Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Gallifant, Jack, Nakayama, Luis Filipe, Gichoya, Judy Wawira, Pierce, Robin, Celi, Leo Anthony
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
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
_version_ 1785021844488716288
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
work_keys_str_mv AT gallifantjack equityshouldbefundamentaltotheemergenceofinnovation
AT nakayamaluisfilipe equityshouldbefundamentaltotheemergenceofinnovation
AT gichoyajudywawira equityshouldbefundamentaltotheemergenceofinnovation
AT piercerobin equityshouldbefundamentaltotheemergenceofinnovation
AT celileoanthony equityshouldbefundamentaltotheemergenceofinnovation