For example, there are scholarships and conferences specifically for women, even in spite of college numbers now drastically already favoring women.

I feel as though as a white male I am very heavily discriminated against in the academic job market. I'm certain that if I had a vagina, and all else were equal, I would have 1000x the job prospects in academia. No, I can't prove this, but I know a lot of other men feel the same way.

I created this throwaway account to answer your question because I'm afraid of potential future employers looking at my posting history and seeing the above comment, which I think would instantly disqualify me from the majority of US academic positions.