Conference Agenda
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4.5: Knowledge-driven vs data-driven models in healthcare (Different topics) & Poster session (Different topics)
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8:30am - 8:42am
ID: 324 / 4.5: 1 ESTIMATION OF ACTIVE MYOCARDIAL CONTRACTILITY VIA PHYSICS-INFORMED NEURAL NETWORKS FOR SCAR DETECTION 1Dept. of Mathematics and Scientific Computing, NAWI Graz, University of Graz, Austria; 2MOX, Dept. of Mathematics, Politecnico di Milano, Italy; 3Gottfried Schatz Research Center, Medical University of Graz, Austria; 4BioTechMed-Graz, Austria
8:42am - 8:54am
ID: 154 / 4.5: 2 PERSONALIZED TRACKING OF CORE TEMPERATURE FROM WEARABLES VIA A PHYSICS-GUIDED BAYESIAN ODE Nanyang Technological University, Singapore
8:54am - 9:06am
ID: 550 / 4.5: 3 PRE-OPERATIVE, DIAGNOSIS-ADJUSTED RISK PREDICTION OF PROLONGED HOSPITALISATION AFTER PAEDIATRIC CARDIAC SURGERY WITH CARDIOPULMONARY BYPASS 1University College London, United Kingdom; 2Great Ormond Street Hospital for Children
9:06am - 9:18am
ID: 234 / 4.5: 4 UNSUPERVISED MATERIAL MODEL DISCOVERY OF MYOCARDIAL TISSUE BEHAVIOR Delft University of Technology, The Netherlands
9:18am - 9:30am
ID: 141 / 4.5: 5 SCALABLE INFERENCE OF GUT MICROBIOTA LOTKA–VOLTERRA MODELS WITH PHYSICS-INFORMED NEURAL NETWORKS Univ. Paris-Saclay, INRAE, MaIAGE; Inria, MUSCA, France
9:30am - 9:42am
ID: 321 / 4.5: 6 A FEASIBILITY PIPELINE: STRUCTURING MULTIMODAL REAL-WORLD DATA FOR DIGITAL TWIN DEVELOPMENT 1Division of Neurosurgery, Geneva University Hospitals, Switzerland; 2Faculty of Medicine, University of Geneva, Switzerland; 3Centre for Computational Health, Institute of Computational Life Sciences, Zurich University of Applied Sciences, Switzerland; 4Department of Mathematical Modeling and Machine Learning, University of Zurich, Switzerland; 5NeuroCentre, Geneva University Hospitals, Switzerland
9:42am - 9:54am
ID: 115 / 4.5: 7 ADAPTIVE MODEL REDUCTION FOR EFFICIENT DATA AUGMENTATION FOR MACHINE LEARNING CLASSIFICATION 1DCMC, Politecnico di Milano, Italy; 2Universitat Politècnica de Catalunya, Spain; 3CIMNE, Spain
9:54am - 10:06am
ID: 174 / 4.5: 8 ROBUST LEARNING DOMAIN FORMULATION FOR DEEP LEARNING MODELS IN A SMALL DATA REGIME 1Auckland Bioengineering Institute, University of Auckland, New Zealand; 2Department of Engineering Science and Biomedical Engineering, University of Auckland, New Zealand
10:06am - 10:09am
ID: 124 / 4.5: 9 PATIENT-SPECIFIC 0D CIRCULATION MODELING WITH REGRESSION-BASED PARAMETER UPDATES TO PREDICT POST-HEPATECTOMY OUTCOMES 1Inria Saclay, France; 2AP-HP Hôpital Paul-Brousse; 3Inserm U1176, Université Paris-Saclay; 4Inserm U1193, Université Paris-Saclay
10:09am - 10:12am
ID: 224 / 4.5: 10 KNOWLEDGE-DRIVEN VS. DATA-DRIVEN MODELS IN NEUROSCIENCE - A COMPLEMENTARY PERSPECTIVE? Ruhr University Bochum, Germany
10:12am - 10:15am
ID: 169 / 4.5: 11 LLM + MULTISCALE MODELING FOR NEUROLOGY 1DHSU, United States of America; 2Linkopings University, Sweden; 3Yale, USA; 4McGill, Canada
10:15am - 10:18am
ID: 128 / 4.5: 12 GLUCODIFFSURV: TREATMENT-AWARE CONTINUOUS-TIME DIFFUSION FORECASTING WITH TIME-TO-HYPOGLYCEMIA RISK 1Vytautas Magnus University, Lithuania; 2University of Health Sciences, Lithuania
10:18am - 10:21am
ID: 168 / 4.5: 13 GNN-BASED SURROGATE MODEL FOR OBSTETRIC INJURY PREDICTION 1INEGI, Portugal; 2Faculty of Engineering of the University of Porto, Portugal
10:21am - 10:24am
ID: 592 / 4.5: 14 IDENTIFIABILITY OF LATENT TRAJECTORIES WITH NEURAL ODES IN SMALL DATA REGIMES 1Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany; 2Department of Dermatology, Medical Faculty and Medical Center, University of Freiburg, Freiburg, Germany
10:24am - 10:27am
ID: 403 / 4.5: 15 HUMAN-LEVEL MRS SCORING FROM NEUROSURGICAL LETTERS USING A LARGE LANGUAGE MODEL 1Geneva University Hospitals, Switzerland; 2Faculty of Medicine, University of Geneva, Switzerland; 3Data Science for Digital Health (DS4DH), Department of Radiology and Medical Informatics, Faculty of Medicine, University of Geneva, Switzerland; 4Department of Neurosurgery, Winterthur Kantonsspital, Switzerland
10:27am - 10:30am
ID: 216 / 4.5: 16 SYNTHETIC PATIENTS TO ENHANCE MULTIPLE SCLEROSIS TRIAL DESIGN VIA COVARIATE ADJUSTMENT 1IRCSS Synlab SDN, Napoli, Italy; 2IRCSS Neuromed, Pozzilli, Italy; 3Gelf Health, Milano, Italy; 4Pharmacometrica, France
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