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

AI Language Models in Health Care (186) Applications of AI (272) Reviews in AI (21) Digital Health Reviews (1690) Clinical Information and Decision Making (1872) Artificial Intelligence (2064) Development and Evaluation of Research Methods, Instruments and Tools (727) Methods and Instruments in Medical Informatics (185) Computer-Aided Diagnosis (241)

Published on in Vol 12 (2024)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/49724, first published .
Task-Specific Transformer-Based Language Models in Health Care: Scoping Review

Task-Specific Transformer-Based Language Models in Health Care: Scoping Review

Task-Specific Transformer-Based Language Models in Health Care: Scoping Review

Authors of this article:

Ha Na Cho1 Author Orcid Image ;   Tae Joon Jun2 Author Orcid Image ;   Young-Hak Kim3 Author Orcid Image ;   Heejun Kang4 Author Orcid Image ;   Imjin Ahn1 Author Orcid Image ;   Hansle Gwon1 Author Orcid Image ;   Yunha Kim5 Author Orcid Image ;   Jiahn Seo5 Author Orcid Image ;   Heejung Choi5 Author Orcid Image ;   Minkyoung Kim5 Author Orcid Image ;   Jiye Han5 Author Orcid Image ;   Gaeun Kee1 Author Orcid Image ;   Seohyun Park1 Author Orcid Image ;   Soyoung Ko1 Author Orcid Image
Article Authors Cited by (14) Tweetations Metrics

Journals

  1. Adugna A, Abebaw D, Abebaw A, Jemal M. Deep learning architectures for influenza dynamics and treatment optimization: a comprehensive review. Frontiers in Artificial Intelligence 2025;8 View
  2. Yang Z, Yuan S, Shao Z, Li W, Liu R. A review on synergizing knowledge graphs and large language models. Computing 2025;107(6) View
  3. Pantelis A, Epiphaniou P, Lapatsanis D. Machine learning and artificial intelligence for predicting short and long-term complications following metabolic bariatric surgery - a systematic review. Artificial Intelligence Surgery 2025;5(3):322 View
  4. Huang Y, Yang G, Shen Y, Chen H, Wu W, Li X, Wu Y, Zhang K, Xu J, Zhang J. Application of Large Language Models in Complex Clinical Cases: Cross-Sectional Evaluation Study. JMIR Medical Informatics 2025;13:e73941 View
  5. Abubakar Ibrahim A, Khan F. Detecting Shifts in Public Discourse from Offline to Online Using Deep Learning. Electronics 2025;14(20):3987 View
  6. Chen K, Ao M, Moon S, Burns G, Zhu Q. Machine learning-based identification of natural history studies in rare diseases: a step toward understanding disease development and outcome. Journal of Rare Diseases 2025;4(1) View
  7. Teke J, Msiska M, Adanini O, Egbon E, Osborne A, Olawade D. Artificial intelligence for obesity management: A review of applications, opportunities, and challenges. Obesity Medicine 2025;58:100657 View
  8. Bin Tarique M, Ali U, Bang D. Advances in Healthcare IoT Devices for AI Driven Clinical Decision Supporting System for Emergency Medicine. JOURNAL OF SENSOR SCIENCE AND TECHNOLOGY 2025;34(5):498 View
  9. Delgado A, Balthazaar S, Soltesz A, Nightingale T, Panza G. Using Machine Learning with Wearable Devices to Advance Research and Patient Care Using Spinal Cord Injury as a Model. Archives of Physical Medicine and Rehabilitation 2025 View

Books/Policy Documents

  1. Syed M, Chauhan V, Mathur B, Goyal S, Narad P, Sengupta A. Artificial Intelligence and Blockchain in Precision Medicine and Virology. View

Conference Proceedings

  1. Vishalatchi K, Thenmoezhi N, K S, S R, Sivagurunathan P, Udhayamoorthi M. 2025 8th International Conference on Trends in Electronics and Informatics (ICOEI). AI-Powered NLP Systems for Differential Diagnosis: Improving COPD Exacerbation Detection View
  2. Mahapatra R, Santhanam H, Priebe C, Xu H, Esmaeilzadeh H. Proceedings of the 52nd Annual International Symposium on Computer Architecture. In-Storage Acceleration of Retrieval Augmented Generation as a Service View
  3. Kalaiarasi P, Reddy M, Kousik K, Neeraj M. 2025 International Conference on Computational Robotics, Testing and Engineering Evaluation (ICCRTEE). SAHAYAK AI: A Next-Gen AI-Powered Intelligent Healthcare Management System for Enhanced Diagnosis and Hospital Efficiency View
  4. Dandu H. 2025 3rd International Conference on Sustainable Computing and Data Communication Systems (ICSCDS). Using Natural Language Processing to Classify Free-text Laboratory Results into Standardized Diagnostic Categories View