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Understanding the Interpretation of Confidence Intervals in Repeated Experiments

I will try to give a traditional Frequentist answer, not to immediately run to a Bayesian critique of CIs (which is something to keep in mind, but both sides should be considered). Denote $Y$ the data ...
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