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For risk factors that are binary, if zero cell counts occur in some of the included studies (e. when all patients with the risk factor presence also have the outcome), the likelihood function may not converge or converges in an unstable factor-outcome association. For all case studies, in the two-stage models we used MLE in the first stage and MLE, REML or MOM in the second stage.