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Generalized estimating equations for modeling cluster randomized trial data on smoking cessation among tuberculosis
Vasantha Mahalingam1, Ratnakar Singh1, Ramesh Kumar Santhanakrishnan2
1Department of Statistics, ICMR-National Institute for Research in Tuberculosis, Chennai, Tamil Nadu, India.
Abstract:
There is a paucity of studies applying Generalized Estimating Equations (GEE) for longitudinal analysis of smoking cessation outcomes within the framework of a cluster randomized trial, especially among tuberculosis (TB) patients. In this study, a GEE model which accounts for repeated measures and cluster-level effects was implemented to identify factors associated with smoking cessation among TB patients. The data included 375 TB patients who were smokers and given TB treatment during 2013-2016 in Kanchipuram and Villupuram districts under a cluster randomized trial. GEE modeling provided robust, population-averaged estimates while accounting for intra-cluster correlation, confirming the sustained impact of these interventions. The model demonstrated that smoking cessation interventions, when integrated with TB treatment, had an impact on cessation outcomes in these populations.
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