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A reproducible picture of open access health facility data in Africa and R tools to support improvement

Background: Open data on the locations and services provided by health facilities have, in some countries, allowed the development of software tools contributing to COVID-19 response. The UN and WHO encourage countries to make health facility location data open, to encourage use and improvement. We...

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Autores principales: South, Andy, Dicko, Ahmadou, Herringer, Mark, Macharia, Peter M., Maina, Joseph, Okiro, Emelda A., Snow, Robert W., van der Walt, Anelda
Formato: Online Artículo Texto
Lenguaje:English
Publicado: F1000 Research Limited 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7780339/
https://www.ncbi.nlm.nih.gov/pubmed/33437875
http://dx.doi.org/10.12688/wellcomeopenres.16075.2
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author South, Andy
Dicko, Ahmadou
Herringer, Mark
Macharia, Peter M.
Maina, Joseph
Okiro, Emelda A.
Snow, Robert W.
van der Walt, Anelda
author_facet South, Andy
Dicko, Ahmadou
Herringer, Mark
Macharia, Peter M.
Maina, Joseph
Okiro, Emelda A.
Snow, Robert W.
van der Walt, Anelda
author_sort South, Andy
collection PubMed
description Background: Open data on the locations and services provided by health facilities have, in some countries, allowed the development of software tools contributing to COVID-19 response. The UN and WHO encourage countries to make health facility location data open, to encourage use and improvement. We provide a summary of open access health facility location data in Africa using re-useable R code. We aim to support data analysts developing software tools to address COVID-19 response in individual countries. In Africa there are currently three main sources of such open data; 1) direct from national ministries of health, 2) a database for sub-Saharan Africa collated and published by a team from KEMRI-Wellcome Trust Research Programme and now hosted by WHO, and 3) The Global Healthsites Mapping Project in collaboration with OpenStreetMap.      Methods: We searched for and documented official national facility location data that were openly available. We developed re-useable open-source R code to summarise and visualise facility location data by country from the three sources. This re-useable code is used to provide a web user interface allowing data exploration through maps and plots of facility type. Results: Out of 52 African countries, seven currently provide an official open facility list that can be downloaded and analysed reproducibly. Considering all three sources, there are over 185,000 health facility locations available for Africa. However, there are differences and overlaps between sources and a lack of data on capacities and service provision. Conclusions: These summaries and software tools can be used to encourage greater use of existing health facility location data, incentivise further improvements in the provision of those data by national suppliers, and encourage collaboration within wider data communities. The tools are a part of the afrimapr project, actively developing R building blocks to facilitate the use of health data in Africa.
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spelling pubmed-77803392021-01-11 A reproducible picture of open access health facility data in Africa and R tools to support improvement South, Andy Dicko, Ahmadou Herringer, Mark Macharia, Peter M. Maina, Joseph Okiro, Emelda A. Snow, Robert W. van der Walt, Anelda Wellcome Open Res Research Article Background: Open data on the locations and services provided by health facilities have, in some countries, allowed the development of software tools contributing to COVID-19 response. The UN and WHO encourage countries to make health facility location data open, to encourage use and improvement. We provide a summary of open access health facility location data in Africa using re-useable R code. We aim to support data analysts developing software tools to address COVID-19 response in individual countries. In Africa there are currently three main sources of such open data; 1) direct from national ministries of health, 2) a database for sub-Saharan Africa collated and published by a team from KEMRI-Wellcome Trust Research Programme and now hosted by WHO, and 3) The Global Healthsites Mapping Project in collaboration with OpenStreetMap.      Methods: We searched for and documented official national facility location data that were openly available. We developed re-useable open-source R code to summarise and visualise facility location data by country from the three sources. This re-useable code is used to provide a web user interface allowing data exploration through maps and plots of facility type. Results: Out of 52 African countries, seven currently provide an official open facility list that can be downloaded and analysed reproducibly. Considering all three sources, there are over 185,000 health facility locations available for Africa. However, there are differences and overlaps between sources and a lack of data on capacities and service provision. Conclusions: These summaries and software tools can be used to encourage greater use of existing health facility location data, incentivise further improvements in the provision of those data by national suppliers, and encourage collaboration within wider data communities. The tools are a part of the afrimapr project, actively developing R building blocks to facilitate the use of health data in Africa. F1000 Research Limited 2021-02-16 /pmc/articles/PMC7780339/ /pubmed/33437875 http://dx.doi.org/10.12688/wellcomeopenres.16075.2 Text en Copyright: © 2021 South A et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
South, Andy
Dicko, Ahmadou
Herringer, Mark
Macharia, Peter M.
Maina, Joseph
Okiro, Emelda A.
Snow, Robert W.
van der Walt, Anelda
A reproducible picture of open access health facility data in Africa and R tools to support improvement
title A reproducible picture of open access health facility data in Africa and R tools to support improvement
title_full A reproducible picture of open access health facility data in Africa and R tools to support improvement
title_fullStr A reproducible picture of open access health facility data in Africa and R tools to support improvement
title_full_unstemmed A reproducible picture of open access health facility data in Africa and R tools to support improvement
title_short A reproducible picture of open access health facility data in Africa and R tools to support improvement
title_sort reproducible picture of open access health facility data in africa and r tools to support improvement
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7780339/
https://www.ncbi.nlm.nih.gov/pubmed/33437875
http://dx.doi.org/10.12688/wellcomeopenres.16075.2
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