Open Source Tools

• ALTER Hip Fracture Analysis (Tableau) : A data visualization dashboard for analyzing emergency department patient flow and associated fracture risk patterns.
• Patient Wait Times Analysis (Streamlit) : A real-time interactive tool for monitoring hospital wait times and informing resource optimization strategies.
• Clinical Predictor Explorer : A front-end interface to interactively evaluate and interpret machine learning-based clinical prediction models.
• Prostate Cancer Risk Stratification Tool : A machine learning-driven web application offering risk predictions alongside SHAP-based explainability and fairness assessments.
• Pan-Cancer Biomarker Discovery Framework : A Shiny-based interactive platform for statistical and exploratory analysis aimed at identifying potential pan-cancer biomarkers.