Good ways to verify coverage of CIs for probabilities in variational bayes binary classification?

Reminds me of famous quote. "Doctors say that Nordberg has a 50/50 chance of living, though there's only a 10 percent..." - The Naked Gun: From the Files of Police Squad! quote

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