Analytical Framework for Reducing Patient Wait Times in Lagos Public Hospitals Using GIS Technology: A Methodological Exploration
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| Format: | Recurso digital |
| Sprache: | Englisch |
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2001
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| _version_ | 1866901815588552704 |
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| author | Obinna, Simeon Obioko, Olumide |
| author_facet | Obinna, Simeon Obioko, Olumide |
| contents | <p>This study addresses a current research gap in Computer Science concerning Healthcare Delivery Efficiency in Lagos Public Hospitals: Patient Wait Times and Service Reforms in Nigeria. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A structured analytical approach was used, integrating formal modelling with domain evidence. 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. Healthcare Delivery Efficiency in Lagos Public Hospitals: Patient Wait Times and Service Reforms, Nigeria, Africa, Computer Science, methodology paper This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims. Model estimation used $\hat{\theta}=argmin_{\theta}\sum_i\ell(y_i,f_\theta(x_i))+\lambda\lVert\theta\rVert_2^2$, with performance evaluated using out-of-sample error.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_18730548 |
| institution | Zenodo |
| language | eng |
| publishDate | 2001 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Analytical Framework for Reducing Patient Wait Times in Lagos Public Hospitals Using GIS Technology: A Methodological Exploration Obinna, Simeon Obioko, Olumide Geographic Information Systems (GIS) Spatial Analysis Overlay Technique Kriging Rural-Urban Gradient Telemedicine Integration Data Visualization <p>This study addresses a current research gap in Computer Science concerning Healthcare Delivery Efficiency in Lagos Public Hospitals: Patient Wait Times and Service Reforms in Nigeria. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A structured analytical approach was used, integrating formal modelling with domain evidence. 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. Healthcare Delivery Efficiency in Lagos Public Hospitals: Patient Wait Times and Service Reforms, Nigeria, Africa, Computer Science, methodology paper This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims. Model estimation used $\hat{\theta}=argmin_{\theta}\sum_i\ell(y_i,f_\theta(x_i))+\lambda\lVert\theta\rVert_2^2$, with performance evaluated using out-of-sample error.</p> |
| title | Analytical Framework for Reducing Patient Wait Times in Lagos Public Hospitals Using GIS Technology: A Methodological Exploration |
| topic | Geographic Information Systems (GIS) Spatial Analysis Overlay Technique Kriging Rural-Urban Gradient Telemedicine Integration Data Visualization |
| url | https://doi.org/10.5281/zenodo.18730548 |