If anything, they should check the rejected code and verify that it was not worthy of rejection, that is, it really was likely the gender of the submitter that

If anything, they should check the rejected code and verify that it was not worthy of rejection, that is, it really was likely the gender of the submitter that caused the rejection. If higher rank of coder would make rejection less likely, it would also not bear well on the code reviews.