A hybrid approach for designing dynamic and data-driven clinical pathways point of care instruments in low resource settings

Geletaw Sahle Tegenaw, Demisew Amenu, Girum Ketema, Frank Verbeke, Cornelis Jan, Bart Jansen

Onderzoeksoutput: Conference paper

1 Citaat (Scopus)

Samenvatting

Though a clinical pathway is one of the tools used to guide evidence-based healthcare, promoting the practice of evi- dence-based decisions on healthcare services is incredibly challenging in low resource settings (LRS). This paper pro- posed a novel approach for designing an automated and dy- namic generation of clinical pathways (CPs) in LRS through a hybrid (knowledge-based and data-driven based) algorithm that works with limited clinical input and can be updated whenever new information is available. Our proposed ap- proach dynamically maps and validate the knowledge-based clinical pathways with the local context and historical evi- dence to deliver a multi-criteria decision analysis (concor- dance table) for adjusting or re-adjusting the order of knowl- edge-based CPs decision priority. Our finding shows that the developed approach successfully delivered probabilistic-based CPs and found a promising result with Jimma Health Center “pregnancy, childbearing, and family planning” dataset.
Originele taal-2English
TitelMedInfo 2021: One World, One Health: Global Partnership for Digital Innovation
RedacteurenPaula Otero, Philip Scott, Susan Z. Martin, Elaine Huesing
Plaats van productieStudies in Health Technology and Informatics
Pagina's316-320
Aantal pagina's5
Volume290
UitgaveMEDINFO 2021
ISBN van elektronische versie10.3233/SHTI220087
DOI's
StatusPublished - 6 jun 2022
EvenementMedinfo 2021 One World, One Health: Global Partnership for Digital Innovation
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Duur: 2 okt 20204 okt 2020
https://imia-medinfo.org/wp/event/medinfo-2021/

Publicatie series

NaamStudies in Health Technology and Informatics
UitgeverijIOS PRESS BOOKS
Nummer316 - 320
Volume290

Conference

ConferenceMedinfo 2021 One World, One Health: Global Partnership for Digital Innovation
Verkorte titelOctober 2-4, 2021
Periode2/10/204/10/20
Internet adres

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