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

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

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

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

Science/Math, Education, Medicine

Mobile Telemanipulator Robot Simulator (MTR-Sim) for Healthcare

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

🏥 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.

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.

Clinical LLM prompt/skill toolkit for screening, scoring, safety, documentation, and clinical calculators (renal/metabolic, CV risk, ED rules, pediatrics, geriatrics, ICU severity, primary care). Covers validated tools (PHQ-9/2, GAD-7/2, PCL-5, AUDIT-C, DAST-10, C-SSRS, ASQ, PHQ-4, K6/K10, WHO-5) with multi-platform manifests and consumer bundles.

DoseWise is an embedded system based on the 8051 microcontroller designed to assist in controlled medication dispensing in emergency environments such as ICUs and ambulances. It enables quick drug selection, prevents overdosing through timed lockouts, and tracks available stock.

Agentic RAG pipeline for emergency department triage (ESI) prediction, grounded in PubMed literature