@TheOldTimer posted this link in another forum, which is quite relevant:
Apparently gender gap is not a one-way street. Some colleges traditionally attracts girls, so boys admission rate is higher; while others traditionally attract boys, so girls are easier to get admitted. Some already mentioned Vassar and MIT in this thread.