Thank you to all who participated in this year’s exhibition halls! Session winners denoted in bold.
Exhibition Halls

MORNING
| A. Michael West, Jr. | SenseMatch: Smartphone-Based Cross-Modal Matching for Accessible Perceptual Assessments |
| April Kim | Bayesian Polygenic Prediction with a Nonparametric Functionally Informed Prior Improves Prediction of Complex Traits from Genotypes |
| Danielle Ripsman | The Impact of AI Scribe on Primary Care Workload |
| Donald Kramer | DONNIE: Deep Omics Neural Network Inferred Expression |
| Emmett Springer | Joint Score-Threshold Optimization for Interpretable Risk Assessment Under Partial Supervision |
| Felix Parker | COUNTS: Chain-of-Thought Reasoning for Time Series Analysis in LLMs |
| Guan Gui | Clinician Training and Evaluation for Mood Disorders Using Reliable Synthetic Patient Interactions |
| Iris Zheng | De Novo Design of Alpha-Synuclein Fibrils Inhibitors for Treating Parkinson’s Disease |
| Jecia Z.Y. Mao | SCOPE: Speech-guided COllaborative PErception Framework for Surgical Scene Segmentation |
| Jiashuo Zhang | Guideline and Evidence-Based Shared Decision-Making: Healthcare Knowledge Q&A System |
| Jonathan Zhang | Causal Bounds for AI in Practice: More Accurate and Realistic Estimation of Downstream Outcomes Without New Trials |
| Kendall Reid and Madeline Brooks |
Do Machine Learning and Traditional Regression Models Identify the Same Influential Risk Factors? A Case Study of Virologic Failure in People with HIV |
| Kevin Lu | Probing the 12-Lead ECG for Acetaminophen Monitoring: A Deep Learning Approach |
| Laura Connolly | Integrating Ultrasound into Autonomous Robotic Workflows for Cancer Surgery |
| Rahul Gorijavolu | Show, Don’t Tell: Visual Context Scaling for Efficient Clinical Language Models |
| Rongrong Yan | Shared Genetic Susceptibility Between Enteric Infection and Colorectal Cancer |
| Sampath Rapuri | Enabling Virtual Clinical Trials Through Cross-Modal Embedding Alignment |
| Seraj Grimes | Cell-Type Specific Polygenic Scores Identify Disease-Relevant Proteins |
| Sonal Joshi | MedExpert: An Expert-Annotated Dataset for Medical Chatbot Evaluation |
| Taliyah Huang | The Impact of Coaching in the Visual Perception of Damping |
| Yeganeh Shahsavar | Deploying an AI-Supported Bedside Workstation for Respiratory Therapy Management: Study Design |
| Xuan Li | Predicting Ground Reaction Force and Moment from High-Density Plantar Pressure |
AFTERNOON
| Amama Mahmood | Reimagining Behavioral Sleep Medicine: Designing Conversational Sleep Diary and Visualization Tool |
| Bryan Ho | Efficient mRNA Delivery of Base Editors to Macrophages: Enabling Large-Scale Genetic Screens |
| Can Wang | Evaluating Large Language Models for Evidence-Based Clinical Question Answering |
| Chi Zhang | Learning to Defer to a Crowd of Experts on a Budget |
| Haoyue Sun | KM-GPT: An Automated Pipeline for Reconstructing Individual Patient Data from Kaplan-Meier Plots |
| Heyuan Huang | MedScore: Generalizable Factuality Evaluation of Open-Ended Medical Answers by Domain-Adapted Claim Decomposition and Verification |
| Hisashi Ishida | CaViR: Confidence-Aware Vision-Based Registration for Image-Guided Surgery |
| Jing Liu | Decomposition Approach for Multi-Week Home-Care Scheduling with Consistency and Time-Window Constraints |
| Matthew Farah | A Novel Quantitative Method to Evaluate Functional Impairment in Patients with Parkinson’s Disease and Other Movement Disorders |
| Mahmoud Said | Delineo Disease Modeling: Small-Town Interactive Disease Simulation |
| Nathan Chen | Latent Class and Trajectory Analysis of Frailty Progression |
| Navya Mehrotra | Delineo Disease Modeling: AI Counterfactual Analysis |
| Prabuddha Ghosh Dastidar | Imposing Ontological Structure on Graphical Neural Networks Improves Phenotype Prediction from Proteomics |
| Rhea Makkuni | LLM-Driven Decision-Making Support for Hospitalization Forecasting with Novel Respiratory Illness |
| Ryan Chou | It’s Been 31 Years: A Novel OSATS-Derived Surgical Skill Metric |
| Shevya Panda | Pitfalls of Using LLMs for Evaluating Patient Risk in Psychiatric Disorders |
| Sue Min Cho | Human-AI Collaboration and Explainability for 2D/3D Registration Quality Assurance |
| Wenxuan Li | PanTS: The Pancreatic Tumor Segmentation Dataset |
| Wenqing “Cathy” Zhang | Large Language Models for Full-Text Methods Quality Assessment: A Case Study on Mediation Analysis Research |
| Yuxiang Li | cpiVAE: Robust and Interpretable Cross-Platform Proteomics Imputation |