I was going to ask this. It's quite difficult to make male/female voices sound like either with just audio filters/modulation, so I immediately wondered how convincing the effect could really be.
I think that the clip you linked to sounds more like a stereotypical 'camp' gay man accent if male at all, which is obviously testing for a different kind of unconscious bias altogether.