{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T01:33:47Z","timestamp":1785461627854,"version":"3.56.0"},"reference-count":155,"publisher":"MDPI AG","issue":"12","license":[{"start":{"date-parts":[[2025,11,29]],"date-time":"2025-11-29T00:00:00Z","timestamp":1764374400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Future Internet"],"abstract":"<jats:p>Artificial intelligence (AI) is increasingly positioned as a transformative force in healthcare. The translation of AI from technical validation to real-world clinical impact remains a critical challenge. This systematic review aims to synthesize the evidence on the AI translational pathway in healthcare, focusing on the systemic barriers and facilitators to integration. Following PRISMA 2020 guidelines, we searched PubMed, Scopus, Web of Science, and IEEE Xplore for studies published between 2000 and 2025. We included peer-reviewed original research, clinical trials, observational studies, and reviews reporting on AI technical validation, clinical deployment, implementation outcomes, or ethical governance. While AI models consistently demonstrate high diagnostic accuracy (92\u201398% in radiology) and robust predictive performance (AUC 0.76\u20130.82 in readmission forecasting), clinical adoption remains limited, with only 15\u201325% of departments integrating AI tools and approximately 60% of projects failing beyond pilot testing. Key barriers include interoperability limitations affecting over half of implementations, lack of clinician trust in unsupervised systems (35%), and regulatory immaturity, with only 27% of countries establishing AI governance frameworks. Moreover, performance disparities exceeding 10% were identified in 28% of models, alongside a pronounced global divide, as 73% of low-resource health systems lack enabling infrastructure. These findings underscore the need for systemic, trustworthy, and equity-driven AI integration strategies.<\/jats:p>","DOI":"10.3390\/fi17120550","type":"journal-article","created":{"date-parts":[[2025,12,5]],"date-time":"2025-12-05T15:11:24Z","timestamp":1764947484000},"page":"550","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["The AI-Powered Healthcare Ecosystem: Bridging the Chasm Between Technical Validation and Systemic Integration\u2014A Systematic Review"],"prefix":"10.3390","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-2911-4609","authenticated-orcid":false,"given":"Babiker Mohamed","family":"Rahamtalla","sequence":"first","affiliation":[{"name":"Department of Community Medicine, University of Medical Sciences and Technology, Khartoum P.O. Box 12810, Sudan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0637-5658","authenticated-orcid":false,"given":"Isameldin Elamin","family":"Medani","sequence":"additional","affiliation":[{"name":"Department of Obstetrics and Gynecology, Faculty of Medicine, Jazan University, Jazan 82722, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0295-7741","authenticated-orcid":false,"given":"Mohammed Eltahir","family":"Abdelhag","sequence":"additional","affiliation":[{"name":"Department of Computer Science, College of Engineering and Computer Science, Jazan University, Jazan 82722, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5861-9568","authenticated-orcid":false,"given":"Sara Ahmed","family":"Eltigani","sequence":"additional","affiliation":[{"name":"Department of Laboratory, Jazan General Hospital, Jazan 45141, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-8416-834X","authenticated-orcid":false,"given":"Sudha K.","family":"Rajan","sequence":"additional","affiliation":[{"name":"Department of Obstetrics and Gynecology, Faculty of Medicine, Jazan University, Jazan 82722, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-3029-8820","authenticated-orcid":false,"given":"Essam","family":"Falgy","sequence":"additional","affiliation":[{"name":"Department of Biochemistry Lab, Faculty of Medicine, Jazan University, Jazan 82722, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3915-0009","authenticated-orcid":false,"given":"Nazik Mubarak","family":"Hassan","sequence":"additional","affiliation":[{"name":"Department of Health Promotion & Education, Faculty of Public Health & Health Informatics, Umm-Al-Qura University, Taif Road, Mecca 21955, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-2381-7948","authenticated-orcid":false,"given":"Marwa Elfatih","family":"Fadailu","sequence":"additional","affiliation":[{"name":"Women Health Hospital, Ministry of National Guard Health Affairs, Riyadh 11426, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-5575-2129","authenticated-orcid":false,"given":"Hayat Ahmad","family":"Khudhayr","sequence":"additional","affiliation":[{"name":"Department of Obstetrics and Gynecology, Jazan General Hospital, Jazan 45142, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3139-7824","authenticated-orcid":false,"given":"Abuzar","family":"Abdalla","sequence":"additional","affiliation":[{"name":"Department of Anatomy, Faculty of Medicine, Jazan University, Jazan 82722, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2025,11,29]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"230","DOI":"10.1136\/svn-2017-000101","article-title":"Artificial intelligence in healthcare: Past, present and future","volume":"2","author":"Jiang","year":"2017","journal-title":"Stroke Vasc. Neurol."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"719","DOI":"10.1038\/s41551-018-0305-z","article-title":"Artificial intelligence in healthcare","volume":"2","author":"Yu","year":"2018","journal-title":"Nat. Biomed. Eng."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"8","DOI":"10.4103\/ijo.IJO_1848_19","article-title":"Artificial intelligence in ophthalmology and healthcare: An updated review of the techniques in use","volume":"69","author":"Bali","year":"2021","journal-title":"Indian J. Ophthalmol."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"445","DOI":"10.2217\/pme-2022-0014","article-title":"Artificial intelligence in healthcare: A primer for medical education in radiomics","volume":"19","author":"Waldman","year":"2022","journal-title":"Pers. Med."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Manickam, P., Mariappan, S.A., Murugesan, S.M., Hansda, S., Kaushik, A., Shinde, R., and Thipperudraswamy, S.P. (2022). Artificial Intelligence [AI] and Internet of Medical Things [IoMT] Assisted Biomedical Systems for Intelligent Healthcare. Biosensors, 12.","DOI":"10.3390\/bios12080562"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"22","DOI":"10.1177\/0141076818815510","article-title":"Artificial intelligence-enabled healthcare delivery","volume":"112","author":"Reddy","year":"2019","journal-title":"J. R. Soc. Med."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Gupta, N.S., and Kumar, P. (2023). Perspective of artificial intelligence in healthcare data management: A journey towards precision medicine. Comput. Biol. Med., 162.","DOI":"10.1016\/j.compbiomed.2023.107051"},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Mehta, N., Pandit, A., and Shukla, S. (2019). Transforming healthcare with big data analytics and artificial intelligence: A systematic mapping study. J. Biomed. Inform., 100.","DOI":"10.1016\/j.jbi.2019.103311"},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Whirl-Carrillo, M., Brenner, S.E., Chen, J.H., Crawford, D.C., Kidzi\u0144ski, \u0141., Ouyang, D., and Daneshjou, R. (2023, January 3\u20137). Session Introduction: Precision Medicine: Using Artificial Intelligence to Improve Diagnostics and Healthcare. Proceedings of the Pacific Symposium on Biocomputing 2023, Kohala Coast, HI, USA.","DOI":"10.1142\/9789811270611_0024"},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Li, Y.-H., Li, Y.-L., Wei, M.-Y., and Li, G.-Y. (2024). Innovation and challenges of artificial intelligence technology in personalized healthcare. Sci. Rep., 14.","DOI":"10.1038\/s41598-024-70073-7"},{"key":"ref_11","first-page":"271","article-title":"Improving Healthcare Cost, Quality, and Access Through Artificial Intelligence and Machine Learning Applications","volume":"66","author":"Ball","year":"2021","journal-title":"J. Healthc. Manag."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"1093","DOI":"10.1093\/jamia\/ocaf065","article-title":"Adoption of artificial intelligence in healthcare: Survey of health system priorities, successes, and challenges","volume":"32","author":"Poon","year":"2025","journal-title":"J. Am. Med. Inform. Assoc."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1177\/0840470419874356","article-title":"Artificial intelligence in healthcare: A Canadian context","volume":"33","author":"Kassam","year":"2020","journal-title":"Healthc. Manag. Forum"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"e48633","DOI":"10.2196\/48633","article-title":"Barriers to and Facilitators of Artificial Intelligence Adoption in Health Care: Scoping Review","volume":"11","author":"Hassan","year":"2024","journal-title":"JMIR Hum. Factors"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"e15154","DOI":"10.2196\/15154","article-title":"Artificial Intelligence and Human Trust in Healthcare: Focus on Clinicians","volume":"22","author":"Asan","year":"2020","journal-title":"J. Med. Internet Res."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1016\/j.urolonc.2023.11.019","article-title":"Exploring the opportunities and challenges of implementing artificial intelligence in healthcare: A systematic literature review","volume":"42","author":"Wubineh","year":"2024","journal-title":"Urol Oncol."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"El Arab, R.A., Al Moosa, O.A., and Sagbakken, M. (2025). Economic, ethical, and regulatory dimensions of artificial intelligence in healthcare: An integrative review. Front. Public Health, 13.","DOI":"10.3389\/fpubh.2025.1617138"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Hennrich, J., Ritz, E., Hofmann, P., and Urbach, N. (2024). Capturing artificial intelligence applications\u2019 value proposition in healthcare\u2014A qualitative research study. BMC Health Serv. Res., 24.","DOI":"10.1186\/s12913-024-10894-4"},{"key":"ref_19","first-page":"20","article-title":"Artificial Intelligence Solutions to Detect Fraud in Healthcare Settings: A Scoping Review","volume":"295","author":"Iqbal","year":"2022","journal-title":"Stud. Health Technol. Inform."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Sbodio, M.L., L\u00f3pez, V., Hoang, T.L., Brisimi, T., Picco, G., Vejsbjerg, I., Rho, V., Mac Aonghusa, P., Kristiansen, M., and Segrave-Daly, J. (2024). Collaborative artificial intelligence system for investigation of healthcare claims compliance. Sci. Rep., 14.","DOI":"10.1038\/s41598-024-62665-0"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"89","DOI":"10.2217\/fca-2021-0073","article-title":"The future of artificial intelligence-based remote monitoring devices and how they will transform the healthcare industry","volume":"18","author":"Albert","year":"2022","journal-title":"Future Cardiol."},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Ilan, Y. (2021). Improving Global Healthcare and Reducing Costs Using Second-Generation Artificial Intelligence-Based Digital Pills: A Market Disruptor. Int. J. Environ. Res. Public Health, 18.","DOI":"10.3390\/ijerph18020811"},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Loh, H.W., Ooi, C.P., Seoni, S., Barua, P.D., Molinari, F., and Acharya, U.R. (2022). Application of explainable artificial intelligence for healthcare: A systematic review of the last decade [2011\u20132022]. Comput. Methods Programs Biomed., 226.","DOI":"10.1016\/j.cmpb.2022.107161"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"411","DOI":"10.20344\/amp.20469","article-title":"Application of Artificial Intelligence in Healthcare: The Need for More Interpretable Artificial Intelligence","volume":"37","author":"Tavares","year":"2024","journal-title":"Acta Med. Port."},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Mohapatra, R.K., Jolly, L., and Dakua, S.P. (2025). Advancing explainable AI in healthcare: Necessity, progress, and future directions. Comput. Biol. Chem., 119.","DOI":"10.1016\/j.compbiolchem.2025.108599"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"104158","DOI":"10.1016\/j.nepr.2024.104158","article-title":"Artificial intelligence [AI] applications in healthcare and considerations for nursing education","volume":"80","author":"Montejo","year":"2024","journal-title":"Nurse Educ. Pract."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"39","DOI":"10.12927\/hcpap.2025.27572","article-title":"Education and the Adoption of AI in Healthcare: \u201cWhat Is Happening?\u201d","volume":"22","author":"Hodges","year":"2025","journal-title":"Healthc. Pap."},{"key":"ref_28","first-page":"785","article-title":"\u201cai4health\u201d\u2014Development and Conception of a Learning Programme in Higher and Continuing Education on the Fundamentals, Applications and Perspectives of AI in Healthcare","volume":"294","author":"Kalthoff","year":"2022","journal-title":"Stud. Health Technol. Inform."},{"key":"ref_29","first-page":"595","article-title":"Artificial Intelligence: Basics, Impact, and How Nurses Can Contribute","volume":"27","author":"Starr","year":"2023","journal-title":"Clin. J. Oncol. Nurs."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Areshtanab, H.N., Rahmani, F., Vahidi, M., Saadati, S.Z., and Pourmahmood, A. (2025). Nurses perceptions and use of artificial intelligence in healthcare. Sci. Rep., 15.","DOI":"10.1038\/s41598-025-11002-0"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"104903","DOI":"10.1016\/j.ijmedinf.2022.104903","article-title":"Utopia versus dystopia: Professional perspectives on the impact of healthcare artificial intelligence on clinical roles and skills","volume":"169","author":"Aquino","year":"2023","journal-title":"Int. J. Med. Inform."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"1063","DOI":"10.1111\/imj.70035","article-title":"Challenges for implementing generative artificial intelligence [GenAI] into clinical healthcare","volume":"55","author":"Roberts","year":"2025","journal-title":"Intern. Med. J."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1001\/jama.2024.21451","article-title":"FDA Perspective on the Regulation of Artificial Intelligence in Health Care and Biomedicine","volume":"333","author":"Warraich","year":"2025","journal-title":"JAMA"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1056\/NEJMhle2308901","article-title":"Understanding Liability Risk from Using Health Care Artificial Intelligence Tools","volume":"390","author":"Mello","year":"2024","journal-title":"N. Engl. J. Med."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"e376","DOI":"10.1016\/S2589-7500(20)30112-6","article-title":"The European artificial intelligence strategy: Implications and challenges for digital health","volume":"2","author":"Cohen","year":"2020","journal-title":"Lancet Digit. Health"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"105152","DOI":"10.1016\/j.healthpol.2024.105152","article-title":"The EU Artificial Intelligence Act [2024]: Implications for healthcare","volume":"149","year":"2024","journal-title":"Health Policy"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"e061519","DOI":"10.1136\/bmjopen-2022-061519","article-title":"Quality of reporting of randomised controlled trials of artificial intelligence in healthcare: A systematic review","volume":"12","author":"Shahzad","year":"2022","journal-title":"BMJ Open"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"e100385","DOI":"10.1136\/bmjhci-2021-100385","article-title":"Review of study reporting guidelines for clinical studies using artificial intelligence in healthcare","volume":"28","author":"Shelmerdine","year":"2021","journal-title":"BMJ Health Care Inform."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"199","DOI":"10.47102\/annals-acadmedsg.2022452","article-title":"Artificial intelligence innovation in healthcare: Relevance of reporting guidelines for clinical translation from bench to bedside","volume":"52","author":"Teo","year":"2023","journal-title":"Ann. Acad. Med. Singap."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1177\/0840470419873123","article-title":"Artificial intelligence in healthcare: An essential guide for health leaders","volume":"33","author":"Chen","year":"2020","journal-title":"Healthc. Manag. Forum."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"1659","DOI":"10.1080\/02648725.2023.2196476","article-title":"Artificial intelligence in healthcare: A mastery","volume":"40","author":"Mukherjee","year":"2024","journal-title":"Biotechnol. Genet. Eng. Rev."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"1203","DOI":"10.1111\/ajr.13045","article-title":"Healthcare professionals\u2019 experiences and perceptions of artificial intelligence in regional and rural health districts in Australia","volume":"31","author":"Shinners","year":"2023","journal-title":"Aust. J. Rural. Health"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"1225","DOI":"10.1177\/1460458219874641","article-title":"Exploring healthcare professionals\u2019 understanding and experiences of artificial intelligence technology use in the delivery of healthcare: An integrative review","volume":"26","author":"Shinners","year":"2020","journal-title":"Health Inform. J."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1177\/10547738241227699","article-title":"Human Near the Loop: Implications for Artificial Intelligence in Healthcare","volume":"33","author":"Jackson","year":"2024","journal-title":"Clin. Nurs. Res."},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Markus, A.F., Kors, J.A., and Rijnbeek, P.R. (2021). The role of explainability in creating trustworthy artificial intelligence for health care: A comprehensive survey of the terminology, design choices, and evaluation strategies. J. Biomed. Inform., 113.","DOI":"10.1016\/j.jbi.2020.103655"},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"e100323","DOI":"10.1136\/bmjhci-2021-100323","article-title":"Artificial intelligence projects in healthcare: 10 practical tips for success in a clinical environment","volume":"28","author":"Wilson","year":"2021","journal-title":"BMJ Health Care Inform."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"513","DOI":"10.1111\/jep.13528","article-title":"For a critical appraisal of artificial intelligence in healthcare: The problem of bias in mHealth","volume":"27","author":"Brault","year":"2021","journal-title":"J. Eval. Clin. Pract."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"111358","DOI":"10.1016\/j.injury.2024.111358","article-title":"Unveiling biases of artificial intelligence in healthcare: Navigating the promise and pitfalls","volume":"55","author":"Rashid","year":"2024","journal-title":"Injury"},{"key":"ref_49","first-page":"2023","article-title":"Ethicara for Responsible AI in Healthcare: A System for Bias Detection and AI Risk Management","volume":"2023","author":"Kritharidou","year":"2024","journal-title":"AMIA Annu. Symp. Proc."},{"key":"ref_50","first-page":"513","article-title":"Patients\u2019 perspectives on the use of artificial intelligence and robots in healthcare","volume":"125","author":"Esin","year":"2024","journal-title":"Bratisl. Lek\u00e1rske Listy"},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Witkowski, K., Dougherty, R.B., Neely, S.R., and Okhai, R. (2024). Public perceptions of artificial intelligence in healthcare: Ethical concerns and opportunities for patient-centered care. BMC Med. Ethics, 25.","DOI":"10.1186\/s12910-024-01066-4"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Syed, W., Babelghaith, S.D., and Al-Arifi, M.N. (2024). Assessment of Saudi Public Perceptions and Opinions towards Artificial Intelligence in Health Care. Medicina, 60.","DOI":"10.3390\/medicina60060938"},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Khalid, N., Qayyum, A., Bilal, M., Al-Fuqaha, A., and Qadir, J. (2023). Privacy-preserving artificial intelligence in healthcare: Techniques and applications. Comput. Biol. Med., 158.","DOI":"10.1016\/j.compbiomed.2023.106848"},{"key":"ref_54","first-page":"121","article-title":"Applying Artificial Intelligence Privacy Technology in the Healthcare Domain","volume":"294","author":"Goldsteen","year":"2022","journal-title":"Stud. Health Technol. Inform."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"e36671","DOI":"10.1097\/MD.0000000000036671","article-title":"Ethical implications of AI and robotics in healthcare: A review","volume":"102","author":"Elendu","year":"2023","journal-title":"Medicine"},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"e848","DOI":"10.1016\/S2589-7500(24)00143-2","article-title":"Generative artificial intelligence and ethical considerations in health care: A scoping review and ethics checklist","volume":"6","author":"Ning","year":"2024","journal-title":"Lancet Digit. Health"},{"key":"ref_57","doi-asserted-by":"crossref","unstructured":"Ratti, E., Morrison, M., and Jakab, I. (2025). Ethical and social considerations of applying artificial intelligence in healthcare\u2014A two-pronged scoping review. BMC Med. Ethics, 26.","DOI":"10.1186\/s12910-025-01198-1"},{"key":"ref_58","first-page":"246","article-title":"Toward an \u201cEquitable\u201d Assimilation of Artificial Intelligence and Machine Learning into Our Health Care System","volume":"85","author":"Agarwal","year":"2024","journal-title":"North Carol. Med. J."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"602","DOI":"10.1057\/s41271-021-00319-5","article-title":"Advancing health equity with artificial intelligence","volume":"42","author":"Thomasian","year":"2021","journal-title":"J. Public Health Policy"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"117560","DOI":"10.1016\/j.socscimed.2024.117560","article-title":"The role of artificial intelligence in enhancing healthcare for people with disabilities","volume":"364","author":"Olawade","year":"2025","journal-title":"Soc. Sci. Med."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"524","DOI":"10.1186\/s12982-025-00924-9","article-title":"Artificial intelligence in healthcare and its implications for patient centered care","volume":"22","author":"Kumah","year":"2025","journal-title":"Discov. Public Health"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"102850","DOI":"10.1016\/j.artmed.2024.102850","article-title":"Pathways to democratized healthcare: Envisioning human-centered AI-as-a-service for customized diagnosis and rehabilitation","volume":"151","author":"Turchi","year":"2024","journal-title":"Artif. Intell. Med."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"21501319241245847","DOI":"10.1177\/21501319241245847","article-title":"Exploring the Impact of Artificial Intelligence on Global Health and Enhancing Healthcare in Developing Nations","volume":"15","author":"Zuhair","year":"2024","journal-title":"J. Prim. Care Community Health"},{"key":"ref_64","doi-asserted-by":"crossref","unstructured":"Dehnavieh, R., Inayatullah, S., Yousefi, F., and Nadali, M. (2025). Artificial Intelligence [AI] and the future of Iran\u2019s Primary Health Care [PHC] system. BMC Prim. Care, 26.","DOI":"10.1186\/s12875-025-02773-6"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"61","DOI":"10.1007\/s11948-021-00336-3","article-title":"Implementing Ethics in Healthcare AI-Based Applications: A Scoping Review","volume":"27","author":"Goirand","year":"2021","journal-title":"Sci. Eng. Ethics"},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1186\/s13012-024-01357-9","article-title":"Generative AI in healthcare: An implementation science informed translational path on application, integration and governance","volume":"19","author":"Reddy","year":"2024","journal-title":"Implement. Sci."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"105474","DOI":"10.1016\/j.ijmedinf.2024.105474","article-title":"Generative artificial intelligence in healthcare: A scoping review on benefits, challenges and applications","volume":"188","author":"Moulaei","year":"2024","journal-title":"Int. J. Med. Inform."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1016\/j.medj.2023.02.008","article-title":"On the cusp: Considering the impact of artificial intelligence language models in healthcare","volume":"4","author":"Goodman","year":"2023","journal-title":"Med"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"1441","DOI":"10.1093\/jamia\/ocae043","article-title":"Ensuring useful adoption of generative artificial intelligence in healthcare","volume":"31","author":"Jindal","year":"2024","journal-title":"J. Am. Med Inform. Assoc."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1007\/s10916-024-02136-1","article-title":"Generative Artificial Intelligence Use in Healthcare: Opportunities for Clinical Excellence and Administrative Efficiency","volume":"49","author":"Bhuyan","year":"2025","journal-title":"J. Med. Syst."},{"key":"ref_71","first-page":"23","article-title":"Evolution of Artificial Intelligence-Powered Technologies in Biomedical Research and Healthcare","volume":"182","author":"Meyer","year":"2022","journal-title":"Adv. Biochem. Eng. Biotechnol."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"175320","DOI":"10.1016\/j.ejphar.2022.175320","article-title":"Advancing health care via artificial intelligence: From concept to clinic","volume":"934","author":"Ganesh","year":"2022","journal-title":"Eur. J. Pharmacol."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"104111","DOI":"10.1016\/j.drudis.2024.104111","article-title":"Synergizing blockchain and artificial intelligence to enhance healthcare","volume":"29","author":"Omidian","year":"2024","journal-title":"Drug Discov. Today"},{"key":"ref_74","first-page":"167","article-title":"Data Federation in Healthcare for Artificial Intelligence Solutions","volume":"295","author":"Castellanos","year":"2022","journal-title":"Stud. Health Technol. Inform."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1146\/annurev-biodatasci-122220-110053","article-title":"Developing and Implementing Predictive Models in a Learning Healthcare System: Traditional and Artificial Intelligence Approaches in the Veterans Health Administration","volume":"5","author":"Atkins","year":"2022","journal-title":"Annu. Rev. Biomed. Data Sci."},{"key":"ref_76","first-page":"860","article-title":"How Artificial Intelligence for Healthcare Look Like in the Future?","volume":"281","author":"Denecke","year":"2021","journal-title":"Stud. Health Technol. Inform."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"103193","DOI":"10.1016\/j.artmed.2025.103193","article-title":"Position of artificial intelligence in healthcare and future perspective","volume":"167","author":"Cicek","year":"2025","journal-title":"Artif. Intell. Med."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"405","DOI":"10.1016\/j.anclin.2025.04.003","article-title":"Foundations of Artificial Intelligence: Transforming Health Care Now and in the Future","volume":"43","author":"Rahmatizadeh","year":"2025","journal-title":"Anesthesiol. Clin."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1186\/s12942-019-0171-2","article-title":"An overview of GeoAI applications in health and healthcare","volume":"18","author":"Boulos","year":"2019","journal-title":"Int. J. Health Geogr."},{"key":"ref_80","doi-asserted-by":"crossref","unstructured":"Secinaro, S., Calandra, D., Secinaro, A., Muthurangu, V., and Biancone, P. (2021). The role of artificial intelligence in healthcare: A structured literature review. BMC Med. Inform. Decis. Mak., 21.","DOI":"10.1186\/s12911-021-01488-9"},{"key":"ref_81","first-page":"477","article-title":"Healthcare Optimization and Augmented Intelligence by Coupling Simulation & Modeling: An Ideal AI\/ML Partnership for a Better Clinical Informatics","volume":"2022","author":"Gehlot","year":"2023","journal-title":"AMIA Annu. Symp Proc."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"88","DOI":"10.12968\/bjon.2023.32.2.88","article-title":"Pressing issues in healthcare digital technologies and AI","volume":"32","author":"Tingle","year":"2023","journal-title":"Br. J. Nurs."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"100860","DOI":"10.1016\/j.xcrm.2022.100860","article-title":"Evidence synthesis, digital scribes, and translational challenges for artificial intelligence in healthcare","volume":"3","author":"Coiera","year":"2022","journal-title":"Cell Rep. Med."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"795","DOI":"10.1016\/j.amjmed.2019.01.017","article-title":"Artificial Intelligence Transforms the Future of Health Care","volume":"132","author":"Zand","year":"2019","journal-title":"Am. J. Med."},{"key":"ref_85","first-page":"1363","article-title":"Transforming Healthcare: The Role of Artificial Intelligence","volume":"327","author":"Aslani","year":"2025","journal-title":"Stud. Health Technol. Inform."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"020303","DOI":"10.7189\/jogh.08.020303","article-title":"Artificial intelligence, machine learning and health systems","volume":"8","author":"Panch","year":"2018","journal-title":"J. Glob. Health"},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/5584_2021_620","article-title":"Artificial Intelligence in the Healthcare System: An Overview","volume":"1335","author":"Lorkowski","year":"2021","journal-title":"Adv. Exp. Med. Biol."},{"key":"ref_88","first-page":"100214","article-title":"Beyond boundaries: Charting the frontier of healthcare with big data and ai advancements in pharmacovigilance","volume":"14","author":"Agarwal","year":"2025","journal-title":"Health Sci. Rev."},{"key":"ref_89","first-page":"90","article-title":"Artificial Intelligence in Healthcare: Opportunities and Risks","volume":"35","author":"Picchiarelli","year":"2023","journal-title":"Psychiatr. Danub."},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"S67","DOI":"10.1016\/j.gaceta.2020.12.019","article-title":"Artificial intelligence in healthcare: Opportunities and risk for future","volume":"35","author":"Sunarti","year":"2021","journal-title":"Gac. Sanit."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"745","DOI":"10.1590\/1806-9282.20220177","article-title":"Artificial intelligence and machine learning in pediatrics and neonatology healthcare","volume":"68","author":"Matsushita","year":"2022","journal-title":"Rev. Assoc. Med. Bras."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/j.fertnstert.2023.05.006","article-title":"Opportunities for artificial intelligence in healthcare and in vitro fertilization","volume":"120","author":"Miloski","year":"2023","journal-title":"Fertil. Steril."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"747","DOI":"10.1016\/j.ogc.2023.09.003","article-title":"The Role of Artificial Intelligence and Machine Learning in Assisted Reproductive Technologies","volume":"50","author":"Jiang","year":"2023","journal-title":"Obstet. Gynecol. Clin. N. Am."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"1323","DOI":"10.1016\/j.athoracsur.2019.09.042","article-title":"Artificial Intelligence and Machine Learning in Cardiovascular Health Care","volume":"109","author":"Kilic","year":"2020","journal-title":"Ann. Thorac. Surg."},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"307","DOI":"10.1007\/s42000-025-00644-4","article-title":"Artificial intelligence in diabetes management: Transformative potential, challenges, and opportunities in healthcare","volume":"24","author":"Sarma","year":"2025","journal-title":"Hormones"},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"20230213","DOI":"10.1259\/bjr.20230213","article-title":"Artificial intelligence in mental healthcare: An overview and future perspectives","volume":"96","author":"Jin","year":"2023","journal-title":"Br. J. Radiol."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1080\/15265161.2020.1863515","article-title":"Artificial Intelligence, Social Media and Depression. A New Concept of Health-Related Digital Autonomy","volume":"21","author":"Laacke","year":"2021","journal-title":"Am. J. Bioeth."},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"177","DOI":"10.1016\/j.identj.2024.03.006","article-title":"IDJ Pioneers Efforts to Reframe Dental Health Care Through Artificial Intelligence [AI]","volume":"74","author":"Samaranayake","year":"2024","journal-title":"Int. Dent. J."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"S52","DOI":"10.1016\/j.jadohealth.2020.02.021","article-title":"Artificial Intelligence for Personalized Preventive Adolescent Healthcare","volume":"67","author":"Rowe","year":"2020","journal-title":"J. Adolesc. Health"},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"102861","DOI":"10.1016\/j.artmed.2024.102861","article-title":"Challenges and strategies for wide-scale artificial intelligence [AI] deployment in healthcare practices: A perspective for healthcare organizations","volume":"151","author":"Esmaeilzadeh","year":"2024","journal-title":"Artif. Intell. Med."},{"key":"ref_101","doi-asserted-by":"crossref","first-page":"S69","DOI":"10.1016\/j.injury.2022.01.046","article-title":"Machine learning and artificial intelligence in research and healthcare","volume":"54","author":"Rubinger","year":"2023","journal-title":"Injury"},{"key":"ref_102","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1093\/inthealth\/ihaa007","article-title":"Artificial intelligence: Opportunities and implications for the health workforce","volume":"12","author":"Hazarika","year":"2020","journal-title":"Int. Health"},{"key":"ref_103","first-page":"14","article-title":"Hazards for the Implementation and Use of Artificial Intelligence Enabled Digital Health Interventions, a UK Perspective","volume":"289","author":"Harrison","year":"2022","journal-title":"Stud. Health Technol. Inform."},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"987","DOI":"10.1002\/hpm.3927","article-title":"Artificial Intelligence in Healthcare: Balancing Technological Innovation With Health and Care Workforce Priorities","volume":"40","author":"Sriharan","year":"2025","journal-title":"Int. J. Health Plan. Manag."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"313","DOI":"10.1016\/j.jopan.2021.03.009","article-title":"Reducing Bias in Healthcare Artificial Intelligence","volume":"36","author":"Byrne","year":"2021","journal-title":"J Perianesth. Nurs."},{"key":"ref_106","first-page":"275","article-title":"Artificial intelligence in medicine and healthcare: Opportunity and\/or threat","volume":"162","year":"2024","journal-title":"Cas. Lek. Cesk."},{"key":"ref_107","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1177\/0840470419850438","article-title":"Artificial intelligence in healthcare: Ethical considerations","volume":"33","author":"Kluge","year":"2020","journal-title":"Healthc. Manag. Forum"},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"406","DOI":"10.1177\/08404704241253985","article-title":"The ethics of artificial intelligence in healthcare: From hands-on care to policy-making","volume":"37","author":"Kluge","year":"2024","journal-title":"Healthc. Manag. Forum"},{"key":"ref_109","doi-asserted-by":"crossref","first-page":"1997","DOI":"10.1038\/s41440-024-01713-8","article-title":"Enhancing healthcare with ethical considerations in artificial intelligence","volume":"47","author":"Karbasi","year":"2024","journal-title":"Hypertens. Res."},{"key":"ref_110","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1163\/15718093-bja10146","article-title":"Human Rights and Artificial Intelligence in Healthcare-Related Settings: A Grammar of Human Rights Approach","volume":"32","author":"Scheinin","year":"2025","journal-title":"Eur. J. Health Law"},{"key":"ref_111","doi-asserted-by":"crossref","first-page":"1546","DOI":"10.1007\/s10439-023-03343-6","article-title":"Revolutionising Impacts of Artificial Intelligence on Health Care System and Its Related Medical In-Transparencies","volume":"52","author":"Saadat","year":"2024","journal-title":"Ann. Biomed. Eng."},{"key":"ref_112","doi-asserted-by":"crossref","first-page":"491","DOI":"10.1093\/jamia\/ocz192","article-title":"A governance model for the application of AI in health care","volume":"27","author":"Reddy","year":"2020","journal-title":"J. Am. Med. Inform. Assoc."},{"key":"ref_113","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1177\/08404704241291226","article-title":"Artificial intelligence governance framework for healthcare","volume":"38","author":"Hassan","year":"2025","journal-title":"Healthc. Manag. Forum"},{"key":"ref_114","doi-asserted-by":"crossref","first-page":"721","DOI":"10.1007\/s11095-024-03685-3","article-title":"Healthcare Systems and Artificial Intelligence: Focus on Challenges and the International Regulatory Framework","volume":"41","author":"Romagnoli","year":"2024","journal-title":"Pharm. Res."},{"key":"ref_115","doi-asserted-by":"crossref","first-page":"1","DOI":"10.12968\/hmed.2024.0972","article-title":"Artificial Intelligence in Healthcare: Current Regulatory Landscape and Future Directions","volume":"86","author":"Ardic","year":"2025","journal-title":"Br. J. Hosp. Med."},{"key":"ref_116","first-page":"348","article-title":"Artificial Intelligence in Healthcare and Regulation Challenges: A Mini Guide for [Mental] Health Professionals","volume":"36","author":"Gilbert","year":"2024","journal-title":"Psychiatr. Danub."},{"key":"ref_117","doi-asserted-by":"crossref","first-page":"242","DOI":"10.1001\/jama.2023.25057","article-title":"Three Epochs of Artificial Intelligence in Health Care","volume":"331","author":"Howell","year":"2024","journal-title":"JAMA"},{"key":"ref_118","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1055\/s-0039-1677898","article-title":"An Open Science Approach to Artificial Intelligence in Healthcare","volume":"28","author":"Paton","year":"2019","journal-title":"Yearb. Med. Inform."},{"key":"ref_119","doi-asserted-by":"crossref","first-page":"1173","DOI":"10.1007\/s00414-023-03152-5","article-title":"Artificial intelligence in healthcare: Why not apply the medico-legal method starting with the Collingridge dilemma?","volume":"138","author":"Cecchi","year":"2024","journal-title":"Int. J. Leg. Med."},{"key":"ref_120","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1159\/000504785","article-title":"Artificial Intelligence: Power for Civilisation\u2014And for Better Healthcare","volume":"22","author":"Horgan","year":"2019","journal-title":"Public Health Genom."},{"key":"ref_121","doi-asserted-by":"crossref","first-page":"198","DOI":"10.1136\/military-2024-002682","article-title":"How might the rapid development of artificial intelligence affect the delivery of UK Defence healthcare?","volume":"171","author":"Patel","year":"2025","journal-title":"BMJ Mil. Health"},{"key":"ref_122","doi-asserted-by":"crossref","first-page":"428","DOI":"10.47102\/annals-acadmedsg.202556","article-title":"Regulating, implementing and evaluating AI in Singapore healthcare: AI governance roundtable\u2019s view","volume":"54","author":"Tan","year":"2025","journal-title":"Ann. Acad. Med. Singap."},{"key":"ref_123","doi-asserted-by":"crossref","first-page":"76","DOI":"10.24920\/003611","article-title":"Artificial Intelligence in Healthcare and Medicine: Promises, Ethical Challenges and Governance","volume":"34","author":"Guan","year":"2019","journal-title":"Chin. Med. Sci. J."},{"key":"ref_124","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1080\/20502877.2025.2482282","article-title":"Towards Accountable, Legitimate and Trustworthy AI in Healthcare: Enhancing AI Ethics with Effective Data Stewardship","volume":"30","author":"Bartlett","year":"2024","journal-title":"New Bioeth."},{"key":"ref_125","doi-asserted-by":"crossref","first-page":"11","DOI":"10.12927\/hcpap.2025.27574","article-title":"Artificial Intelligence for Healthcare in Canada: Contrasting Advances and Challenges","volume":"22","author":"Kueper","year":"2025","journal-title":"Healthc. Pap."},{"key":"ref_126","doi-asserted-by":"crossref","first-page":"44","DOI":"10.12927\/hcpap.2025.27571","article-title":"How Are Canadians Regulating Artificial Intelligence for Healthcare? A Brief Analysis of the Current Legal Directions, Challenges and Deficiencies","volume":"22","author":"Tsuei","year":"2025","journal-title":"Healthc. Pap."},{"key":"ref_127","doi-asserted-by":"crossref","first-page":"79","DOI":"10.12927\/hcpap.2025.27565","article-title":"Artificial Intelligence in the Canadian Healthcare System: Scaling From Novelty to Utility","volume":"22","author":"Kueper","year":"2025","journal-title":"Healthc. Pap."},{"key":"ref_128","doi-asserted-by":"crossref","first-page":"102300","DOI":"10.1016\/j.artmed.2022.102300","article-title":"It\u2019s the data, stupid: Inflection point for Artificial Intelligence in Indian healthcare","volume":"128","author":"Ramaswamy","year":"2022","journal-title":"Artif. Intell. Med."},{"key":"ref_129","doi-asserted-by":"crossref","first-page":"1017","DOI":"10.1111\/phn.13500","article-title":"Transforming Healthcare in Low-Resource Settings With Artificial Intelligence: Recent Developments and Outcomes","volume":"42","author":"Dangi","year":"2025","journal-title":"Public Health Nurs."},{"key":"ref_130","doi-asserted-by":"crossref","unstructured":"Sun, T.Q. (2021). Adopting Artificial Intelligence in Public Healthcare: The Effect of Social Power and Learning Algorithms. Int. J. Environ. Res. Public Health, 18.","DOI":"10.3390\/ijerph182312682"},{"key":"ref_131","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1093\/postmj\/qgae122","article-title":"Bridging healthcare gaps: A scoping review on the role of artificial intelligence, deep learning, and large language models in alleviating problems in medical deserts","volume":"101","author":"Strika","year":"2024","journal-title":"Postgrad. Med. J."},{"key":"ref_132","doi-asserted-by":"crossref","first-page":"e089090","DOI":"10.1136\/bmjopen-2024-089090","article-title":"Healthcare ethics and artificial intelligence: A UK doctor survey","volume":"14","author":"Warrington","year":"2024","journal-title":"BMJ Open"},{"key":"ref_133","doi-asserted-by":"crossref","first-page":"175","DOI":"10.3122\/jabfm.2022.01.210226","article-title":"A Clinician\u2019s Guide to Artificial Intelligence [AI]: Why and How Primary Care Should Lead the Health Care AI Revolution","volume":"35","author":"Lin","year":"2022","journal-title":"J. Am. Board Fam. Med."},{"key":"ref_134","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1186\/s12967-019-02204-y","article-title":"Perceptions of artificial intelligence in healthcare: Findings from a qualitative survey study among actors in France","volume":"18","author":"Brian","year":"2020","journal-title":"J. Transl. Med."},{"key":"ref_135","doi-asserted-by":"crossref","first-page":"694","DOI":"10.1007\/s11606-024-09102-0","article-title":"Recommendations for Clinicians, Technologists, and Healthcare Organizations on the Use of Generative Artificial Intelligence in Medicine: A Position Statement from the Society of General Internal Medicine","volume":"40","author":"Crowe","year":"2025","journal-title":"J. Gen. Intern. Med."},{"key":"ref_136","first-page":"189","article-title":"Artificial Intelligence in Healthcare","volume":"274","author":"Ognjanovic","year":"2020","journal-title":"Stud. Health Technol. Inform."},{"key":"ref_137","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1377\/hlthaff.2024.01003","article-title":"Artificial Intelligence In Health And Health Care: Priorities For Action","volume":"44","author":"Matheny","year":"2025","journal-title":"Health Aff."},{"key":"ref_138","doi-asserted-by":"crossref","first-page":"509","DOI":"10.1001\/jama.2019.21579","article-title":"Artificial Intelligence in Health Care: A Report From the National Academy of Medicine","volume":"323","author":"Matheny","year":"2020","journal-title":"JAMA"},{"key":"ref_139","doi-asserted-by":"crossref","first-page":"117519","DOI":"10.1016\/j.cca.2023.117519","article-title":"Advancing AI in healthcare: A comprehensive review of best practices","volume":"548","author":"Polevikov","year":"2023","journal-title":"Clin. Chim. Acta"},{"key":"ref_140","doi-asserted-by":"crossref","first-page":"382","DOI":"10.1186\/s40001-025-02603-6","article-title":"An analytic research and review of the literature on practice of artificial intelligence in healthcare","volume":"30","author":"Mizna","year":"2025","journal-title":"Eur. J. Med. Res."},{"key":"ref_141","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1093\/bmb\/ldab016","article-title":"The promise of artificial intelligence: A review of the opportunities and challenges of artificial intelligence in healthcare","volume":"139","author":"Aung","year":"2021","journal-title":"Br. Med. Bull."},{"key":"ref_142","doi-asserted-by":"crossref","first-page":"328","DOI":"10.1016\/j.jval.2021.12.009","article-title":"The Value of Artificial Intelligence for Healthcare Decision Making\u2014Lessons Learned","volume":"25","author":"Whicher","year":"2022","journal-title":"Value Health"},{"key":"ref_143","doi-asserted-by":"crossref","first-page":"1852","DOI":"10.1053\/j.jvca.2023.06.045","article-title":"Robot: Healthcare Decisions Made With Artificial Intelligence","volume":"37","author":"Jankowska","year":"2023","journal-title":"J. Cardiothorac. Vasc. Anesth."},{"key":"ref_144","doi-asserted-by":"crossref","first-page":"baaa010","DOI":"10.1093\/database\/baaa010","article-title":"Artificial intelligence with multi-functional machine learning platform development for better healthcare and precision medicine","volume":"2020","author":"Ahmed","year":"2020","journal-title":"Database"},{"key":"ref_145","doi-asserted-by":"crossref","first-page":"105150","DOI":"10.1016\/j.ijmedinf.2023.105150","article-title":"Artificial intelligence in healthcare and IJMI scope","volume":"177","author":"Marin","year":"2023","journal-title":"Int. J. Med. Inform."},{"key":"ref_146","doi-asserted-by":"crossref","first-page":"78","DOI":"10.47391\/JPMA.11173","article-title":"Advancements of AI in healthcare: A comprehensive review of ChatGPT\u2019s applications and challenges","volume":"75","author":"Ali","year":"2025","journal-title":"J. Pak. Med. Assoc."},{"key":"ref_147","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1055\/s-0039-1677913","article-title":"Health Information Management: Implications of Artificial Intelligence on Healthcare Data and Information Management","volume":"28","author":"Stanfill","year":"2019","journal-title":"Yearb. Med. Inform."},{"key":"ref_148","first-page":"295","article-title":"AI in Healthcare","volume":"284","author":"Koski","year":"2021","journal-title":"Stud. Health Technol. Inform."},{"key":"ref_149","doi-asserted-by":"crossref","first-page":"245","DOI":"10.12688\/f1000research.36775.1","article-title":"Proposal of a novel Artificial Intelligence Distribution Service platform for healthcare","volume":"10","author":"Haataja","year":"2021","journal-title":"F1000Research"},{"key":"ref_150","doi-asserted-by":"crossref","first-page":"3","DOI":"10.4103\/ijo.IJO_1292_18","article-title":"Artificial intelligence [AI] in healthcare and biomedical research: Why a strong computational\/AI bioethics framework is required?","volume":"67","author":"Bali","year":"2019","journal-title":"Indian J. Ophthalmol."},{"key":"ref_151","doi-asserted-by":"crossref","first-page":"114782","DOI":"10.1016\/j.socscimed.2022.114782","article-title":"SHIFTing artificial intelligence to be responsible in healthcare: A systematic review","volume":"296","author":"Siala","year":"2022","journal-title":"Soc. Sci. Med."},{"key":"ref_152","first-page":"3","article-title":"Real-world application, challenges and implication of artificial intelligence in healthcare: An essay","volume":"43","author":"Mudgal","year":"2022","journal-title":"Pan. Afr. Med. J."},{"key":"ref_153","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1002\/rcs.1570","article-title":"A novel modification of the Turing test for artificial intelligence and robotics in healthcare","volume":"11","author":"Ashrafian","year":"2015","journal-title":"Int. J. Med. Robot."},{"key":"ref_154","doi-asserted-by":"crossref","unstructured":"(2019). Artificial intelligence in healthcare: Is it beneficial?. J. Vasc. Nurs., 37, 159.","DOI":"10.1016\/j.jvn.2019.09.001"},{"key":"ref_155","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1055\/s-0039-1677925","article-title":"Section Editors for the IMIA Yearbook Section on Artificial Intelligence in Health Artificial Intelligence in Health in 2018: New Opportunities, Challenges, and Practical Implications","volume":"28","author":"Jackson","year":"2019","journal-title":"Yearb. Med. 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