Equity should be fundamental to the emergence of innovation

Author:

Gallifant JackORCID,Nakayama Luis Filipe,Gichoya Judy Wawira,Pierce Robin,Celi Leo Anthony

Abstract

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.

Publisher

Public Library of Science (PLoS)

Reference15 articles.

1. HHS OCR and the US Attorney’s Office of Connecticut Enter Agreement with UConn Health to ensure effective communication;Office for Civil Rights (OCR);US Department of Health and Human Services,2016

2. Industry group petitions FDA to withdraw CDS guidance;F. Al-Faruque,2023

3. Clinical Algorithms, Antidiscrimination Laws, and Medical Device Regulation;KE Goodman;JAMA,2023

4. Potential Biases in Machine Learning Algorithms Using Electronic Health Record Data.;MA Gianfrancesco;JAMA Intern Med,2018

5. AI recognition of patient race in medical imaging: a modelling study;JW Gichoya;Lancet Digit Health,2022

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3