Role and Use of Race in Artificial Intelligence and Machine Learning Models Related to Health
AbstractThe role and use of race within health-related artificial intelligence (AI) and machine learning (ML) models have sparked increasing attention and controversy. Despite the complexity and breadth of related issues, a robust and holistic framework to guide stakeholders in their exam...
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| Format: | Article |
| Language: | English |
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JMIR Publications
2025-07-01
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| Series: | Journal of Medical Internet Research |
| Online Access: | https://www.jmir.org/2025/1/e73996 |
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| _version_ | 1849406089280356352 |
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| author | Martin C Were Ang Li Bradley A Malin Zhijun Yin Joseph R Coco Benjamin X Collins Ellen Wright Clayton Laurie L Novak Rachele Hendricks-Sturrup Abiodun O Oluyomi Shilo Anders Chao Yan |
| author_facet | Martin C Were Ang Li Bradley A Malin Zhijun Yin Joseph R Coco Benjamin X Collins Ellen Wright Clayton Laurie L Novak Rachele Hendricks-Sturrup Abiodun O Oluyomi Shilo Anders Chao Yan |
| author_sort | Martin C Were |
| collection | DOAJ |
| description |
AbstractThe role and use of race within health-related artificial intelligence (AI) and machine learning (ML) models have sparked increasing attention and controversy. Despite the complexity and breadth of related issues, a robust and holistic framework to guide stakeholders in their examination and resolution remains lacking. This perspective provides a broad-based, systematic, and crosscutting landscape analysis of race-related challenges, structured around the AI and ML life cycle and framed through “points to consider” to support inquiry and decision-making. |
| format | Article |
| id | doaj-art-094dbe4339004efd9c9435eaf4a0e9e6 |
| institution | Kabale University |
| issn | 1438-8871 |
| language | English |
| publishDate | 2025-07-01 |
| publisher | JMIR Publications |
| record_format | Article |
| series | Journal of Medical Internet Research |
| spelling | doaj-art-094dbe4339004efd9c9435eaf4a0e9e62025-08-20T03:36:31ZengJMIR PublicationsJournal of Medical Internet Research1438-88712025-07-0127e73996e7399610.2196/73996Role and Use of Race in Artificial Intelligence and Machine Learning Models Related to HealthMartin C Werehttp://orcid.org/0000-0003-3010-011XAng Lihttp://orcid.org/0000-0002-8455-2309Bradley A Malinhttp://orcid.org/0000-0003-3040-5175Zhijun Yinhttp://orcid.org/0000-0002-3075-1337Joseph R Cocohttp://orcid.org/0000-0001-6195-5757Benjamin X Collinshttp://orcid.org/0000-0002-6884-3819Ellen Wright Claytonhttp://orcid.org/0000-0002-0308-4110Laurie L Novakhttp://orcid.org/0000-0002-0415-4301Rachele Hendricks-Sturruphttp://orcid.org/0000-0002-3390-2583Abiodun O Oluyomihttp://orcid.org/0000-0002-6603-6941Shilo Andershttp://orcid.org/0000-0002-2327-7323Chao Yanhttp://orcid.org/0000-0002-6719-1388 AbstractThe role and use of race within health-related artificial intelligence (AI) and machine learning (ML) models have sparked increasing attention and controversy. Despite the complexity and breadth of related issues, a robust and holistic framework to guide stakeholders in their examination and resolution remains lacking. This perspective provides a broad-based, systematic, and crosscutting landscape analysis of race-related challenges, structured around the AI and ML life cycle and framed through “points to consider” to support inquiry and decision-making.https://www.jmir.org/2025/1/e73996 |
| spellingShingle | Martin C Were Ang Li Bradley A Malin Zhijun Yin Joseph R Coco Benjamin X Collins Ellen Wright Clayton Laurie L Novak Rachele Hendricks-Sturrup Abiodun O Oluyomi Shilo Anders Chao Yan Role and Use of Race in Artificial Intelligence and Machine Learning Models Related to Health Journal of Medical Internet Research |
| title | Role and Use of Race in Artificial Intelligence and Machine Learning Models Related to Health |
| title_full | Role and Use of Race in Artificial Intelligence and Machine Learning Models Related to Health |
| title_fullStr | Role and Use of Race in Artificial Intelligence and Machine Learning Models Related to Health |
| title_full_unstemmed | Role and Use of Race in Artificial Intelligence and Machine Learning Models Related to Health |
| title_short | Role and Use of Race in Artificial Intelligence and Machine Learning Models Related to Health |
| title_sort | role and use of race in artificial intelligence and machine learning models related to health |
| url | https://www.jmir.org/2025/1/e73996 |
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