Application of dose-volume histogram prediction in biologically related models for nasopharyngeal carcinomas treatment planning
نویسندگان
چکیده
منابع مشابه
Dose-volume histogram prediction using density estimation.
Knowledge of what dose-volume histograms can be expected for a previously unseen patient could increase consistency and quality in radiotherapy treatment planning. We propose a machine learning method that uses previous treatment plans to predict such dose-volume histograms. The key to the approach is the framing of dose-volume histograms in a probabilistic setting.The training consists of esti...
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ژورنال
عنوان ژورنال: Radiation Oncology
سال: 2020
ISSN: 1748-717X
DOI: 10.1186/s13014-020-01623-2