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

Theme Issue: ChatGPT and Generative Language Models in Medical Education (115) Chatbots and Conversational Agents (718) Generative Language Models Including ChatGPT (675) Health Professionals' Training in eHealth, Digital Medicine, Medical Informatics (182) Health Informatics Education and Training (79)

Published on in Vol 10 (2024)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/51308, first published .
Comprehensiveness, Accuracy, and Readability of Exercise Recommendations Provided by an AI-Based Chatbot: Mixed Methods Study

Comprehensiveness, Accuracy, and Readability of Exercise Recommendations Provided by an AI-Based Chatbot: Mixed Methods Study

Comprehensiveness, Accuracy, and Readability of Exercise Recommendations Provided by an AI-Based Chatbot: Mixed Methods Study

Authors of this article:

Amanda L Zaleski1, 2 Author Orcid Image ;   Rachel Berkowsky3 Author Orcid Image ;   Kelly Jean Thomas Craig1 Author Orcid Image ;   Linda S Pescatello3 Author Orcid Image
Article Authors Cited by (29) Tweetations (5) Metrics

Journals

  1. Atkinson L, Chase P, Smith W, Whitsel L. Emerging Health Technologies. ACSM'S Health & Fitness Journal 2024;28(5):44 View
  2. Aydin S, Karabacak M, Vlachos V, Margetis K. Large language models in patient education: a scoping review of applications in medicine. Frontiers in Medicine 2024;11 View
  3. Teoman A, Serefoglu E. Artificial Intelligence-Based Clinical Decision-Making in Erectile Dysfunction: a Narrative Review. Current Urology Reports 2025;26(1) View
  4. Dzangare G, Gulu T. Adopting artificial intelligence for health information literacy: A literature review. Information Development 2025;41(3):576 View
  5. Masur L, Driller M, Suppiah H, Matzka M, Sperlich B, Düking P. Assessment of Recommendations Provided to Athletes Regarding Sleep Education by GPT-4o and Google Gemini: Comparative Evaluation Study. JMIR Formative Research 2025;9:e71358 View
  6. Puce L, Bragazzi N, Currà A, Trompetto C. Harnessing Generative Artificial Intelligence for Exercise and Training Prescription: Applications and Implications in Sports and Physical Activity—A Systematic Literature Review. Applied Sciences 2025;15(7):3497 View
  7. Cheshire W, Sandroni P, Shouman K, Cutsforth-Gregory J, Coon E, Benarroch E, Singer W, Low P. Accuracy of chat-based artificial intelligence for patient education on orthostatic hypotension. Clinical Autonomic Research 2025;35(4):633 View
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  10. Alasker A, Alshathri N, Alsalamah S, Almansour N, Alsalamah F, Alghafees M, AlKhamees M, Alsaikhan B. ChatGPT vs. Gemini: Which Provides Better Information on Bladder Cancer?. Société Internationale d’Urologie Journal 2025;6(2):34 View
  11. Farquhar-Snow M, Simone A, Singh S, Bushardt R. Artificial intelligence in cardiovascular practice. The Nurse Practitioner 2025;50(5):13 View
  12. Uluğ E, Öner K, Arslantaş S, Harmancı S. Adaptation of the artificial ıntelligence literacy scale into Turkish: A cross-sectional application among healthcare workers, students, and children. Education and Information Technologies 2025;30(15):21041 View
  13. Papini N, Meyer M, Squires N, Clifford D. Balancing Act: Generative AI Tools and Scope of Practice in Health Coaching. American Journal of Health Promotion 2025;39(8):1107 View
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  15. Lai X, Chen J, Lai Y, Huang S, Cai Y, Sun Z, Wang X, Pan K, Gao Q, Huang C. Using Large Language Models to Enhance Exercise Recommendations and Physical Activity in Clinical and Healthy Populations: Scoping Review. JMIR Medical Informatics 2025;13:e59309 View
  16. Sita Isna Malyuna , Kusaeri , Evi Fatimatur Rusdiyah , Achmad Maulidi . Innovative Integration of Islamic Values into the KiVa Program: A Justice and Empathy Framework to Combat Violence in Indonesian Schools. Jurnal Iqra' : Kajian Ilmu Pendidikan 2025;10(1):196 View
  17. Idan D, Einav S. Primer on large language models: an educational overview for intensivists. Critical Care 2025;29(1) View
  18. Nian P, Williams C, Senthilnathan I, Marsh I, Jones R, Palandjian P, Heyer J, Doyle S. Currently Available Large Language Models Are Moderately Effective in Improving Readability of English and Spanish Patient Education Materials in Pediatric Orthopaedics. Journal of the American Academy of Orthopaedic Surgeons 2025;33(15):e888 View
  19. Chen S, Wu Y, Kennedy J, Panza G, Guidry M, Pescatello L. An exercise prescription algorithm for clinicians to use with their patients with cardiovascular disease risk factors. DIGITAL HEALTH 2025;11 View
  20. Qin S, Wang Y, Cui T, Ma J, Zhou X, Guo X, Zhang C, Zhou C, Guo R, Li H. Intelligent Chinese patent medicine (CPM) recommendation framework: Integrating large language models, retrieval-augmented generation, and the largest CPM dataset. Pharmacological Research 2025;219:107883 View
  21. Lai X, Lai Y, Chen J, Huang S, Gao Q, Huang C. Evaluation Strategies for Large Language Model-Based Models in Exercise and Health Coaching: Scoping Review. Journal of Medical Internet Research 2025;27:e79217 View
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  23. Nduka T, Ndakotsu A, Nriagu V, Karikalan S, Abdulkareem L, Omede F, Bob-Manuel T. AI-Generated Diet and Exercise Recommendations for Cardiovascular Health Compared to Established Cardiology Society Guidelines. Cureus 2025 View
  24. Yang J, Qin S, Ren D. Artificial intelligence coaches on the sidelines: Evaluating readability and quality of soccer training plans from six generative models. International Journal of Sports Science & Coaching 2025 View
  25. Tanzim U, Khan I, Abikenari M, Al-Deen R, Miah L, Blaaza M, Aziz M, Mukadam Y, Kerwan A. Transforming Patient–Provider Communication: The Role of Artificial Intelligence in Advancing Health Literacy—A Comprehensive Review. Premier Journal of Science 2025 View
  26. Zorlu Ö, Günal U, Yazici S. The quality, accuracy, and readability of information about hidradenitis suppurativa provided by artificial intelligence: Comparative analysis of ChatGPT, Copilot, and Perplexity. Medicine 2025;104(39):e44728 View

Books/Policy Documents

  1. Lukkahatai N, Joseph Dino M, N. Saligan L. Artificial Intelligence in Medicine and Surgery - An Exploration of Current Trends, Potential Opportunities, and Evolving Threats, Volume 3 [Working Title]. View

Conference Proceedings

  1. Jones B, Stemmler K, Su E, Kim Y, Kuzminykh A. Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems. Users' Expectations and Practices with Agent Memory View
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