Methodological Evaluation of District Hospitals Systems in Kenya Using Difference-in-Differences for System Reliability Analysis

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Main Authors: Ngina, Ngugi, Muthomi, Kamau
Format: Recurso digital
Language:English
Published: Zenodo 2014
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author Ngina, Ngugi
Muthomi, Kamau
author_facet Ngina, Ngugi
Muthomi, Kamau
contents <p>This study addresses a current research gap in Medicine concerning Methodological evaluation of district hospitals systems in Kenya: difference-in-differences model for measuring system reliability in Kenya. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A mixed-methods design was used, combining survey and interview data collected over the study period. 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 district hospitals systems in Kenya: difference-in-differences model for measuring system reliability, Kenya, Africa, Medicine, original research 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_19039192
institution Zenodo
language eng
publishDate 2014
publisher Zenodo
record_format zenodo
spellingShingle Methodological Evaluation of District Hospitals Systems in Kenya Using Difference-in-Differences for System Reliability Analysis
Ngina, Ngugi
Muthomi, Kamau
Kenya
District Hospitals
Methodology
Difference-in-Differences
System Reliability
Healthcare Systems
Quantitative Research
<p>This study addresses a current research gap in Medicine concerning Methodological evaluation of district hospitals systems in Kenya: difference-in-differences model for measuring system reliability in Kenya. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A mixed-methods design was used, combining survey and interview data collected over the study period. 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 district hospitals systems in Kenya: difference-in-differences model for measuring system reliability, Kenya, Africa, Medicine, original research 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 District Hospitals Systems in Kenya Using Difference-in-Differences for System Reliability Analysis
topic Kenya
District Hospitals
Methodology
Difference-in-Differences
System Reliability
Healthcare Systems
Quantitative Research
url https://doi.org/10.5281/zenodo.19039192