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Reviews in AI (41) Clinical Informatics (1518) mHealth for Data Collection and Research (1300) Natural Language Processing (1002) Ontologies, Classifications, and Coding (361) Machine Learning (2332) Generative Language Models Including ChatGPT (907)

Published on in Vol 5 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/79202, first published .
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Large Language Models for Health Care Text Classification: Systematic Review

Large Language Models for Health Care Text Classification: Systematic Review

Authors of this article:

Hajar Sakai1 Author Orcid Image ;   Sarah S Lam1 Author Orcid Image
Article Authors Cited by (8) Tweetations Metrics

Journals

  1. Lucińska M, Płaza M, Kęczkowska J, Kurek K, Wykrota K, Deniziak S, Twardowski K, Koruba Z, Płaza M. Ensemble-Based Multi-Class and Multi-Label Text Classification for Noisy Clinical Dialogues. Applied Sciences 2026;16(6):2645 View
  2. Jefferson T, Phillips-Wren G. Leveraging generative AI for post-disaster resource decisions in emergency management: a case study of Hurricane Helene and the medicated society. Journal of Decision Systems 2026;35(1) View
  3. Dani M, Prakash M, Rosa F, Akata Z, Liebe S. Evaluating large language models for diagnostic reasoning from unstructured clinical narratives in epilepsy. Communications Medicine 2026;6(1) View
  4. Cascella M, Zarrella A, Conti V, Filippelli A, Bruno M, Esposito D, Feo R, Cerrone V, Guerra C, Lisio F, Sabbatino F, Piazza O, Cirillo S, Polese G. Artificial intelligence strategies for emotion recognition in cancer pain research. Exploration of Medicine 2026;7 View
  5. Kwon Y. Large language models for predicting postoperative complications: benefits, potential, and limitations of clinical use. Korean Journal of Anesthesiology 2026;79(3):257 View

Conference Proceedings

  1. Reddy S, Al-Dhamari A. 2025 International Conference on Green Energy, Computing and Sustainable Technology (GECOST). A Comparative Study of Few-Shot Learning and Transformer-Based Sentiment Analysis on Patient Drug Reviews View
  2. Y N, P P, R J, V L, Badhya S. 2025 Fourth International Conference on Smart Technologies and Systems for Next Generation Computing (ICSTSN). Clinical Summarization of Bradycardia and Desaturation Episodes in Preterm Neonates using LLM Models View
  3. Joshi V, Nirkhi S, Guda S, Motghare M, Singh Y, Patil S. 2025 International Conference on Artificial Intelligence and Quantum Computation-Based Sensor Application (ICAIQSA). Disambiguation of Clinical Abbreviations in EHRs Using Fine-Tuned Biomedical BERT View