We do assume the accused of rape or sexual harassment against a woman is guilty though. In that case, it's guilty until proven innocent. Allegations only are enough to ruin a man's whole career.

From your link: "In civil proceedings (like breach of contract) the defendant is initially presumed correct unless the plaintiff presents a moderate level of evidence and thus switches the burden of proof to the defendant."

There is absolutely a moderate level of evidence of discrimination against women.