A Proposed Framework on Integrating Health Equity and Racial Justice into the Artificial Intelligence Development Lifecycle

被引:42
|
作者
Dankwa-Mullan, Irene [1 ]
Scheufele, Elisabeth Lee [1 ]
Matheny, Michael E. [2 ]
Quintana, Yuri [3 ,4 ]
Chapman, Wendy W. [5 ]
Jackson, Gretchen [1 ]
South, Brett R. [1 ]
机构
[1] IBM Watson Hlth, Cambridge, MA 02142 USA
[2] Vanderbilt Univ, Med Ctr, Nashville, TN USA
[3] Beth Israel Deaconess Med Ctr, Boston, MA 02215 USA
[4] Harvard Med Sch, Boston, MA 02115 USA
[5] Univ Melbourne, Melbourne, Vic, Australia
关键词
Artificial Intelligence; AI ethics; health disparities; COVID-19; AI lifecycle; health equity principles; CARE;
D O I
10.1353/hpu.2021.0065
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
The COVID-19 pandemic has created multiple opportunities to deploy artificial intelligence (AI)-driven tools and applied interventions to understand, mitigate, and manage the pandemic and its consequences. The disproportionate impact of COVID-19 on racial/ethnic minority and socially disadvantaged populations underscores the need to anticipate and address social inequalities and health disparities in AI development and application. Before the pandemic, there was growing optimism about AI's role in addressing inequities and enhancing personalized care. Unfortunately, ethical and social issues that are encountered in scaling, developing, and applying advanced technologies in health care settings have intensified during the rapidly evolving public health crisis. Critical voices concerned with the disruptive potentials and risk for engineered inequities have called for re-examining ethical guidelines in the development and application of AI. This paper proposes a framework to incorporate ethical AI principles into the development process in ways that intentionally promote racial health equity and social justice. Without centering on equity, justice, and ethical AI, these tools may exacerbate structural inequities that can lead to disparate health outcomes.
引用
收藏
页码:300 / 317
页数:18
相关论文
共 50 条
  • [41] A proposed framework for a digital literacy course for artificial intelligence in academic libraries
    Chigwada, Josiline
    SOUTH AFRICAN JOURNAL OF LIBRARIES AND INFORMATION SCIENCE, 2024, 90 (02)
  • [42] The Impact of Artificial Intelligence on Health Equity in Oncology: A Scoping Review
    Istasy, Paul
    Lee, Wen Shen
    Iansavitchene, Alla
    Upshur, Ross
    Sadikovic, Bekim
    Lazo-Langner, Alejandro
    Chin-Yee, Benjamin
    BLOOD, 2021, 138
  • [43] INSTITUTIONAL FRAMEWORK FOR THE DEVELOPMENT OF ARTIFICIAL INTELLIGENCE IN THE INDUSTRY
    Nikitaeva, Anastasia Y.
    Salem, Abdel-Badeeh M.
    JOURNAL OF INSTITUTIONAL STUDIES, 2022, 14 (01) : 108 - 126
  • [44] Exploring transportation equity: Development and application of a transportation justice framework
    Beiler, Michelle Oswald
    Mohammed, Mona
    TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT, 2016, 47 : 285 - 298
  • [45] Towards health equity and social justice: an applied framework of decolonization in health promotion
    Chandanabhumma, P. Paul
    Narasimhan, Subasri
    HEALTH PROMOTION INTERNATIONAL, 2020, 35 (04) : 831 - 840
  • [46] Community Partnered Participatory Research methods as tools for racial justice and health equity
    Brooks, M. J.
    Fields, E. L.
    PERSPECTIVES IN PUBLIC HEALTH, 2021, 141 (05) : 261 - 262
  • [47] Integrating STEMM in Higher Education: a proposed curriculum development framework
    Conner, Lindsey
    HEAD'20: 6TH INTERNATIONAL CONFERENCE ON HIGHER EDUCATION ADVANCES, 2020, : 353 - 360
  • [48] Research for Health Justice: an ethical framework linking global health research to health equity
    Pratt, Bridget
    BMJ GLOBAL HEALTH, 2021, 6 (02):
  • [49] Health Equity and Ethical Considerations in Using Artificial Intelligence in Public Health and Medicine
    Dankwa-Mullan, Irene
    PREVENTING CHRONIC DISEASE, 2024, 21
  • [50] Getting Grounded: Building a Foundation for Health Equity and Racial Justice Work in Health Care Teams
    Reid, Amy
    Brandes, Rebecca
    Butler-MacKay, Dennie
    Ortiz, Abigail
    Kramer, Sara
    Sivashanker, Karthik
    Mate, Kedar
    NEJM CATALYST INNOVATIONS IN CARE DELIVERY, 2022, 3 (01):