That's kind of how the scientific method works. "As the late Richard Feynman, one of the leading theoretical physicists of the twentieth century, wrote: The principle of science, the definition, almost, is the following: The test of all knowledge is experiment. Experiment is the sole judge of scientific ‘truth’. (Feynman, Leighton and Sands 1963, p. 1-1)"