FireForm is a tool to streamline documentational overhead for emergency departments.

Resgrid Dispatch is a dedicated application for dispatchers to create and manage calls\incidents and unit responses for users of the Resgrid system

A streamlit app (running from github pages using the stlite package) for teaching concepts of discrete event simulation, including animated entity flow plots created in Plotly

An Agentic Simulator for Emergency Department Operations

Open-source medical LLM safety evaluation pipeline with reproducible benchmarks and high-risk clinical failure analysis.

https://www.sciencedirect.com/science/article/abs/pii/S1386505621001969?via%3Dihub

Machine learning model to predict emergency room outcomes using MIMIC-IV-ED data.

Characteristics and waiting time prediction for patients in the pediatric emergency department

A real-time, cross-platform emergency reporting system for Unisan citizens and agencies.

Emergency Department (ED) Simulation is a Java-based project designed to model and optimize patient flow, resource management, and triage prioritization in hospital emergency departments. Using OOP principles and probabilistic models, this simulation aims to improve efficiency and decision-making in ED operations.

Individual final-year dissertation project (80%) at King’s College London: a Java agent-based model of Emergency Department patient flow and operations.

Healthcare operations intelligence case study focused on emergency department optimization, patient flow redesign, and avoidable ED utilization using large-scale encounter, provider, and SDOH analytics.

FireForm is a tool to streamline documentational overhead for emergency departments.

Analysis into Paediatric Mental Health related ED attendances and admissions across CMAST providers.

simulation, queuing algorithms, data processing and modeling

One of the top solutions for The 2019 DII National Data Science Challenge: https://sbmi.uth.edu/dii-challenge/. More details in the paper "An interpretable deep-learning model for early prediction of sepsis in the emergency department", published on Patterns 2021.

FireForm is a tool to streamline documentational overhead for emergency departments.

Process Mining project ; Master's Degree in Computer Science @ UniPD

Script for preparatory work and analyses linked to WP3

Wesleyan DataFest 2026 (Team 13) — analysis of how transportation barriers in Stormont Vail Health EHR data drive 3× higher emergency-department use. R + DuckDB pipeline over 7.6M encounters, 947K patients.