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The distribution of p-values is uniform only when the null hypothesis is true and all assumptions are met. The difficulty with p-values is that they are composite functions. Finding that an empirical set of p-values is far from uniform tells you one of two things. The first is that your null is false. OR The probability assumptions behind the model are ...

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