RoadMap for LLM application in Emergency Department
Learn why we are building an emergency department LLM simulation and how Canadian ED pressures shape our work.
Meet the collaborators engineering our emergency department simulations and supporting deployments.
Dive into our peer-reviewed papers and preprints showcasing how LLMs can enhance emergency department practice.
Explore how aligned large language model agents coordinate triage, assessment, and disposition decisions in our virtual emergency department. Launch the demo
Recent Publications
ICEM 2025 – International Conference on Emergency Medicine – Conference Presentation
Demonstrates how clinician-in-the-loop fine-tuning boosts the quality and utility of ED chart summaries.
Small Language Models for Emergency Departments Decision Support: A Benchmark Study
Accepted to 2025 IEEE International Conference on Autonomous and Trusted Computing (ATC 2025) – Conference Paper
Evaluates compact models for ED decision-support tasks, highlighting trade-offs between accuracy, latency, and deployability.
Dual-stage and Lightweight Patient Chart Summarization for Emergency Physicians
Accepted at IEEE Annual Congress on Artificial Intelligence of Things (IEEE AIoT) 2025 – Conference Paper
Introduces a two-step summarization pipeline that balances comprehension with speed for frontline clinicians.