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Two methods for analysing this kind of data are compared according to their operating characteristics. A subject\u2010specific approach based on the logistic random\u2010effects model is compared with the population\u2010averaged approach based on the generalized estimating equations. The comparison is illustrated with simulations using a randomized clinical trial for toenail fungal infection. 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