cirpublications.com-yUfk-1790899045-m924320832 1790899045 Clinical Intelligence Research Press info@cirpublications.com Clinical Intelligence Research Press Journal of Health Informatics and Digital Systems J. Health Inform. Digit. Syst. 3149-8973 2026 6 2 Jose Martinez Carmen Lopez 2026 10.68159/m924320832 https://cirpublications.com/pub/journal/2/article/m924320832 Labkoff S, Oladimeji B, Kannry J, Solomonides A, Leftwich R, Koski E, et al. Toward a responsible future: recommendations for AI-enabled clinical decision support. J Am Med Inform Assoc. 2024;31(11):2730-9. Bompelli A, Wang Y, Wan R, Singh E, Zhou Y, Xu L, et al. Social and behavioral determinants of health in the era of artificial intelligence with electronic health records: a scoping review. Health Data Sci. 2021;2021:9759016. Celi LA, Cellini J, Charpignon ML, Dee EC, Dernoncourt F, Eber R, et al. Sources of bias in artificial intelligence that perpetuate healthcare disparities: a global review. PLOS Digit Health. 2022;1(3):e0000022. 10.1371/journal.pdig.0000022 Nazer LH, Zatarah R, Waldrip S, Ke JXC, Moukheiber M, Khanna AK, et al. Bias in artificial intelligence algorithms and recommendations for mitigation. PLOS Digit Health. 2023;2(6):e0000278. 10.1371/journal.pdig.0000278 Guevara M, Chen S, Thomas S, Chaunzwa TL, Franco I, Kann BH, et al. Large language models to identify social determinants of health in electronic health records. NPJ Digit Med. 2024;7:6. 10.1038/s41746-023-00970-0 Kino S, Hsu YT, Shiba K, Chien YS, Mita C, Kawachi I, et al. A scoping review on the use of machine learning in research on social determinants of health. SSM Popul Health. 2021;15:100836. 10.1016/j.ssmph.2021.100836 Pinera PA, Kim PC, Pinera FA, Shen JJ. Social determinants and health equity activities and AI adoption in US hospitals. Int J Environ Res Public Health. 2025;22(2):294. 10.3390/ijerph22020294 Liu M, Ning Y, Teixayavong S, Liu X, Mertens M, Shang Y, et al. A scoping review and evidence gap analysis of clinical AI fairness. NPJ Digit Med. 2025;8(1):360. 10.1038/s41746-025-01667-2 van Kessel R, Seghers LE, Anderson M, Schutte NM, Monti G, Haig M, et al. A scoping review and expert consensus on digital determinants of health. Bull World Health Organ. 2025;103(2):110-125H. 10.2471/BLT.24.292057 Ueda D, Kakinuma T, Fujita S, Kamagata K, Fushimi Y, Ito R, et al. Fairness of artificial intelligence in healthcare: review and recommendations. Jpn J Radiol. 2024;42(1):3-15. 10.1007/s11604-023-01474-3 Hasanzadeh F, Josephson CB, Waters G, Adedinsewo D, Azizi Z, White JA. Bias recognition and mitigation strategies in artificial intelligence healthcare applications. NPJ Digit Med. 2025;8(1):154. 10.1038/s41746-025-01503-7 Chinta SV , Wang Z, Palikhe A, Zhang X, Kashif A, Smith MA,et al. AI-driven healthcare: A review on ensuring fairness and mitigating bias. PLOS Digit Health. 2025. 10.1371/journal.pdig.0000864 Colacci M, Huang YQ, Postill G, Zhelnov P, Fennelly O, Verma A, et al. Sociodemographic bias in clinical machine learning models. J Clin Epidemiol. 2025;178:111606. 10.1016/j.jclinepi.2024.111606 Anderson JW, Visweswaran S. Algorithmic individual fairness and healthcare: a scoping review. JAMIA Open. 2024;8(1):ooae149. Carey S, Pang A, Kamps M. Fairness in AI for healthcare. Future Healthc J. 2024;11(3):100177. 10.1016/j.fhj.2024.100177 Mienye ID, et al. A survey of bias and fairness in healthcare AI. IEEE Access. 2024. 10.1109/ACCESS.2024.10628826 Rangachari P, Thapa A. Impact of hospital initiatives addressing social determinants of health in the US: a scoping review. BMC Health Serv Res. 2025;25;342. 10.1186/s12913-025-12494-2 Song J, Hobensack M, Sequeira L, Shin HD, Davies S, Peltonen LM, et al. Social Determinants of Health in Digital Health Policies: an International Environmental Scan. Yearb Med Inform. 2024;33(1):283-91. 10.1055/s-0044-1800759 Kumar R, Sporn K, Waisberg E, Ong J, Paladugu P, Vadhera AS, et al. Navigating healthcare AI governance: algorithmic oversight and equity framework. J Med Internet Res. 2025. Kwon IG, Kim SH, Martin D. Integrating Social Determinants of Health to Precision Medicine through Digital Transformation: An Exploratory Roadmap. Int J Environ Res Public Health. 2021;18(9):5018. 10.3390/ijerph18095018 Liu C, et al. Digital transformation in measuring social determinants of health: a systematic review. J Glob Inf Manag. 2023 Olawade DB, Plabon SB, Ojo A, Ogunbona MA, Makanjuola BD, Olasilola OR. Human in the loop artificial intelligence in healthcare: applications, outcomes, and implementation challenges. Int J Med Inform. 2026;213:106362. 10.1016/j.ijmedinf.2026.106362 Baker E, August K, Mangra N, Kalogeropoulos D, Mellik A, Muller P, et al. The impact of a continuum of care on social determinants of health. Telehealth Med Today. 2025. 10.30953/thmt.v10.557 Basch CE, Basch CH. Artificial intelligence, digital media, and population health: Exposure science and social determinants of health. Ann N Y Acad Sci. 2025;1552(1):5-11. 10.1111/nyas.70020 Morita PP, Sahu KS, Oetomo A. Health monitoring using smart home technologies: scoping review. JMIR Mhealth Uhealth. 2023;11:e37347. 10.2196/37347 Andargoli AE, Ulapane N, Nguyen TA, Shuakat N, Zelcer J, Wickramasinghe N. Intelligent decision support systems for dementia care: A scoping review. Artif Intell Med. 2024;150:102815. 10.1016/j.artmed.2024.102815 Ports K, Dai J, Conniff K, Corrada MM, Manson SM, O’Connell J, et al. Machine learning to predict dementia for American Indian and Alaska Native peoples. Lancet Reg Health Am. 2025;43;101013. 10.1016/j.lana.2025.101013 Thovinakere N, Ghosh SS, Itturia-Medina Y, Geddes MR, . Social determinants of health and brain connectivity predicting physical activity. J Am Heart Assoc. 2025 10.1101/2024.09.30.24314678 Fareed M, Fatima M, Uddin J, Ahmed A, Sattar MA. Ethical considerations of large language models in healthcare: a systematic review. J Med Syst. 2025