The law of iterated expectation yields
One may obtain either from its unchanged marginal distribution proved below or directly from the law of total variance: the variance of its conditional mean is and its expected conditional variance is . Hence the correlation coefficient is exactly
Also . The two probabilities become close while keeping their original beta marginals.

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