Clinic Inbox Assistant: My MedGemma Hackathon Project for Safer, Faster Triage

Disclaimer: This project uses only synthetic examples and does not process real patient data. It is a technical, not medical advice or a clinical triage tool. During the MedGemma Impact Challenge on Kaggle, I designed and built Clinic Inbox Assistant, a focused prototype that turns messy clinical inbox notes into structured, triage‑ready summaries. In this post, I’ll share why I chose this problem, how I used MedGemma inside a single Kaggle notebook, the safety constraints I built in, and what I learned about turning a raw health AI model into something closer to a real‑world workflow.