Garrett M. Fitzmaurice, Stuart R. Lipsitz, A Model for Binary Time Series Data with Serial Odds Ratio Patterns, Journal of the Royal Statistical Society. Series C (Applied Statistics), Vol. 44, No. 1 (1995), pp. 51-61
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Fitzmaurice et al. (1995) studied this question.