Published on in Vol 12 (2024)

This is a member publication of University of Colorado Denver HARC

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/52073, first published .
Preliminary Evidence of the Use of Generative AI in Health Care Clinical Services: Systematic Narrative Review

Preliminary Evidence of the Use of Generative AI in Health Care Clinical Services: Systematic Narrative Review

Preliminary Evidence of the Use of Generative AI in Health Care Clinical Services: Systematic Narrative Review

Journals

  1. Bienefeld N, Keller E, Grote G. Human-AI Teaming in Critical Care: A Comparative Analysis of Data Scientists’ and Clinicians’ Perspectives on AI Augmentation and Automation. Journal of Medical Internet Research 2024;26:e50130 View
  2. Levin C, Naimi E, Saban M. Evaluating GenAI systems to combat mental health issues in healthcare workers: An integrative literature review. International Journal of Medical Informatics 2024;191:105566 View
  3. Hirosawa T, Harada Y, Tokumasu K, Ito T, Suzuki T, Shimizu T. Comparative Study to Evaluate the Accuracy of Differential Diagnosis Lists Generated by Gemini Advanced, Gemini, and Bard for a Case Report Series Analysis: Cross-Sectional Study. JMIR Medical Informatics 2024;12:e63010 View
  4. Hoelscher S, Taylor-Pearson K, Wei H. Charting the Path. Nurse Leader 2024;22(6):763 View
  5. Armeni P, Polat I, De Rossi L, Diaferia L, Meregalli S, Gatti A. Exploring the potential of digital therapeutics: An assessment of progress and promise. DIGITAL HEALTH 2024;10 View
  6. Sallam M, Al-Mahzoum K, Almutairi Y, Alaqeel O, Abu Salami A, Almutairi Z, Alsarraf A, Barakat M. Anxiety among Medical Students Regarding Generative Artificial Intelligence Models: A Pilot Descriptive Study. International Medical Education 2024;3(4):406 View
  7. Ebnali Harari R, Altaweel A, Ahram T, Keehner M, Shokoohi H. A randomized controlled trial on evaluating clinician-supervised generative AI for decision support. International Journal of Medical Informatics 2025;195:105701 View
  8. Epelde F. Revolutionizing Patient Safety: The Economic and Clinical Impact of Artificial Intelligence in Hospitals. Hospitals 2024;1(2):185 View
  9. Traylor D, Kern K, Anderson E, Henderson R. Beyond the Screen: The Impact of Generative Artificial Intelligence (AI) on Patient Learning and the Patient-Physician Relationship. Cureus 2025 View
  10. Van Meter A, Wheaton M, Cosgrove V, Andreadis K, Robertson R, Laroia G. The Goldilocks Zone: Finding the right balance of user and institutional risk for suicide-related generative AI queries. PLOS Digital Health 2025;4(1):e0000711 View
  11. Bosco C, Shojaei F, Theisz A, Nguyen V, Song H, Han R, Osorio Torres J, Chheda D, Lin J, Peng X, Waseem N, Simpkins C, Cureton B, Himes A, Jessup N, Lu Y, Hendrie H, Barnes P, Hill C, Shih P. “I don’t see anything specifically about Black/African Americans.” Testing an Alzheimer-specific generative AI tool tailored for African American/Black communities. ACM Transactions on Computing for Healthcare 2025 View
  12. Ahn J, Kim B. Application of Generative Artificial Intelligence in Dyslipidemia Care. Journal of Lipid and Atherosclerosis 2025;14(1):77 View
  13. Nair S, Lushington G, Purushothaman M, Rubin B, Jupe E, Gattam S. Prediction of Lupus Classification Criteria via Generative AI Medical Record Profiling. BioTech 2025;14(1):15 View
  14. Ye H. Faculty should be cautiously optimistic about the role of generative AI in medical education. Journal of Investigative Medicine 2025;73(4):358 View
  15. Lee Q, Chen M, Ong C, Ho C. The role of generative artificial intelligence in psychiatric education– a scoping review. BMC Medical Education 2025;25(1) View
  16. Sallam M, Al-Mahzoum K, Alaraji H, Albayati N, Alenzei S, AlFarhan F, Alkandari A, Alkhaldi S, Alhaider N, Al-Zubaidi D, Shammari F, Salahaldeen M, Slehat A, Mijwil M, Abdelaziz D, Al-Adwan A. Apprehension toward generative artificial intelligence in healthcare: a multinational study among health sciences students. Frontiers in Education 2025;10 View
  17. Školoudík D. The potential of artificial intelligence in the diagnosis and treatment of neurological diseases. Neurologie pro praxi 2025;26(2):154 View
  18. Nikolopoulos A, Karalis V. Generative Neural Networks for Addressing the Bioequivalence of Highly Variable Drugs. Algorithms 2025;18(5):266 View
  19. Kiran Vege H, Yandamuri S, Vennela J, Venkat S. Ai for autonomous health care on diabetes diagnostics. South Health and Policy 2025;4:236 View
  20. Olla P. The impact of AI on psychiatric nursing: The good, the bad, and the ugly. Archives of Psychiatric Nursing 2025;56:151881 View
  21. Tischendorf T, Hinsche L, Hasseler M, Schaal T. GenAI in nursing and clinical practice: a rapid review of applications and challenges. Journal of Public Health 2025 View
  22. Baxmann M, Kárpáti K, Baráth Z. The potentials and challenges of integrating generative artificial intelligence (AI) in dental and orthodontic education: a systematic review. BMC Oral Health 2025;25(1) View
  23. Stevens E, Alfaro Arias V, Luu S, Lawrence K, Groom L. Technology Integration to Support Nurses in an “Inpatient Room of the Future”: Qualitative Analysis. Journal of Medical Internet Research 2025;27:e68689 View
  24. Miranda J, Pereira-Silva R, Guichard J, Meneses J, Carreira A, Seixas D. Artificial Intelligence Outperforms Physicians in General Medical Knowledge, Except in the Paediatrics Domain: A Cross-Sectional Study. Bioengineering 2025;12(6):653 View
  25. Kavouras I, Rallis I, Sardis E, Doulamis A, Doulamis N. Voting-Based Intervention Planning Using AI-Generated Images. IEEE Computer Graphics and Applications 2025;45(2):31 View
  26. Ajay Pratap . Novel Strategies for Patient Care: The Potential of Generative Artificial Intelligence in Transforming Healthcare. Journal for Research in Applied Sciences and Biotechnology 2025;4(1):169 View
  27. Granić A. Emerging Drivers of Adoption of Generative AI Technology in Education: A Review. Applied Sciences 2025;15(13):6968 View
  28. Modi N, Menz B, Awaty A, Alex C, Logan J, McKinnon R, Rowland A, Bacchi S, Gradon K, Sorich M, Hopkins A. Assessing the System-Instruction Vulnerabilities of Large Language Models to Malicious Conversion Into Health Disinformation Chatbots. Annals of Internal Medicine 2025;178(8):1172 View
  29. Cheese E, Bichoo R, Grover K, Dumitru D, Zenonos A, Groark J, Gibson D, Pope R. Using Natural Language Processing to Explore Patient Perspectives on AI Avatars in Support Materials for Patients With Breast Cancer: Survey Study. Journal of Medical Internet Research 2025;27:e70971 View
  30. Kostrov S, Potapov M. Large language models in medicine: current ethical challenges. Медицинская этика 2025;(2025(2)) View
  31. Zhi Z, Zhao J, Li Q, Li Q, Xu M, Zuo Y, Wang M, Liu J, Guan J, Wang J. Evolving Perceptions and Attitudes to Adopting Generative AI in Professional Settings: Multicenter Longitudinal Qualitative Study of Senior Chinese Hospital Leaders. Journal of Medical Internet Research 2025;27:e75531 View
  32. Grünebaum A, Chervenak F. Generative artificial intelligence for counseling of fetal malformations following ultrasound diagnosis. Journal of Perinatal Medicine 2025 View
  33. Longo M, Paolini E, Meroni M, Ripolone M, Napoli L, Gentile F, Cespiati A, Trombetta E, Lombardi R, Maggioni M, Alisi A, Miele L, Liguori A, Soardo G, Gasbarrini A, Moggio M, Fracanzani A, Dongiovanni P. Artificial intelligence as a ploy to delve into the intricate link between genetics and mitochondria in patients with MASLD. JHEP Reports 2025:101539 View
  34. Yang H, Dai T, Mathioudakis N, Knight A, Nakayasu Y, Wolf R. Peer perceptions of clinicians using generative AI in medical decision-making. npj Digital Medicine 2025;8(1) View
  35. Bautista J, Herbert D, Farmer M, De Torres R, Soriano G, Ronquillo C. Health Consumers' Use and Perceptions of Health Information from Generative Artificial Intelligence Chatbots: A Scoping Review. Applied Clinical Informatics 2025;16(04):892 View
  36. Qiu L, Tang C, Bi X, Burtch G, Chen Y, Zhang H. Physician Use of Large Language Models: A Quantitative Study Based on Large-Scale Query-Level Data. Journal of Medical Internet Research 2025;27:e76941 View
  37. Schoonbeek R, Workum J, Schuit S, Hoekman A, Mehri T, Doornberg J, van der Laan T, Bootsma-Robroeks C. Quality and efficiency of integrating customised large language model-generated summaries versus physician-written summaries: a validation study. BMJ Open 2025;15(9):e099301 View

Books/Policy Documents

  1. Kaur J. Revolutionizing the Healthcare Sector with AI. View
  2. Akbar K, Nyika F, Mbonye V. Impacts of Generative AI on Creativity in Higher Education. View
  3. Afaq A, Chaudhary M, Gaur L. Generative Artificial Intelligence and Ethics. View
  4. Kumar D, Kumar P, Pal S, Singh S. Transforming Neuropsychology and Cognitive Psychology With AI and Machine Learning. View
  5. ZareiNejad M, Tavana P. Application of Generative AI in Healthcare Systems. View
  6. Niazai H, Monib W. Teaching in the Age of Medical Technology. View

Conference Proceedings

  1. Iliuță M, Trentesaux D, Pop E, Moisescu M. 2024 E-Health and Bioengineering Conference (EHB). Integration of Generative Artificial Intelligence in Medicine - First Steps Toward an Ethical Risk Management Methodology View