I think there is science, and then there is science. So the definition of science as the gathering of evidence to inform conclusions is the definition, but the term science is generally used to imply a sort of natural reasoning for why things are the way that they are, and so a scientific understanding and mathematical understanding are essentially the same thing. I think economics is probably science - if you compare quantum physics to a free market and attempts to understand them, they are basically the same.
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