Max Engelhardt, Lee J. Bain, Uniformly Most Powerful Unbiased Tests on the Scale Parameter of a Gamma Distribution with a Nuisance Shape Parameter, Technometrics, Vol. 19, No. 1 (Feb., 1977), pp. 77-81
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Engelhardt et al. (1977) studied this question.
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