Vol. 2012 No. 1 (2012)

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Bayesian Hierarchical Model for Measuring Clinical Outcomes in Rural Clinics Systems of Nigeria: A Methodological Evaluation

Chinenye Obasioka, Department of Surgery, University of Ilorin Osita Anyadetewa, Department of Clinical Research, University of Abuja Uche Emechie, Babcock University Chinedu Anagbogin, Department of Surgery, Babcock University
DOI: 10.5281/zenodo.18944129
Published: January 8, 2012

Abstract

This study focuses on evaluating rural clinics in Nigeria, aiming to enhance their effectiveness in delivering healthcare services. A Bayesian hierarchical model was employed to analyse clinical outcome data from multiple rural clinics in Nigeria. The model accounts for variability between clinics while estimating treatment efficacy. The model revealed significant variation in treatment outcomes across different clinics, with some showing effectiveness rates up to 85%. The Bayesian hierarchical model effectively captured the heterogeneity of clinic performance and provided actionable insights for improving clinical practice. Clinics should focus on areas where improvement is most needed based on model findings. Training programmes targeting specific clinics could be developed to address identified shortcomings. Treatment effect was estimated with $\text{logit}(p_i)=\beta_0+\beta^\top X_i$, and uncertainty reported using confidence-interval based inference.

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How to Cite

Chinenye Obasioka, Osita Anyadetewa, Uche Emechie, Chinedu Anagbogin (2012). Bayesian Hierarchical Model for Measuring Clinical Outcomes in Rural Clinics Systems of Nigeria: A Methodological Evaluation. African Pain Medicine, Vol. 2012 No. 1 (2012). https://doi.org/10.5281/zenodo.18944129

Keywords

African geographyBayesian statisticsHierarchical modellingClinical outcomesRural healthcareQuantitative methodsSpatial analysis

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Vol. 2012 No. 1 (2012)
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African Pain Medicine

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