Fifteen years of radiotherapy data were converted into an AI-ready resource
An open-source workflow structured 15 years of radiotherapy data, although reirradiation prediction showed only modest discrimination.
Tag
workflow-automation
GPT-4.1 retrieved TrueBeam troubleshooting history but retained safety risks
A retrieval-augmented GPT-4.1 chatbot rapidly surfaced previous TrueBeam faults, but procedural, role-definition and safety errors remained.
Automated framework linked 99.76% of radiotherapy planning and delivery datasets
The framework linked complete planning and delivery data for 13,871 plans with 99.76% success across two clinics.
Knowledge-based planning reduced organ-at-risk dose in head and neck and brain planning
RapidPlan reduced several organ-at-risk dose metrics while maintaining comparable target coverage in head and neck and brain radiotherapy planning.