Medical device simulator for training healthcare professionals.

Official Codebase for "ER-Reason: A Benchmark Dataset for LLM-Based Clinical Reasoning in the Emergency Room"

Building and vetting clinical decision rules.

An Agentic Simulator for Emergency Department Operations

Medical engineer & software developer. Building practical medical tools, clinical decision support systems, and AI-powered services for real-world healthcare workflows. Focus areas: emergency medicine, photodynamic therapy, mental health support, and medical microservices.

An AI-powered emergency trauma management training platform based on ETM/ATLS XABCDE framework, featuring interactive clinical case simulations with real-time dynamic feedback.

Comprehensive literature review on hybrid AI systems combining temporal knowledge graphs, clinical constraints, and generative models for emergency department decision support

A clinically defensible Health Systems Observatory for Canadian ER wait times

Web-based trauma phenotype visualization platform for precision trauma care

Three-tier hierarchical clinical AI for ESI triage prediction | OOF QWK 0.9987 | LightGBM + CatBoost + XGBoost ensemble with NEWS2, CCI, Modified Shock Index | Triagegeist Competition 2026

Final project for the Biostats 2 course at UofT's IHPME

ML for emergency department triage: MIMIC-IV-ED evaluation, SHAP, threshold optimisation, bias audit

Tracks patients in an Emergency Department from arrival to discharge. Auto-NEWS2, signed notes, AI clerking parser, AI discharge summaries. Live demo.

🏥 SOR Chojnice quick-routing portal — 28 emergency categories with specialist contacts (PWA, public for medical colleagues)

Silent guardian. Background monitoring for critical patient conditions. Saves lives quietly.

Science/Math, Education, Medicine

🏥 WellWave - Sistema médico avançado para geração automática de anamneses em ambientes de pronto-socorro. Transforma checkboxes simples em documentação clínica completa, juridicamente robusta e 100% compatível com CFM/LGPD.

Mobile Telemanipulator Robot Simulator (MTR-Sim) for Healthcare

ACEP Burden Reduction for Emergency Departments Measures

An interpretable facial asymmetry analysis pipeline using landmarks, deep learning, and temporal modeling to explore stroke-related facial patterns from images and videos.