Science has built-in regression testing. We eliminate things that have been disproven, and over time we refine our knoweldge. The main phenomenon I think in the progress of science is how much we come to know that we can eliminate as wrong. And that is why Karl Popper considered theories which make testable predictions to be advancing science.