HackathonsCancerCompanion AI

CancerCompanion AI

AI-powered oncology assistant that translates complex reports, matches patients to clinical trials, and guides treatment side-effect management using MedGemma and TxGemma.

📅Jan 2026 - Feb 2026
📍Online (Kaggle)
⏱️~6 weeks
✅ Completed
CancerCompanion AI

About the Hackathon

CancerCompanion AI is a healthcare-focused application built for Google Research's MedGemma Impact Challenge. It combines MedGemma and TxGemma to help users understand radiology/pathology reports, discover relevant clinical trials, and navigate treatment side effects with plain-language guidance. The platform is designed to be privacy-conscious and practical for real-world care contexts, with resilient model fallbacks and production-ready edge functions.

Challenge & Solution

🎯The Challenge

Cancer patients often struggle to interpret technical clinical reports, identify suitable trials, and manage treatment side effects without clear, accessible guidance.

💡Our Solution

Implemented a three-module workflow: ScanReader for report explanation, TrialFinder for profile-based trial matching with eligibility scoring, and TreatmentNavigator for day-by-day side-effect guidance. The backend prioritizes Kaggle-hosted MedGemma/TxGemma and falls back to external inference for reliability.

Key Features

ScanReader for plain-English interpretation of radiology/pathology reports
TrialFinder for structured profile extraction and clinical trial matching
TreatmentNavigator for day-by-day chemo cycle guidance
Eligibility scoring and doctor-question generation
Evidence-based side-effect management tips
Resilient model routing with MedGemma/TxGemma primary and fallback inference

Outcome & Impact

Delivered a complete, demo-ready healthcare AI product for the MedGemma Impact Challenge with an end-to-end patient journey from scan interpretation to treatment support.

Bridging the gap between complex medical reports and patient understanding.
— Reflection on CancerCompanion AI

Event Details

Date
Jan 2026 - Feb 2026
Location
Online (Kaggle)
Duration
~6 weeks

Technologies

MedGemmaTxGemmaKaggleHealthcare AIClinical TrialsOncologyPatient Support

Interested in collaborating?

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Gallery

CancerCompanion AI gallery 1
CancerCompanion AI gallery 2
CancerCompanion AI gallery 3
CancerCompanion AI gallery 4

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