26-30 July 2026

EMBC 2026

Toronto, Canada
We.P28: Health Informatics
Wednesday, 29 July, 16:30 - 18:30
Location: Hall E
Session Type: Poster
Theme 9: Biomedical & Health Informatics
Poster Board: I-26

We.P28.I-26: Minimizing ED Mis-triaging Using Explainable Machine Learning
Berihun Tsega Alemayehu, University of Gondar; Abel Digafe Ketema, Hawassa University; Gebrie Mekonen Haile, Addis Ababa University
Poster Board: I-27

We.P28.I-27: EXTERNAL VALIDATION OF A MIMIC-IV BASED HYPOTENSION PREDICTION MODEL USING A REAL-WORLD MULTICENTER KOREAN ICU COHORT
Donggyu Kim, Kanghyuck Lee, Taehoon Ko, The Catholic University of Korea
Poster Board: I-28

We.P28.I-28: Usability of a Mobile App for Performing HINTS Dizziness Exam
Kelvin Wang, Ziang Xiao, Johns Hopkins University Whiting School of Engineering; Hector Rieiro, Johns Hopkins University School of Medicine; Jorge Otero-Millan, University of California Berkeley; Ali Saber Tehrani, Johns Hopkins University School of Medicine
Poster Board: I-29

We.P28.I-29: AN ON-PREMISES CONVERSATIONAL TEXT-TO-SQL SYSTEM FOR A PRODUCTION HOSPITAL DATA WAREHOUSE
Kohei Yamashita, Mizuki Sato, University of Hyogo; Chisato Miyakoshi, Kobe City Medical Center General Hospital; Tadamasa Takemura, University of Hyogo
Poster Board: I-30

We.P28.I-30: TRANSFORMER-BASED DYNAMIC RISK TRAJECTORIES FOR EXTUBATION FAILURE PREDICTION AND PHENOTYPING
Pin-Jui Chen, Emily Chia-Yu Su, National Yang Ming Chiao Tung University
Poster Board: I-31

We.P28.I-31: EXPLORATORY EVALUATION OF CLASS, A LARGE LANGUAGE MODEL PIPELINE FOR EXTRACTING UNSTRUCTURED DATA FROM CLINICAL NOTES
Frederick Kuo, Jamie Fierstein, Fiorella Gonzales, Russell Jennings, Luis Ahumada, Johns Hopkins All Children's Hospital
Poster Board: I-32

We.P28.I-32: EARLY WARNING OF WEIGHT INSTABILITY USING THE FITSLOTH DIGITAL THERAPEUTIC PLATFORM
Wanumaidah Saengmolee, Wipamas Polpakdee, Theerawit Wilaiprasitporn, Vidyasirimedhi Institute of Science and Technology (VISTEC)
Poster Board: I-33

We.P28.I-33: Tools for generating machine learning-enhanced, population-specific risk models to predict cardiovascular and cerebrovascular events
Haipeng Liu, Universidad Santa Paula; Jeremy Man Ho Hui, University of Hong Kong; Anselm Au, Hong Kong Metropolitan University; Carlin Chang, Queen Mary Hospital; Kamalan Jeevaratnam, University of Surrey; Tong Liu, Second Hospital of Tianjin Medical University; Mehrdad Shahmohammadi Beni, Gary Tse, Hong Kong Metropolitan University
Poster Board: I-34

We.P28.I-34: A RETRIEVAL-BASED TOP-K MAPPING FRAMEWORK FOR STANDARDIZING HOSPITAL LOCAL DIAGNOSIS CODES TO SNOMED CT
Jiho Kim, Chansik Kim, Taehoon Ko, The Catholic University of Korea
Poster Board: I-35

We.P28.I-35: Feature Reduction in Diabetes Prediction Models: Quantifying Computational Speedup, Overfitting Risk Reduction, and Predictive Power Compromise
Kit Hoi Lai, Hong Kong Metropolitan University; Wing Tak Wong, The Chinese University of Hong Kong; Guoliang Li, The First Affiliated Hospital of Xi'an Jiaotong University; Tong Liu, Kang-yin Chen, Second Hospital of Tianjin Medical University; Shuk Han Cheng, City University of Hong Kong; Gary Tse, Hong Kong Metropolitan University
Poster Board: I-36

We.P28.I-36: Robustness of PatchTST in Real-Time ICU Delirium Prediction
Inhae cho, Sujung Lee, Taehoon Ko, The Catholic University of Korea
Poster Board: I-37

We.P28.I-37: Assessing Flow Experience during Startup Weekend, an Intensive Educational Program, via Heart Rate Variability
Yuya Aoshima, Hisashi Yoshida, Kindai University; Kazuo Yana, Noriko Taji, Hosei University; Futoshi Akiba, Ryukoku University; Yeongjoo Lim, Ritsumei. University; Kiyoshi Asakawa, Hosei University
Poster Board: I-38

We.P28.I-38: Automated Data Quality System for Multi-site Healthcare Data: A Validation Study Using Korea Biobank Network
Ki-Hoon Kim, Seol Whan Oh, Yun Seon Im, Wona Choi, In Young Choi, The Catholic University of Korea, Seoul, Republic of Korea
Poster Board: I-39

We.P28.I-39: A MOBILE CLASSIFIER FOR VESTIBULAR DISORDERS: VALIDATION AS A CLINICAL SCREENING TOOL
Saba Rasouli, Cecilia Callejas Pastor, Chungnam National University; Myung-Whan Suh, Seoul National University Hospital; Yunseo Ku, Chungnam National University
Poster Board: I-40

We.P28.I-40: PHYSIOLOGICAL BIOMARKER OF TRUST IN AI-ASSISTED NURSING DECISION-MAKING
Javier O. Pinzon-Arenas, Boluwatife E. Faremi, Riley McNaboe, Luis R. Mercado-Diaz, Amir Mohammad Karimi Forood, University of Connecticut; Josef Kundrát, University of Ostrava; Ann Marie Hoyt-Brennan, Wendy A. Henderson, University of Pennsylvania; Hugo F. Posada-Quintero, University of Connecticut
Poster Board: I-41

We.P28.I-41: Explainable Machine Learning Models to Predict Early Discharge After ERAS-Guided Colorectal Cancer Surgery
Hakjun Kim, Hallym University; Jaehyun Park, Seung Bum Ryoo, Min Jung Kim, Ho Jin Lee, Ji Won Park, Seung Yong Jeong, Seoul National University Hospital; Jinah Sim, The Catholic Univerisy of Korea
Poster Board: I-42

We.P28.I-42: CAMERA-BASED NON-CONTACT PPG SIGNAL EXTRACTION AND HEART RATE ESTIMATION ALGORITHM
Minkyeong Kim, Jinseok Lee, KyungHee University
Poster Board: I-43

We.P28.I-43: IMPROVING TRAUMA MORTALITY PREDICTION USING REGION-46 BASED DEEP LEARNING WITH DEMOGRAPHIC INTEGRATION
Yunjeong Choi, Jinseok Lee, Kyung Hee University
Poster Board: I-44

We.P28.I-44: LLM-Driven Role-Specific Clinical Scenario Augmentation for Antimicrobial Stewardship Program Education
Tong Min Kim, Raeseok Lee, Dong-Gun Lee, Taehoon Ko, The Catholic University of Korea, College of Medicine
Poster Board: I-45

We.P28.I-45: A Secure Hospital-integrated Infrastructure for Biomedical Research Studies
Serena Moscato, Valerio Antonio Arcobelli, Cleiston Rodrigues Da Silva, University of Bologna; Antonino Amedeo La Mattina, IRCCS Istituto Ortopedico Rizzoli; Marco Domenicali, Alessandro Silvani, Lorenzo Chiari, Sabato Mellone, University of Bologna
Poster Board: I-46

We.P28.I-46: PRIVACY PRESERVING FEDERATED MULTIMODAL FUSION FOR ALZHEIMER’S DETECTION UNDER HETEROGENEOUS CLINICAL DATA
Pavan Hiremath, Manipal Academy of Higher Education; Deepak Singh, Gainwell Technologies; Kiran Veernapu, Brown University
Poster Board: I-47

We.P28.I-47: Development of a medication regimens complexity index for incorporation into an electronic frailty index for patients with type 2 diabetes mellitus
Chi Ting Yang, Haixin Zhou, Hong Kong Metropolitan University; Oscar Hou In Chou, Hong Kong University; Sharen Lee, Queen Elizabeth Hospital; Wing Tak Wong, Chinese University of Hong Kong; Bernard Man Yung Cheung, Carlin Chang, University of Hong Kong; Tong Liu, Kang-yin Chen, Second Hospital of Tianjin Medical University; Jiandong Zhou, Abraham Ka Chung Wai, University of Hong Kong; Gary Tse, Hong Kong Metropolitan University
Poster Board: I-48

We.P28.I-48: An NLP-Enhanced Machine Learning Approach for Predicting Disposition Decisions in Mental Health Emergency Department Visits Using Electronic Health Records
Fatemeh Bagheri, Rohit Mohindra, Evin Sejdic, University of Toronto
Poster Board: I-49

We.P28.I-49: AI-POWERED SDoH MINING: SCALING SOCIAL DETERMINANTS OF HEALTH IDENTIFICATION IN CLINICAL NOTES FOR INTEGRATED CARE
Zhenxiao Yang, University Health Network; Zahra Shakeri, University of Toronto; Karen Okrainec, University Health Network
Poster Board: I-50

We.P28.I-50: Heart Rate Estimation Using a 60 GHz FMCW Radar
Toshiyuki Tanaka, Keio University
Poster Board: I-51

We.P28.I-51: CLINICAL REASONING FOR VESTIBULAR DIAGNOSIS WITH A FINE-TUNED LARGE LANGUAGE MODEL AND PROMPT CHAINING
Sujin Park, Cecilia Callejas, Yunseo Ku, Chungnam National University; Myung-Whan Suh, Seoul National University Hospital