The same conclusion for men, using the same data set (figure 5) is this: Men's acceptance rates are 69%, but drop to 64% when the gender is identifiable.

So to summarize the two: The overall acceptance rate drops from ~70% to ~63.5% when the gender is identifyable. Very interesting.