Evaluating machine learning enhanced intelligent-optimization-engine (IOE) performance for ethos head-and-neck (HN) plan generation.

Justin VisakEnobong InamBoyu MengSiqiu WangDavid ParsonsDan NyugenTingliang ZhangDominic MoonVladimir AvkshtolSteve JiangDavid SherMu-Han Lin

Published in: Journal of applied clinical medical physics (2023)

AI-guided plans were the highest quality. Both KBP-enabled and RTOG-only plans are feasible approaches as clinics adopt ART workflows. Similar to constrained optimization, the IOE is sensitive to clinical input goals and we recommend comparable input to an institution's planning directive dosimetric criteria.

Keyphrases

machine learning
artificial intelligence
health insurance
radiation therapy
primary care
hiv infected
quality improvement
deep learning
public health
monte carlo