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Cluster-Based Toxicity Estimation of Osteoradionecrosis Via Unsupervised Machine Learning: Moving Beyond Single Dose-Parameter Normal Tissue Complication Probability by Using Whole Dose-Volume Histograms for Cohort Risk Stratification.

International journal of radiation oncology, biology, physics 38462018
PURPOSE: Given the limitations of extant models for normal tissue complication probability estimation for osteoradionecrosis (ORN) of the mandible, the purpose of this study was to enrich statistical inference by exploiting structural properties of d...
Adult Aged Cluster Analysis Female Head and Neck Neoplasms Humans Male Mandible Mandibular Diseases Middle Aged Organs at Risk Osteoradionecrosis Probability Radiotherapy Dosage Retrospective Studies Risk Assessment Support Vector Machine Unsupervised Machine Learning
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