The phrase which best represent how approach to answering changed is this: FROM REASONING TO ANALYZING EVIDENCE.
After the scientific revolution, scientists no longer seek to explain observed phenomenon through reasoning rather they formed their hypothesis and go ahead to scientifically analyze the evidence that are available.