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The Way of the Statistician and the Way of the Physicist

The rules of evidence as presented in statistics textbooks are not the same as the informal criteria that statisticians and practitioners use in deciding what methods to use.  What are the similarities and differences between statistical thinking and the modeling done in the physical sciences?

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The Way of the Statistician and the Way of the Physicist