Time-Series Forecasting Model for Risk Reduction in Community Health Centres Systems in Kenya: A Methodological Evaluation
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| Format: | Recurso digital |
| Sprache: | Englisch |
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2005
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| _version_ | 1866901742206058496 |
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| author | Muthamaa, Njeri Kiwuũwa, Olivier Kire, Mwangi |
| author_facet | Muthamaa, Njeri Kiwuũwa, Olivier Kire, Mwangi |
| contents | <p>The study focuses on evaluating community health centers (CHCs) in Kenya with a particular emphasis on risk reduction. A time-series forecasting model was developed and applied using data from community health centers across Kenya. The study employs statistical methods to forecast future trends and assess their impact on risk reduction. The analysis revealed a significant decrease (30%) in healthcare risks over the period, with robust standard errors indicating reliable estimates of these reductions. This methodological evaluation suggests that time-series forecasting can effectively predict and mitigate health risks in CHCs, contributing to improved patient outcomes. The findings support the implementation of continuous monitoring systems within CHCs to further enhance risk reduction strategies. 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_18815090 |
| institution | Zenodo |
| language | eng |
| publishDate | 2005 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Time-Series Forecasting Model for Risk Reduction in Community Health Centres Systems in Kenya: A Methodological Evaluation Muthamaa, Njeri Kiwuũwa, Olivier Kire, Mwangi African geography health economics forecasting models time-series analysis econometrics risk assessment community healthcare systems <p>The study focuses on evaluating community health centers (CHCs) in Kenya with a particular emphasis on risk reduction. A time-series forecasting model was developed and applied using data from community health centers across Kenya. The study employs statistical methods to forecast future trends and assess their impact on risk reduction. The analysis revealed a significant decrease (30%) in healthcare risks over the period, with robust standard errors indicating reliable estimates of these reductions. This methodological evaluation suggests that time-series forecasting can effectively predict and mitigate health risks in CHCs, contributing to improved patient outcomes. The findings support the implementation of continuous monitoring systems within CHCs to further enhance risk reduction strategies. 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 | Time-Series Forecasting Model for Risk Reduction in Community Health Centres Systems in Kenya: A Methodological Evaluation |
| topic | African geography health economics forecasting models time-series analysis econometrics risk assessment community healthcare systems |
| url | https://doi.org/10.5281/zenodo.18815090 |