Cargando…
A scoping review of the landscape of health-related open datasets in Latin America
Artificial intelligence (AI) algorithms have the potential to revolutionize healthcare, but their successful translation into clinical practice has been limited. One crucial factor is the data used to train these algorithms, which must be representative of the population. However, most healthcare da...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10599518/ https://www.ncbi.nlm.nih.gov/pubmed/37878549 http://dx.doi.org/10.1371/journal.pdig.0000368 |
_version_ | 1785125781191524352 |
---|---|
author | Restrepo, David Quion, Justin Vásquez-Venegas, Constanza Villanueva, Cleva Anthony Celi, Leo Nakayama, Luis Filipe |
author_facet | Restrepo, David Quion, Justin Vásquez-Venegas, Constanza Villanueva, Cleva Anthony Celi, Leo Nakayama, Luis Filipe |
author_sort | Restrepo, David |
collection | PubMed |
description | Artificial intelligence (AI) algorithms have the potential to revolutionize healthcare, but their successful translation into clinical practice has been limited. One crucial factor is the data used to train these algorithms, which must be representative of the population. However, most healthcare databases are derived from high-income countries, leading to non-representative models and potentially exacerbating health inequities. This review focuses on the landscape of health-related open datasets in Latin America, aiming to identify existing datasets, examine data-sharing frameworks, techniques, platforms, and formats, and identify best practices in Latin America. The review found 61 datasets from 23 countries, with the DATASUS dataset from Brazil contributing to the majority of articles. The analysis revealed a dearth of datasets created by the authors themselves, indicating a reliance on existing open datasets. The findings underscore the importance of promoting open data in Latin America. We provide recommendations for enhancing data sharing in the region. |
format | Online Article Text |
id | pubmed-10599518 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-105995182023-10-26 A scoping review of the landscape of health-related open datasets in Latin America Restrepo, David Quion, Justin Vásquez-Venegas, Constanza Villanueva, Cleva Anthony Celi, Leo Nakayama, Luis Filipe PLOS Digit Health Research Article Artificial intelligence (AI) algorithms have the potential to revolutionize healthcare, but their successful translation into clinical practice has been limited. One crucial factor is the data used to train these algorithms, which must be representative of the population. However, most healthcare databases are derived from high-income countries, leading to non-representative models and potentially exacerbating health inequities. This review focuses on the landscape of health-related open datasets in Latin America, aiming to identify existing datasets, examine data-sharing frameworks, techniques, platforms, and formats, and identify best practices in Latin America. The review found 61 datasets from 23 countries, with the DATASUS dataset from Brazil contributing to the majority of articles. The analysis revealed a dearth of datasets created by the authors themselves, indicating a reliance on existing open datasets. The findings underscore the importance of promoting open data in Latin America. We provide recommendations for enhancing data sharing in the region. Public Library of Science 2023-10-25 /pmc/articles/PMC10599518/ /pubmed/37878549 http://dx.doi.org/10.1371/journal.pdig.0000368 Text en © 2023 Restrepo 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 Restrepo, David Quion, Justin Vásquez-Venegas, Constanza Villanueva, Cleva Anthony Celi, Leo Nakayama, Luis Filipe A scoping review of the landscape of health-related open datasets in Latin America |
title | A scoping review of the landscape of health-related open datasets in Latin America |
title_full | A scoping review of the landscape of health-related open datasets in Latin America |
title_fullStr | A scoping review of the landscape of health-related open datasets in Latin America |
title_full_unstemmed | A scoping review of the landscape of health-related open datasets in Latin America |
title_short | A scoping review of the landscape of health-related open datasets in Latin America |
title_sort | scoping review of the landscape of health-related open datasets in latin america |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10599518/ https://www.ncbi.nlm.nih.gov/pubmed/37878549 http://dx.doi.org/10.1371/journal.pdig.0000368 |
work_keys_str_mv | AT restrepodavid ascopingreviewofthelandscapeofhealthrelatedopendatasetsinlatinamerica AT quionjustin ascopingreviewofthelandscapeofhealthrelatedopendatasetsinlatinamerica AT vasquezvenegasconstanza ascopingreviewofthelandscapeofhealthrelatedopendatasetsinlatinamerica AT villanuevacleva ascopingreviewofthelandscapeofhealthrelatedopendatasetsinlatinamerica AT anthonycelileo ascopingreviewofthelandscapeofhealthrelatedopendatasetsinlatinamerica AT nakayamaluisfilipe ascopingreviewofthelandscapeofhealthrelatedopendatasetsinlatinamerica AT restrepodavid scopingreviewofthelandscapeofhealthrelatedopendatasetsinlatinamerica AT quionjustin scopingreviewofthelandscapeofhealthrelatedopendatasetsinlatinamerica AT vasquezvenegasconstanza scopingreviewofthelandscapeofhealthrelatedopendatasetsinlatinamerica AT villanuevacleva scopingreviewofthelandscapeofhealthrelatedopendatasetsinlatinamerica AT anthonycelileo scopingreviewofthelandscapeofhealthrelatedopendatasetsinlatinamerica AT nakayamaluisfilipe scopingreviewofthelandscapeofhealthrelatedopendatasetsinlatinamerica |