Methodological Evaluation of Community Health Centre Systems in South Africa Using Time-Series Forecasting Models for Efficiency Measurement
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| Natura: | Recurso digital |
| Lingua: | inglese |
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Zenodo
2009
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| _version_ | 1866901435121139712 |
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| author | Dlamini, Noluthando Mkhwanazi, Sifiso Nkosi, Zola Moloi, Mpho |
| author_facet | Dlamini, Noluthando Mkhwanazi, Sifiso Nkosi, Zola Moloi, Mpho |
| contents | <p>This study addresses a current research gap in Medicine concerning Methodological evaluation of community health centres systems in South Africa: time-series forecasting model for measuring efficiency gains in South Africa. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A structured review of relevant literature was conducted, with thematic synthesis of key findings. The results establish bounded error under perturbation, a convergent estimation process under stated assumptions, and a stable link between the proposed metric and observed outcomes. The findings provide a reproducible analytical basis for subsequent theoretical and applied extensions. Stakeholders should prioritise inclusive, locally grounded strategies and improve data transparency. Methodological evaluation of community health centres systems in South Africa: time-series forecasting model for measuring efficiency gains, South Africa, Africa, Medicine, systematic review This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims. Treatment effect was estimated with $\text{logit}(p_i)=\beta_0+\beta^\top X_i$, and uncertainty reported using confidence-interval based inference.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_18883292 |
| institution | Zenodo |
| language | eng |
| publishDate | 2009 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Methodological Evaluation of Community Health Centre Systems in South Africa Using Time-Series Forecasting Models for Efficiency Measurement Dlamini, Noluthando Mkhwanazi, Sifiso Nkosi, Zola Moloi, Mpho Sub-Saharan health systems forecasting econometrics community healthcare quantitative methods performance measurement <p>This study addresses a current research gap in Medicine concerning Methodological evaluation of community health centres systems in South Africa: time-series forecasting model for measuring efficiency gains in South Africa. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A structured review of relevant literature was conducted, with thematic synthesis of key findings. The results establish bounded error under perturbation, a convergent estimation process under stated assumptions, and a stable link between the proposed metric and observed outcomes. The findings provide a reproducible analytical basis for subsequent theoretical and applied extensions. Stakeholders should prioritise inclusive, locally grounded strategies and improve data transparency. Methodological evaluation of community health centres systems in South Africa: time-series forecasting model for measuring efficiency gains, South Africa, Africa, Medicine, systematic review This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims. Treatment effect was estimated with $\text{logit}(p_i)=\beta_0+\beta^\top X_i$, and uncertainty reported using confidence-interval based inference.</p> |
| title | Methodological Evaluation of Community Health Centre Systems in South Africa Using Time-Series Forecasting Models for Efficiency Measurement |
| topic | Sub-Saharan health systems forecasting econometrics community healthcare quantitative methods performance measurement |
| url | https://doi.org/10.5281/zenodo.18883292 |