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Equity should be fundamental to the emergence of innovation
The ability of artificial intelligence to perpetuate bias at scale is increasingly recognized. Recently, proposals for implementing regulation that safeguards such discrimination have come under pressure due to the potential of such restrictions stifling innovation within the field. In this formal c...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10085007/ https://www.ncbi.nlm.nih.gov/pubmed/37036866 http://dx.doi.org/10.1371/journal.pdig.0000224 |
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author | Gallifant, Jack Nakayama, Luis Filipe Gichoya, Judy Wawira Pierce, Robin Celi, Leo Anthony |
author_facet | Gallifant, Jack Nakayama, Luis Filipe Gichoya, Judy Wawira Pierce, Robin Celi, Leo Anthony |
author_sort | Gallifant, Jack |
collection | PubMed |
description | The ability of artificial intelligence to perpetuate bias at scale is increasingly recognized. Recently, proposals for implementing regulation that safeguards such discrimination have come under pressure due to the potential of such restrictions stifling innovation within the field. In this formal comment, we highlight the potential dangers of such views and explore key examples that define this relationship between health equity and innovation. We propose that health equity is a vital component of healthcare and should not be compromised to expedite the advancement of results for the few at the expense of vulnerable populations. A data-centered future that works for all will require funding bodies to incentivize equity-focused AI, and organizations must be held accountable for the differential impact of such algorithms post-deployment. |
format | Online Article Text |
id | pubmed-10085007 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-100850072023-04-11 Equity should be fundamental to the emergence of innovation Gallifant, Jack Nakayama, Luis Filipe Gichoya, Judy Wawira Pierce, Robin Celi, Leo Anthony PLOS Digit Health Formal Comment The ability of artificial intelligence to perpetuate bias at scale is increasingly recognized. Recently, proposals for implementing regulation that safeguards such discrimination have come under pressure due to the potential of such restrictions stifling innovation within the field. In this formal comment, we highlight the potential dangers of such views and explore key examples that define this relationship between health equity and innovation. We propose that health equity is a vital component of healthcare and should not be compromised to expedite the advancement of results for the few at the expense of vulnerable populations. A data-centered future that works for all will require funding bodies to incentivize equity-focused AI, and organizations must be held accountable for the differential impact of such algorithms post-deployment. Public Library of Science 2023-04-10 /pmc/articles/PMC10085007/ /pubmed/37036866 http://dx.doi.org/10.1371/journal.pdig.0000224 Text en © 2023 Gallifant 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 | Formal Comment Gallifant, Jack Nakayama, Luis Filipe Gichoya, Judy Wawira Pierce, Robin Celi, Leo Anthony Equity should be fundamental to the emergence of innovation |
title | Equity should be fundamental to the emergence of innovation |
title_full | Equity should be fundamental to the emergence of innovation |
title_fullStr | Equity should be fundamental to the emergence of innovation |
title_full_unstemmed | Equity should be fundamental to the emergence of innovation |
title_short | Equity should be fundamental to the emergence of innovation |
title_sort | equity should be fundamental to the emergence of innovation |
topic | Formal Comment |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10085007/ https://www.ncbi.nlm.nih.gov/pubmed/37036866 http://dx.doi.org/10.1371/journal.pdig.0000224 |
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