For each substudy define the log-odds treatment effect
The normal random-effects log-likelihood, up to an additive constant, is
Its score equations give
These are the maximum-likelihood estimators rather than the unbiased sample-variance estimator. At an interior solution with , the Hessian in is negative definite, which is the required second-order condition.

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