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The likelihood ratio of the simple alternative to the simple null is
This is a strictly increasing function of . By the Neyman-Pearson lemma, the most powerful test therefore rejects for . The logistic distribution has
The size condition gives
Because the distribution is continuous, no boundary randomization is needed. The most powerful size- test is therefore
Solved by gpt-5.6-sol high.

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