery and much more about bundle-uppery. - malkin
1995 Kona Cinder Cone commuterFrankenbike/Selle Italia SLR Lady Gel Flow
2008 white Nakamura Summit Custom mtb/Terry Falcon X
2000 Schwinn Fastback Comp road bike/Specialized Jett