Methodological Evaluation of Public Health Surveillance Systems in Uganda Using Difference-in-Differences Model to Assess System Reliability

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Autores principales: Nakitagi, Kabirikwa, Onyango, Wanyonyi
Formato: Recurso digital
Lenguaje:inglés
Publicado: Zenodo 2009
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author Nakitagi, Kabirikwa
Onyango, Wanyonyi
author_facet Nakitagi, Kabirikwa
Onyango, Wanyonyi
contents <p>This study addresses a current research gap in Medicine concerning Methodological evaluation of public health surveillance systems systems in Uganda: difference-in-differences model for measuring system reliability in Uganda. 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 public health surveillance systems systems in Uganda: difference-in-differences model for measuring system reliability, Uganda, 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>
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publishDate 2009
publisher Zenodo
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spellingShingle Methodological Evaluation of Public Health Surveillance Systems in Uganda Using Difference-in-Differences Model to Assess System Reliability
Nakitagi, Kabirikwa
Onyango, Wanyonyi
Uganda
Public Health Surveillance
Methodology
Difference-in-Differences
System Reliability
Epidemiology
Geographic Medicine
<p>This study addresses a current research gap in Medicine concerning Methodological evaluation of public health surveillance systems systems in Uganda: difference-in-differences model for measuring system reliability in Uganda. 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 public health surveillance systems systems in Uganda: difference-in-differences model for measuring system reliability, Uganda, 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 Public Health Surveillance Systems in Uganda Using Difference-in-Differences Model to Assess System Reliability
topic Uganda
Public Health Surveillance
Methodology
Difference-in-Differences
System Reliability
Epidemiology
Geographic Medicine
url https://doi.org/10.5281/zenodo.18886239