This. This sort of research is the smoking gun. Think about it: The same CV with the same qualifications was rated worse if they thought it was a woman. This isn't some "women don't push for raises" or "women don't apply for high paid jobs", this is outright (but subconscious) "women who are just as skilled as men, being viewed as worse".

If this was a conversation about whether a new drug worked, the conversation would be over.