Exhibition Halls

The 9th Annual Johns Hopkins Research Symposium on Engineering in Healthcare. Human + AI: Redefining the Standard of Care in Medicine. Exhibition Halls.

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

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