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Are there any theoretical considerations between $p$-value and the Bayesian statistics? I mean say, any theorem regarding both of these two concepts at a time.

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Maybe Lindley's paradox is helpful for you. This is about the discrepancy between Frequentist significance and Bayesian posterior probability.

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