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

Foundations of AI (56) Artificial Intelligence (1960)

Published on in Vol 2 (2023)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/44293, first published .
Few-Shot Learning for Clinical Natural Language Processing Using Siamese Neural Networks: Algorithm Development and Validation Study

Few-Shot Learning for Clinical Natural Language Processing Using Siamese Neural Networks: Algorithm Development and Validation Study

Few-Shot Learning for Clinical Natural Language Processing Using Siamese Neural Networks: Algorithm Development and Validation Study

Authors of this article:

David Oniani1 Author Orcid Image ;   Premkumar Chandrasekar1 Author Orcid Image ;   Sonish Sivarajkumar2 Author Orcid Image ;   Yanshan Wang1, 2, 3, 4 Author Orcid Image
Article Authors Cited by (9) Tweetations (3) Metrics

Journals

  1. Paroiu R, Ruseti S, Dascalu M, Trausan-Matu S, McNamara D. Asking Questions about Scientific Articles—Identifying Large N Studies with LLMs. Electronics 2023;12(19):3996 View
  2. Shaikh T, Rasool T, Veningston K, Yaseen S. The role of large language models in agriculture: harvesting the future with LLM intelligence. Progress in Artificial Intelligence 2025;14(2):117 View
  3. Akcali Z, Cubuk H, Oguz A, Kocak M, Farzaliyeva A, Guven F, Ramazanoglu M, Hasdemir E, Altundag O, Agildere A. Automated Extraction of Key Entities from Non-English Mammography Reports Using Named Entity Recognition with Prompt Engineering. Bioengineering 2025;12(2):168 View
  4. Naveed F, Masih A, Mahmood J, Ahmed M, Ali A, Saddiqa A, Abdulnabi M, Agbozo E. Sustainable AI for plant disease classification using ResNet18 in few-shot learning. Array 2025;26:100395 View
  5. Nguyen D, Lee S, Synghal R, Chan L, Justus F, Moromisato M, Shao T, Wang C, Kellogg M, Anwar B, Creech J, Ochoa K, Gigliotti D, Ortiz O, La K, Nguyen K. Digital transformation with clinical alerts and personalized care systems in an integrated value based model. npj Digital Medicine 2025;8(1) View
  6. Yadalam P, Pawar A, Natarajan P, Ardila C. A novel dual embedding few-shot learning approach for classifying bone loss using orthopantomogram radiographic notes. Head & Face Medicine 2025;21(1) View
  7. Yang Y, Liu Q, Liu J, Yang J. Prediction of liquid-phase separation proteins using Siamese network with feature fusion. Briefings in Bioinformatics 2025;26(4) View

Conference Proceedings

  1. Li Z, Thaker K, He D. 2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI). SiaKey: A Method for Improving Few-shot Learning with Clinical Domain Information View
  2. Bitri R, Ali M. 2023 International Conference on Computing, Networking, Telecommunications & Engineering Sciences Applications (CoNTESA). A Comparative Review of GPT-4’s Applications in Medicine and High Decision Making View