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Published on in Vol 4 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/68776, first published .
Doctor in surgical scrubs touching a futuristic medical display showing brain scans and DNA.

Leveraging Large Language Models for Accurate Retrieval of Patient Information From Medical Reports: Systematic Evaluation Study

Leveraging Large Language Models for Accurate Retrieval of Patient Information From Medical Reports: Systematic Evaluation Study

Journals

  1. Lin A, Wang Z, Jiang A, Chen L, Qi C, Zhu L, Mou W, Gan W, Zeng D, Xiao M, Chu G, Peng S, Wong H, Zhang L, Zhang H, Deng X, Wang Y, Zhang J, Cheng Q, Tang B, Luo P. Large language models in clinical trials: applications, technical advances, and future directions. BMC Medicine 2025;23(1) View
  2. Coric R, Oloyede E, Cuayáhuitl H. Helpful or Harmful? Re-Evaluating Frugality in Retrieval-Augmented Generation for Medical Question Answering. Machine Learning and Knowledge Extraction 2026;8(3):64 View
  3. Gowramma P, Kumar K, Prema M, Virupakshaiah S, Rahamathulla M, Ghouse M, Ahmed M, Pasha I. AI-powered Chatbot integration for enhanced accessibility of electronic health records in a pediatric hospital. Scientific Reports 2026;16(1) View
  4. Salmè M, Siciliano F, Silvestri F, Soda P, Sicilia R, Guarrasi V. Concept-Enhanced Multimodal RAG: Towards Interpretable and Accurate Radiology Report Generation. Information Systems Frontiers 2026 View
  5. Bilgin E, Öztürk E, Shah M, Traboco L, Everitt R, Tan A, Bukhari M, Venerito V, Gupta L. Agreement between large language models, human reviewers, and authors in evaluating STROBE checklists for observational studies in rheumatology. EULAR Rheumatology Open 2026:100193 View

Books/Policy Documents

  1. Baâzaoui A, Khadhraoui H, Barhoumi W. Research Challenges in Information Science. View

Conference Proceedings

  1. Suram K, A J H, Kurian A, Augustine K, Majeed A R. 2025 IEEE 4th International Conference for Advancement in Technology (ICONAT). Vision-Language Transformers for Medical Report Synthesis: A Multimodal Approach View
  2. Kica M, Radosky L, Slivka D, Kubinova K, Dovhun D, Uhercik T, Bircak E, Polasek I. 2026 International Conference on Artificial Intelligence, Computer, Data Sciences and Applications (ACDSA). Supporting Software Engineering Tasks with Agentic AI: Demonstration on Document Retrieval and Test Scenario Generation View