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Number of images used in training and validation of US radiomic model performance in head and neck cancer. (A) Number of images used in the training and validation sets in published studies of US radiomics in head and neck cancer patients. (B) Number of studies that employed validation and test sets to evaluate model performance. Asterisk (*) indicates studies that did not have an independent validation set but did include cross-validation as part of their analyses.
