{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,24]],"date-time":"2025-09-24T03:40:20Z","timestamp":1758685220903,"version":"3.44.0"},"reference-count":15,"publisher":"Springer Science and Business Media LLC","issue":"9","license":[{"start":{"date-parts":[[2025,5,16]],"date-time":"2025-05-16T00:00:00Z","timestamp":1747353600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,5,16]],"date-time":"2025-05-16T00:00:00Z","timestamp":1747353600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/100000936","name":"Gordon and Betty Moore Foundation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000936","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Nat Comput Sci"],"DOI":"10.1038\/s43588-025-00806-9","type":"journal-article","created":{"date-parts":[[2025,5,16]],"date-time":"2025-05-16T05:02:19Z","timestamp":1747371739000},"page":"698-700","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Computational challenges arising in algorithmic fairness and health equity with generative AI"],"prefix":"10.1038","volume":"5","author":[{"given":"Vinith M.","family":"Suriyakumar","sequence":"first","affiliation":[]},{"given":"Anna","family":"Zink","sequence":"additional","affiliation":[]},{"given":"Maia","family":"Hightower","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6349-7251","authenticated-orcid":false,"given":"Marzyeh","family":"Ghassemi","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6700-1468","authenticated-orcid":false,"given":"Brett","family":"Beaulieu-Jones","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,5,16]]},"reference":[{"key":"806_CR1","doi-asserted-by":"publisher","DOI":"10.1056\/CAT.23.0404","author":"AA Tierney","year":"2024","unstructured":"Tierney, A. A. et al. NEJM Catal. Innov. Care Deliv. https:\/\/doi.org\/10.1056\/CAT.23.0404 (2024).","journal-title":"NEJM Catal. Innov. Care Deliv."},{"key":"806_CR2","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1001\/jama.2023.25054","volume":"331","author":"RM Wachter","year":"2024","unstructured":"Wachter, R. M. & Brynjolfsson, E. JAMA 331, 65\u201369 (2024).","journal-title":"JAMA"},{"key":"806_CR3","doi-asserted-by":"publisher","first-page":"242","DOI":"10.1001\/jama.2023.25057","volume":"331","author":"MD Howell","year":"2024","unstructured":"Howell, M. D., Corrado, G. S. & DeSalvo, K. B. JAMA 331, 242\u2013244 (2024).","journal-title":"JAMA"},{"key":"806_CR4","doi-asserted-by":"publisher","first-page":"2838","DOI":"10.1038\/s41591-024-03113-4","volume":"30","author":"Y Yang","year":"2024","unstructured":"Yang, Y., Zhang, H., Gichoya, J. W., Katabi, D. & Ghassemi, M. Nat. Med. 30, 2838\u20132848 (2024).","journal-title":"Nat. Med."},{"key":"806_CR5","doi-asserted-by":"publisher","first-page":"719","DOI":"10.1038\/s41551-023-01056-8","volume":"7","author":"RJ Chen","year":"2023","unstructured":"Chen, R. J. et al. Nat. Biomed. Eng. 7, 719\u2013742 (2023).","journal-title":"Nat. Biomed. Eng."},{"key":"806_CR6","doi-asserted-by":"publisher","first-page":"1097","DOI":"10.1162\/coli_a_00524","volume":"50","author":"IO Gallegos","year":"2024","unstructured":"Gallegos, I. O. et al. Comput. Linguist. Assoc. Comput. Linguist. 50, 1097\u20131179 (2024).","journal-title":"Comput. Linguist. Assoc. Comput. Linguist."},{"key":"806_CR7","unstructured":"Brunet, M.-E., Alkalay-Houlihan, C., Anderson, A. & Zemel, R. In Proceedings of the 36th International Conference on Machine Learning, 803\u2013811 (PMLR, 2019)."},{"key":"806_CR8","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1038\/s41586-024-07856-5","volume":"633","author":"V Hofmann","year":"2024","unstructured":"Hofmann, V., Kalluri, P. R., Jurafsky, D. & King, S. Nature 633, 147\u2013154 (2024).","journal-title":"Nature"},{"key":"806_CR9","doi-asserted-by":"publisher","first-page":"413","DOI":"10.1109\/TSE.2024.3519464","volume":"51","author":"Y Huang","year":"2025","unstructured":"Huang, Y. et al. IEEE Trans. Softw. Eng. 51, 413\u2013429 (2025).","journal-title":"IEEE Trans. Softw. Eng."},{"key":"806_CR10","doi-asserted-by":"publisher","DOI":"10.1145\/3696459","author":"G Mart\u00ednez","year":"2024","unstructured":"Mart\u00ednez, G., Hern\u00e1ndez, J. A., Conde, J., Reviriego, P. & Merino-G\u00f3mez, E. ACM Trans. Intell. Syst. Technol. https:\/\/doi.org\/10.1145\/3696459 (2024).","journal-title":"ACM Trans. Intell. Syst. Technol."},{"key":"806_CR11","unstructured":"Birhane, A., Prabhu, V. U. & Kahembwe, E. Preprint at https:\/\/arxiv.org\/abs\/2110.01963 (2021)."},{"key":"806_CR12","unstructured":"Groeneveld, D. et al. In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 15789\u201315809 (Association for Computational Linguistics, 2024)."},{"key":"806_CR13","unstructured":"Han, T., Kumar, A., Agarwal, C. & Lakkaraju, H. In 38th Conference on Neural Information Processing Systems, 33423\u201333454 (Curran Associates, Inc., 2024)"},{"key":"806_CR14","unstructured":"Achintalwar, S. et al. Preprint at https:\/\/arxiv.org\/abs\/2403.06009 (2024)."},{"key":"806_CR15","unstructured":"Mitchell, E., Lin, C., Bosselut, A., Finn, C. & Manning, C. D. In Proceedings of 39th International Conference on Machine Learning, 15817\u201315831 (PMLR, 2022)"}],"container-title":["Nature Computational Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.nature.com\/articles\/s43588-025-00806-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/s43588-025-00806-9","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/s43588-025-00806-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,24]],"date-time":"2025-09-24T03:04:05Z","timestamp":1758683045000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.nature.com\/articles\/s43588-025-00806-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5,16]]},"references-count":15,"journal-issue":{"issue":"9","published-online":{"date-parts":[[2025,9]]}},"alternative-id":["806"],"URL":"https:\/\/doi.org\/10.1038\/s43588-025-00806-9","relation":{},"ISSN":["2662-8457"],"issn-type":[{"type":"electronic","value":"2662-8457"}],"subject":[],"published":{"date-parts":[[2025,5,16]]},"assertion":[{"value":"16 May 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors declare no competing interests.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}]}}