The "end" of science isn't the verification stage either. If you're wrong, you use that to refine your theories and research strategy, using creativity, and continue testing.

You hear artists say things like "This work isn't done yet, something is missing", as if that's some kind of exceptional state for the artist, yet they never actually complete it. Do legitimate scientists say that? I wouldn't think so, since continuous refinement the default state of science.