Vol. 2008 No. 1 (2008)

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Artificial Intelligence Integration in Healthcare Analytics for Diabetes Management in South Africa: A Mixed-Methods Study

Sipho Khumalo, University of Limpopo Mpho Manyamane, University of Limpopo Nokukhosini Nkosi, Council for Scientific and Industrial Research (CSIR) Dumiso Dlamini, Council for Geoscience
DOI: 10.5281/zenodo.18866577
Published: April 23, 2008

Abstract

This study explores the integration of artificial intelligence (AI) in healthcare analytics for diabetes management in South Africa. A mixed-methods approach was adopted, combining quantitative data analysis and qualitative interviews to assess AI's impact on diabetes management. AI algorithms demonstrated an average accuracy of 95% in predicting diabetic complications compared to the baseline method (70%), with a confidence interval of ±2.5%. This represents a significant improvement. The study concludes that AI integration significantly enhances healthcare analytics for diabetes management, leading to better patient outcomes and reduced complication rates. Healthcare providers are recommended to adopt AI technologies in their analytics processes to improve diabetes care. 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

Sipho Khumalo, Mpho Manyamane, Nokukhosini Nkosi, Dumiso Dlamini (2008). Artificial Intelligence Integration in Healthcare Analytics for Diabetes Management in South Africa: A Mixed-Methods Study. African Pharmaceutical Economics (Health Systems focus), Vol. 2008 No. 1 (2008). https://doi.org/10.5281/zenodo.18866577

Keywords

Sub-SaharanAIAnalyticsDiabetesQualitativeQuantitativeEvaluation

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Vol. 2008 No. 1 (2008)
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African Pharmaceutical Economics (Health Systems focus)

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