This paper is in the following e-collection/theme issue:

Theme Issue: ChatGPT and Generative Language Models in Medical Education (115) Generative Language Models Including ChatGPT (708) Clinical Information and Decision Making (1915) Artificial Intelligence (2129) Adoption and Change Management of eHealth Systems (894) Clinical Informatics (1325) Chatbots and Conversational Agents (740)

Published on in Vol 9 (2023)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/51199, first published .
Empathy and Equity: Key Considerations for Large Language Model Adoption in Health Care

Empathy and Equity: Key Considerations for Large Language Model Adoption in Health Care

Empathy and Equity: Key Considerations for Large Language Model Adoption in Health Care

Authors of this article:

Erica Koranteng1 Author Orcid Image ;   Arya Rao1 Author Orcid Image ;   Efren Flores1 Author Orcid Image ;   Michael Lev1 Author Orcid Image ;   Adam Landman1 Author Orcid Image ;   Keith Dreyer1 Author Orcid Image ;   Marc Succi2 Author Orcid Image
Article Authors Cited by (21) Tweetations (6) Metrics

Journals

  1. Rao A, Kim J, Lie W, Pang M, Fuh L, Dreyer K, Succi M. Proactive Polypharmacy Management Using Large Language Models: Opportunities to Enhance Geriatric Care. Journal of Medical Systems 2024;48(1) View
  2. Zhui L, Fenghe L, Xuehu W, Qining F, Wei R. Ethical Considerations and Fundamental Principles of Large Language Models in Medical Education: Viewpoint. Journal of Medical Internet Research 2024;26:e60083 View
  3. Geantă M, Bădescu D, Chirca N, Nechita O, Radu C, Rascu S, Rădăvoi D, Sima C, Toma C, Jinga V. The Potential Impact of Large Language Models on Doctor–Patient Communication: A Case Study in Prostate Cancer. Healthcare 2024;12(15):1548 View
  4. Zhui L, Yhap N, Liping L, Zhengjie W, Zhonghao X, Xiaoshu Y, Hong C, Xuexiu L, Wei R. Impact of Large Language Models on Medical Education and Teaching Adaptations. JMIR Medical Informatics 2024;12:e55933 View
  5. Young C, Enichen E, Rivera C, Auger C, Grant N, Rao A, Succi M. Diagnostic Accuracy of a Custom Large Language Model on Rare Pediatric Disease Case Reports. American Journal of Medical Genetics Part A 2025;197(2) View
  6. Young C, Enichen E, Rao A, Succi M. Racial, ethnic, and sex bias in large language model opioid recommendations for pain management. Pain 2025;166(3):511 View
  7. Carroll A, Storms L, Malempati C, Shanavas R, Badarudeen S. Generative Artificial Intelligence and Prompt Engineering: A Primer for Orthopaedic Surgeons. JBJS Reviews 2024;12(10) View
  8. Xu R, Hong Y, Zhang F, Xu H. Evaluation of the integration of retrieval-augmented generation in large language model for breast cancer nursing care responses. Scientific Reports 2024;14(1) View
  9. Salingaros N. How Architecture Builds Intelligence: Lessons from AI. Multimodal Technologies and Interaction 2024;9(1):2 View
  10. Rao A, Kim J, Mu A, Young C, Kalmowitz E, Senter-Zapata M, Whitehead D, Garibyan L, Landman A, Succi M. Synthetic medical education in dermatology leveraging generative artificial intelligence. npj Digital Medicine 2025;8(1) View
  11. Rao A, Prasad S, Lee R, Farrell S, McKinley S, Succi M. Development and Evaluation of an Artificial Intelligence–Powered Surgical Oral Examination Simulator: A Pilot Study. Mayo Clinic Proceedings: Digital Health 2025;3(3):100241 View
  12. Templin T, Fort S, Padmanabham P, Seshadri P, Rimal R, Oliva J, Hassmiller Lich K, Sylvia S, Sinnott-Armstrong N. Framework for bias evaluation in large language models in healthcare settings. npj Digital Medicine 2025;8(1) View
  13. Li Z, Fu Q, Zhao Y, Ren W. Empowering standardized residency training in China through large language models: problem analysis and solutions. Annals of Medicine 2025;57(1) View
  14. AlSammarraie A, Al-Saifi A, Kamhia H, Aboagla M, Househ M. Development and evaluation of an agentic LLM based RAG framework for evidence-based patient education. BMJ Health & Care Informatics 2025;32(1):e101570 View
  15. Campos H, Wolfe D, Luan H, Sim I. Generative AI as Third Agent: Large Language Models and the Transformation of the Clinician-Patient Relationship. Journal of Participatory Medicine 2025;17:e68146 View
  16. Young C, Enichen E, Rao A, Succi M. Reply to Liu et al.. Pain 2025;166(9):2197 View
  17. Rao A, Lee R, Bott E, Jiang S, Jiao Q, Dacier B, Haider A, Farrell S, Ortega G, Succi M. The Digital Standardized Patient: An Artificial Intelligence Coach for Cultural Dexterity in Surgical Care. Journal of the American College of Surgeons 2025;241(5):887 View
  18. Nuccetelli F, Gabellone V, Marsano F, Giovanetti F, Dri P, Valetto M, Prato R. The use of artificial intelligence in healthcare as perceived by the citizens and patients: a narrative review of the literature. European Journal of Public Health 2025 View
  19. Prasad S, Rao A, Russo M, Ghoshal S, Roux E, Vo C, Kim J, Hirsch J, Lev M, Gupta R, Marks W, Korchi A, Landman A, Bizzo B, Raja A, Dreyer K, Succi M. Large language models as cost-conscious decision aids in emergency medicine: protocol support for imaging in lower back pain. Emergency Radiology 2025 View

Books/Policy Documents

  1. Bispo E, dos Santos S, De Matos M. New Media Pedagogy: Research Trends, Methodological Challenges, and Successful Implementations. View
  2. Johnson H, Beck R, Li W, Pateman A, Sediqi K. Artificial Intelligence in HCI. View