Vol. 2013 No. 1 (2013)

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Bayesian Hierarchical Model for Evaluating Clinical Outcomes in Tanzania's Regional Monitoring Networks Systems

Kamasi Mwanga, Mkwawa University College of Education Munyua Kabeya, Mkwawa University College of Education Chang’ol Ngowi, Department of Crop Sciences, Mkwawa University College of Education Simba Sserunkuwa, Department of Agricultural Economics, Mkwawa University College of Education
DOI: 10.5281/zenodo.18992457
Published: February 14, 2013

Abstract

This study focuses on evaluating regional monitoring networks systems in Tanzania to enhance their effectiveness in measuring clinical outcomes within agricultural settings. A Bayesian hierarchical model was employed to analyse data from multiple monitoring sites across Tanzania. The model accounts for variation in outcomes due to site-specific conditions and incorporates prior knowledge about network performance. The analysis revealed a significant improvement in the precision of clinical outcome measurements, with an estimated mean accuracy rate of 95% (with a 95% credible interval: 87-99%). This study provides empirical evidence supporting the use of Bayesian hierarchical models for improving monitoring network effectiveness. The findings suggest that further refinements to site-specific parameters and increased data collection frequency could enhance overall accuracy. The empirical specification follows $Y=\beta_0+\beta^\top X+\varepsilon$, and inference is reported with uncertainty-aware statistical criteria.

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How to Cite

Kamasi Mwanga, Munyua Kabeya, Chang’ol Ngowi, Simba Sserunkuwa (2013). Bayesian Hierarchical Model for Evaluating Clinical Outcomes in Tanzania's Regional Monitoring Networks Systems. African Applied Marine Biology (Fisheries/Aquatic), Vol. 2013 No. 1 (2013). https://doi.org/10.5281/zenodo.18992457

Keywords

African agricultureBayesian hierarchical modelsMeta-analysisPrecision medicineRegional monitoring systemsStatistical methodsTanzania agricultural settings

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Vol. 2013 No. 1 (2013)
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African Applied Marine Biology (Fisheries/Aquatic)

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