Cargando…

ePOCT+ and the medAL-suite: Development of an electronic clinical decision support algorithm and digital platform for pediatric outpatients in low- and middle-income countries

Electronic clinical decision support algorithms (CDSAs) have been developed to address high childhood mortality and inappropriate antibiotic prescription by helping clinicians adhere to guidelines. Previously identified challenges of CDSAs include their limited scope, usability, and outdated clinica...

Descripción completa

Detalles Bibliográficos
Autores principales: Tan, Rainer, Cobuccio, Ludovico, Beynon, Fenella, Levine, Gillian A., Vaezipour, Nina, Luwanda, Lameck Bonaventure, Mangu, Chacha, Vonlanthen, Alan, De Santis, Olga, Salim, Nahya, Manji, Karim, Naburi, Helga, Chirande, Lulu, Matata, Lena, Bulongeleje, Method, Moshiro, Robert, Miheso, Andolo, Arimi, Peter, Ndiaye, Ousmane, Faye, Moctar, Thiongane, Aliou, Awasthi, Shally, Sharma, Kovid, Kumar, Gaurav, Van De Maat, Josephine, Kulinkina, Alexandra, Rwandarwacu, Victor, Dusengumuremyi, Théophile, Nkuranga, John Baptist, Rusingiza, Emmanuel, Tuyisenge, Lisine, Hartley, Mary-Anne, Faivre, Vincent, Thabard, Julien, Keitel, Kristina, D’Acremont, Valérie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9931356/
https://www.ncbi.nlm.nih.gov/pubmed/36812607
http://dx.doi.org/10.1371/journal.pdig.0000170
_version_ 1784889231209922560
author Tan, Rainer
Cobuccio, Ludovico
Beynon, Fenella
Levine, Gillian A.
Vaezipour, Nina
Luwanda, Lameck Bonaventure
Mangu, Chacha
Vonlanthen, Alan
De Santis, Olga
Salim, Nahya
Manji, Karim
Naburi, Helga
Chirande, Lulu
Matata, Lena
Bulongeleje, Method
Moshiro, Robert
Miheso, Andolo
Arimi, Peter
Ndiaye, Ousmane
Faye, Moctar
Thiongane, Aliou
Awasthi, Shally
Sharma, Kovid
Kumar, Gaurav
Van De Maat, Josephine
Kulinkina, Alexandra
Rwandarwacu, Victor
Dusengumuremyi, Théophile
Nkuranga, John Baptist
Rusingiza, Emmanuel
Tuyisenge, Lisine
Hartley, Mary-Anne
Faivre, Vincent
Thabard, Julien
Keitel, Kristina
D’Acremont, Valérie
author_facet Tan, Rainer
Cobuccio, Ludovico
Beynon, Fenella
Levine, Gillian A.
Vaezipour, Nina
Luwanda, Lameck Bonaventure
Mangu, Chacha
Vonlanthen, Alan
De Santis, Olga
Salim, Nahya
Manji, Karim
Naburi, Helga
Chirande, Lulu
Matata, Lena
Bulongeleje, Method
Moshiro, Robert
Miheso, Andolo
Arimi, Peter
Ndiaye, Ousmane
Faye, Moctar
Thiongane, Aliou
Awasthi, Shally
Sharma, Kovid
Kumar, Gaurav
Van De Maat, Josephine
Kulinkina, Alexandra
Rwandarwacu, Victor
Dusengumuremyi, Théophile
Nkuranga, John Baptist
Rusingiza, Emmanuel
Tuyisenge, Lisine
Hartley, Mary-Anne
Faivre, Vincent
Thabard, Julien
Keitel, Kristina
D’Acremont, Valérie
author_sort Tan, Rainer
collection PubMed
description Electronic clinical decision support algorithms (CDSAs) have been developed to address high childhood mortality and inappropriate antibiotic prescription by helping clinicians adhere to guidelines. Previously identified challenges of CDSAs include their limited scope, usability, and outdated clinical content. To address these challenges we developed ePOCT+, a CDSA for the care of pediatric outpatients in low- and middle-income settings, and the medical algorithm suite (medAL-suite), a software for the creation and execution of CDSAs. Following the principles of digital development, we aim to describe the process and lessons learnt from the development of ePOCT+ and the medAL-suite. In particular, this work outlines the systematic integrative development process in the design and implementation of these tools required to meet the needs of clinicians to improve uptake and quality of care. We considered the feasibility, acceptability and reliability of clinical signs and symptoms, as well as the diagnostic and prognostic performance of predictors. To assure clinical validity, and appropriateness for the country of implementation the algorithm underwent numerous reviews by clinical experts and health authorities from the implementing countries. The digitalization process involved the creation of medAL-creator, a digital platform which allows clinicians without IT programming skills to easily create the algorithms, and medAL-reader the mobile health (mHealth) application used by clinicians during the consultation. Extensive feasibility tests were done with feedback from end-users of multiple countries to improve the clinical algorithm and medAL-reader software. We hope that the development framework used for developing ePOCT+ will help support the development of other CDSAs, and that the open-source medAL-suite will enable others to easily and independently implement them. Further clinical validation studies are underway in Tanzania, Rwanda, Kenya, Senegal, and India.
format Online
Article
Text
id pubmed-9931356
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-99313562023-02-16 ePOCT+ and the medAL-suite: Development of an electronic clinical decision support algorithm and digital platform for pediatric outpatients in low- and middle-income countries Tan, Rainer Cobuccio, Ludovico Beynon, Fenella Levine, Gillian A. Vaezipour, Nina Luwanda, Lameck Bonaventure Mangu, Chacha Vonlanthen, Alan De Santis, Olga Salim, Nahya Manji, Karim Naburi, Helga Chirande, Lulu Matata, Lena Bulongeleje, Method Moshiro, Robert Miheso, Andolo Arimi, Peter Ndiaye, Ousmane Faye, Moctar Thiongane, Aliou Awasthi, Shally Sharma, Kovid Kumar, Gaurav Van De Maat, Josephine Kulinkina, Alexandra Rwandarwacu, Victor Dusengumuremyi, Théophile Nkuranga, John Baptist Rusingiza, Emmanuel Tuyisenge, Lisine Hartley, Mary-Anne Faivre, Vincent Thabard, Julien Keitel, Kristina D’Acremont, Valérie PLOS Digit Health Research Article Electronic clinical decision support algorithms (CDSAs) have been developed to address high childhood mortality and inappropriate antibiotic prescription by helping clinicians adhere to guidelines. Previously identified challenges of CDSAs include their limited scope, usability, and outdated clinical content. To address these challenges we developed ePOCT+, a CDSA for the care of pediatric outpatients in low- and middle-income settings, and the medical algorithm suite (medAL-suite), a software for the creation and execution of CDSAs. Following the principles of digital development, we aim to describe the process and lessons learnt from the development of ePOCT+ and the medAL-suite. In particular, this work outlines the systematic integrative development process in the design and implementation of these tools required to meet the needs of clinicians to improve uptake and quality of care. We considered the feasibility, acceptability and reliability of clinical signs and symptoms, as well as the diagnostic and prognostic performance of predictors. To assure clinical validity, and appropriateness for the country of implementation the algorithm underwent numerous reviews by clinical experts and health authorities from the implementing countries. The digitalization process involved the creation of medAL-creator, a digital platform which allows clinicians without IT programming skills to easily create the algorithms, and medAL-reader the mobile health (mHealth) application used by clinicians during the consultation. Extensive feasibility tests were done with feedback from end-users of multiple countries to improve the clinical algorithm and medAL-reader software. We hope that the development framework used for developing ePOCT+ will help support the development of other CDSAs, and that the open-source medAL-suite will enable others to easily and independently implement them. Further clinical validation studies are underway in Tanzania, Rwanda, Kenya, Senegal, and India. Public Library of Science 2023-01-19 /pmc/articles/PMC9931356/ /pubmed/36812607 http://dx.doi.org/10.1371/journal.pdig.0000170 Text en © 2023 Tan et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Tan, Rainer
Cobuccio, Ludovico
Beynon, Fenella
Levine, Gillian A.
Vaezipour, Nina
Luwanda, Lameck Bonaventure
Mangu, Chacha
Vonlanthen, Alan
De Santis, Olga
Salim, Nahya
Manji, Karim
Naburi, Helga
Chirande, Lulu
Matata, Lena
Bulongeleje, Method
Moshiro, Robert
Miheso, Andolo
Arimi, Peter
Ndiaye, Ousmane
Faye, Moctar
Thiongane, Aliou
Awasthi, Shally
Sharma, Kovid
Kumar, Gaurav
Van De Maat, Josephine
Kulinkina, Alexandra
Rwandarwacu, Victor
Dusengumuremyi, Théophile
Nkuranga, John Baptist
Rusingiza, Emmanuel
Tuyisenge, Lisine
Hartley, Mary-Anne
Faivre, Vincent
Thabard, Julien
Keitel, Kristina
D’Acremont, Valérie
ePOCT+ and the medAL-suite: Development of an electronic clinical decision support algorithm and digital platform for pediatric outpatients in low- and middle-income countries
title ePOCT+ and the medAL-suite: Development of an electronic clinical decision support algorithm and digital platform for pediatric outpatients in low- and middle-income countries
title_full ePOCT+ and the medAL-suite: Development of an electronic clinical decision support algorithm and digital platform for pediatric outpatients in low- and middle-income countries
title_fullStr ePOCT+ and the medAL-suite: Development of an electronic clinical decision support algorithm and digital platform for pediatric outpatients in low- and middle-income countries
title_full_unstemmed ePOCT+ and the medAL-suite: Development of an electronic clinical decision support algorithm and digital platform for pediatric outpatients in low- and middle-income countries
title_short ePOCT+ and the medAL-suite: Development of an electronic clinical decision support algorithm and digital platform for pediatric outpatients in low- and middle-income countries
title_sort epoct+ and the medal-suite: development of an electronic clinical decision support algorithm and digital platform for pediatric outpatients in low- and middle-income countries
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9931356/
https://www.ncbi.nlm.nih.gov/pubmed/36812607
http://dx.doi.org/10.1371/journal.pdig.0000170
work_keys_str_mv AT tanrainer epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT cobuccioludovico epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT beynonfenella epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT levinegilliana epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT vaezipournina epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT luwandalameckbonaventure epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT manguchacha epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT vonlanthenalan epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT desantisolga epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT salimnahya epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT manjikarim epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT naburihelga epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT chirandelulu epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT matatalena epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT bulongelejemethod epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT moshirorobert epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT mihesoandolo epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT arimipeter epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT ndiayeousmane epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT fayemoctar epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT thionganealiou epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT awasthishally epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT sharmakovid epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT kumargaurav epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT vandemaatjosephine epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT kulinkinaalexandra epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT rwandarwacuvictor epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT dusengumuremyitheophile epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT nkurangajohnbaptist epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT rusingizaemmanuel epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT tuyisengelisine epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT hartleymaryanne epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT faivrevincent epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT thabardjulien epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT keitelkristina epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries
AT dacremontvalerie epoctandthemedalsuitedevelopmentofanelectronicclinicaldecisionsupportalgorithmanddigitalplatformforpediatricoutpatientsinlowandmiddleincomecountries