26-30 July 2026

EMBC 2026

Toronto, Canada
Mo.P31: Large Language Models, Clinical NLP & AI for Documentation
Monday, 27 July, 16:30 - 18:30
Location: Hall E
Session Type: Poster
Theme 9: Biomedical & Health Informatics
Poster Board: I-28

Mo.P31.I-28: A Safety-Aware Role-Orchestrated Multi-Agent LLM Framework for Behavioral Health Communication Simulation
Ha Na Cho, University of California Irvine
Poster Board: I-29

Mo.P31.I-29: TOWARDS SELECTION OF LARGE MULTIMODAL MODELS AS ENGINES FOR BURNED-IN PROTECTED HEALTH INFORMATION DETECTION IN MEDICAL IMAGES
Tuan Truong, Guillermo Jimenez-Perez, Pedro Osorio, Matthias Lenga, Bayer AG
Poster Board: I-30

Mo.P31.I-30: Improving Coverage in Clinical Summarization via Structure-Aligned Chunk-Wise Generation with Large Language Models
Soma Onishi, Kei Shibuya, NEC Corporation; Rie Kunii, Miki Tachibana, Kyoko Sakurada, Tohoku University Hospital; Masanori Tsujikawa, NEC Corporation; Setsuko Okuyama, Yuri Sasaki, Tohoku University Hospital
Poster Board: I-31

Mo.P31.I-31: Specialty Referral Classification from Thai Clinical Notes Using a Fine-tuned Large Language Model
Nitipong Jintanukul, Sawrawit Chairat, Sitthichok Chaichulee, Faculty of Medicine, Prince of Songkla University
Poster Board: I-32

Mo.P31.I-32: A Rule-Refined, On-Premises LLM Framework for Clinical Symptom Extraction from EHR Narratives: Application to Asthma
Mehmet Bagci, San Diego State University & University of California San Diego; Jared Dang, Department of Internal Medicine, Scripps Mercy Hospital,; Toan Do, Modena Allergy + Asthma; Samantha Bagsic, Scripps Health; Truong Nguyen, University of California San Diego; Brian Modena, Modena Allergy + Asthma; Yusuf Ozturk, San Diego State University
Poster Board: I-33

Mo.P31.I-33: NEUROAGENTS: LLM-BASED ORCHESTRATION OF HIGH-RESOLUTION BRAIN DYNAMICS SIMULATIONS FROM NATURAL LANGUAGE
Alejandro Salinas-Medina, Anisleidy Gonzalez-Mitjans, Paule-Joanne Toussaint, Tamires Corrêa Marçal, Alan Evans, Xue Liu, McGill University
Poster Board: I-34

Mo.P31.I-34: CONTEXT-AWARE PROMPT ENGINEERING FOR LLM-BASED MISSING DATA IMPUTATION IN PATIENT-REPORTED OUTCOMES
Yousif Salman, Emad Mohammed, wilfrid laurier university; Yong Jin Kweon, McGill University, , Canada; Shayan Dhillon, wilfrid laurier university; Trafford Crump, McGill University
Poster Board: I-35

Mo.P31.I-35: CONSTRUCTING VARIABLE RELATIONSHIPS IN TABULAR DATA USING SIMILARITY MEASURES OF LLM-GENERATED VARIABLE DESCRIPTIONS
Shuhei Noyori, Kei Shibuya, Konosuke Temmei, NEC Corporation
Poster Board: I-36

Mo.P31.I-36: LLM-AUGMENTED VISUAL ANALYTICS INTERFACE FOR EXPLORATORY CHEST RADIOGRAPH ANALYSIS
Kyungjin Kim, Seoul National University; Katelyn Morrison, Adam Perer, Carnegie Mellon University; Jongmo Seo, Seoul National University
Poster Board: I-37

Mo.P31.I-37: MANDATORY CITATION MECHANISM: ENFORCING SOURCE TRACEABILITY IN RETRIEVAL-AUGMENTED MEDICAL QUESTION ANSWERING
Chia-Lung Chang, Po-Hsun Cheng, Li-Wei Chen, National Kaohsiung Normal University
Poster Board: I-38

Mo.P31.I-38: IMPORTANCE OF SMALL LANGUAGE MODELS IN SYNTHETIC ELECTRONIC HEALTH RECORD GENERATION
Sky Angeles, Suhita Anubha, Benson Lin, Indiana University; Deepak Nathani, University of California; Venkatram Vishwanath, Filippo Simini, Argonne National Laboratory; Madhurima Vardhan, Indiana University
Poster Board: I-39

Mo.P31.I-39: ADVANCING EXTRACTION OF CLINICAL INTER-ENTITY RELATIONSHIPS FROM UNSTRUCTURED ELECTRONIC HEALTH RECORDS
Shubham Agarwal, Vlad Dinu, Thomas Searle, Mart Ratas, Anthony Shek, Dan Stein, James Teo, Richard Dobson, King's College London
Poster Board: I-40

Mo.P31.I-40: Temporal Dependence of LLM-Based Infection Identification on Clinical Documentation Window
Yufei Yu, James Ford, Shamim Nemati, UC San Diego