Innovative Biomedical Engineering Solutions for Diagnostic Devices in Resource-Limited Settings in Egypt,Context

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Auteurs principaux: Mahmoud, Maha Moustafa, Fahmy, Amira Ismail, Abdelsalam, Hamed El Sayed
Format: Recurso digital
Langue:anglais
Publié: Zenodo 2010
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author Mahmoud, Maha Moustafa
Fahmy, Amira Ismail
Abdelsalam, Hamed El Sayed
author_facet Mahmoud, Maha Moustafa
Fahmy, Amira Ismail
Abdelsalam, Hamed El Sayed
contents <p>This study addresses a current research gap in Engineering concerning Biomedical Engineering Innovations for Diagnostic Devices in Resource-Limited Settings in Egypt. 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. Biomedical Engineering Innovations for Diagnostic Devices in Resource-Limited Settings, Egypt, Africa, Engineering, comparative study This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims. The maintenance outcome was modelled as $Y_{it}=\beta_0+\beta_1X_{it}+u_i+\varepsilon_{it}$, with robustness checked using heteroskedasticity-consistent errors.</p>
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_18905618
institution Zenodo
language eng
publishDate 2010
publisher Zenodo
record_format zenodo
spellingShingle Innovative Biomedical Engineering Solutions for Diagnostic Devices in Resource-Limited Settings in Egypt,Context
Mahmoud, Maha Moustafa
Fahmy, Amira Ismail
Abdelsalam, Hamed El Sayed
Geographic
Sub-Saharan
Innovation
Methodology
Theory
Sustainability
Contextualization
<p>This study addresses a current research gap in Engineering concerning Biomedical Engineering Innovations for Diagnostic Devices in Resource-Limited Settings in Egypt. 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. Biomedical Engineering Innovations for Diagnostic Devices in Resource-Limited Settings, Egypt, Africa, Engineering, comparative study This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims. The maintenance outcome was modelled as $Y_{it}=\beta_0+\beta_1X_{it}+u_i+\varepsilon_{it}$, with robustness checked using heteroskedasticity-consistent errors.</p>
title Innovative Biomedical Engineering Solutions for Diagnostic Devices in Resource-Limited Settings in Egypt,Context
topic Geographic
Sub-Saharan
Innovation
Methodology
Theory
Sustainability
Contextualization
url https://doi.org/10.5281/zenodo.18905618