It is the "repeatability" that characterise empirical science not the erasing of biases "per se", except in the "skeptic club" ....Some biases are right being conscious, others are wrong being habits or unconscious... Biases must be controlled not erased....Self controls of our own prejudices is necessary but erasing them completely is futile and impossible anyway...
Collective consensus in science is in relation with repeatable experiments...Not necessarily a blind test....😁
Biases are like moles and blind spots, you dont want to erase them all at all cost it is impossible for some but you want to be conscious of them or make them conscious in the course of the experiment itself....
Peer reviewing is another matter i will not discuss related also to big problems of his own...It is also a way to social corporate control of science in some aspect and is not always positive.... Look now where many scientific publish all their results on the net to keep their freedom and go away from dictatorial institutions...