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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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F1000 Research Limited
2021
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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. |
format | Online Article Text |
id | pubmed-7780339 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | F1000 Research Limited |
record_format | MEDLINE/PubMed |
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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