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

Applications of AI (878) Ontologies, Classifications, and Coding (421) Machine Learning (3082) Development and Evaluation of Research Methods, Instruments and Tools (1277) Chatbots and Conversational Agents (1145) JMIR Theme Issue: COVID-19 Special Issue (4233) Generative Language Models Including ChatGPT (1442) Health Risk and Perception in Cognitive Reasoning (36)

Published on in Vol 4 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/67363, first published .
Person using a smartphone to answer assessment questions about a child.

Generative Large Language Model—Powered Conversational AI App for Personalized Risk Assessment: Case Study in COVID-19

Generative Large Language Model—Powered Conversational AI App for Personalized Risk Assessment: Case Study in COVID-19

Authors of this article:

Mohammad Amin Roshani1 Author Orcid Image ;   Xiangyu Zhou1 Author Orcid Image ;   Yao Qiang2 Author Orcid Image ;   Srinivasan Suresh3 Author Orcid Image ;   Steven Hicks4 Author Orcid Image ;   Usha Sethuraman5 Author Orcid Image ;   Dongxiao Zhu1 Author Orcid Image
Article Authors Cited by (12) Tweetations (1) Metrics

Journals

  1. Salboukh F, Mousavi Y, Beklan Kucukdemiral I, Fekih A, Cali U. Reliability Assessment and Condition Monitoring of Wind Energy Conversion Systems Using Bayesian Networks: Recent Advances and Key Insights. IEEE Access 2025;13:104472 View
  2. Chung S, Giuffrè M, Rajashekar N, Pu Y, Shin Y, Kresevic S, Chan C, Nakamura-Sakai S, You K, Saarinen T, Hsiao A, Wong A, Evans L, McCall T, Kizilcec R, Sekhon J, Laine L, Shung D. Usability and adoption in a randomized trial of GutGPT a GenAI tool for gastrointestinal bleeding. npj Digital Medicine 2025;8(1) View
  3. Aldhafeeri L, Aljumah F, Thabyan F, Alabbad M, AlShahrani S, Alanazi F, Al-Nafjan A. Generative AI Chatbots Across Domains: A Systematic Review. Applied Sciences 2025;15(20):11220 View
  4. Nana V, Marshall M. Generative Artificial Intelligence in Healthcare: A Bibliometric Analysis and Review of Potential Applications and Challenges. AI 2025;6(11):278 View
  5. Rossi D, Auriemma Citarella A, De Marco F, Di Biasi L, Zheng H, Tortora G. D.R.E.A.M: diabetes risk via explainable AI modeling. Multimedia Tools and Applications 2026;85(2) View
  6. Hu Y. Toward Retrieval-Grounded Evaluation for Conversational Large Language Model–Based Risk Assessment. JMIR AI 2026;5:e90759 View
  7. Mousavi Y, Akbari P, Mousavi R, Mousavi A, Kucukdemiral I, Fekih A, Cali U. QRL-AFOFA: Q-learning enhanced self-adaptive fractional order firefly algorithm for large-scale and dynamic multiobjective optimization problems. Artificial Intelligence Review 2026;59(4) View
  8. Roshani M, Zhou X, Qiang Y, Suresh S, Hicks S, Sethuraman U, Zhu D. Authors’ Reply: Toward Retrieval-Grounded Evaluation for Conversational Large Language Model–Based Risk Assessment. JMIR AI 2026;5:e91981 View
  9. Huang T, Tse G, Pageler N, Bannett Y. Large Language Models Using Clinical Text in Pediatrics. JAMA Network Open 2026;9(3):e262443 View
  10. Phiphatkunarnon P, Kitro A, Suksatit B, Neo B, Tran D, Tepsan W. A Health Informatics Framework for Integrating Machine Learning and Generative AI in HIV Risk Stratification and Personalized PrEP Recommendation. Informatics 2026;13(7):103 View
  11. King A, Banks A, Hernández L, Thompson S, Stevens L, Potter L, Kaphingst K, Estabrooks P, Del Fiol G, Wetter D, Schlechter C. An Acceptance Criteria Framework for Determining the Implementation Fit of Custom Large Language Models in Public Health Interventions. Journal of Medical Internet Research 2026;28:e92356 View

Conference Proceedings

  1. Wang L, Guo A, Huang Z, Brahim W, Ma J. 2025 IEEE Cyber Science and Technology Congress (CyberSciTech). Towards Health-I: Personalized Healthcare Intelligence Based on Generative AI with Cross-modal Learning and Long-term Adaptation View