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When I read your remark, I wondered if you had ever read Thomas Kuhn's "The Structure of Scientific Revolutions." Knowledge generation---new ways of seeing and understanding, scientific or otherwise-- and changes in the way we understand and conceptualize, is a mucky process, even using quantitative methods. Science is not pure--physics or otherwise.