Unlike scientism science in the true sense of the word is open to unbiased investigation of any existing phenomena.
Study after study confirms that even when you control for variables like profession education hours worked age marital status and children men still are compensated substantially more - even in professions like nursing dominated by women. No wonder there's a gender gap.