CyberKnife dose models found size-dependent but non-monotonic brain metastasis control
Tumour-size strata showed non-monotonic BED–control relationships, while machine-learning performance remained unvalidated outside a single retrospective centre.
Tag
machine-learning
Machine learning stratified survival after palliative radiotherapy for bone metastases
A decision tree model identified interleukin-8, hemoglobin, and lymphocyte count as key survival predictors after palliative radiotherapy.
Explainable machine learning predicts structure-specific quality assurance performance in intensity-modulated radiotherapy
Anatomy- and dose-based machine learning predicted gamma passing rates accurately for organs at risk, but less reliably for target volumes.