Neural network combining with clinical ultrasonography: A new approach for classification of salivary gland tumors.

Objective: Little information is available about deep learning methods used in ultrasound images of salivary gland tumors. We aimed to compare the accuracy of the ultrasound-trained model to computed tomography or magnetic resonance imaging trained model.

Materials And Methods: Six hundred and thirty-eight patients were included in this retrospective study.

Preoperative anemia: Predictor of free flap reconstruction complications in head and neck cancer.

Free flap reconstruction has been the mainstay among reconstruction surgeries for head and neck cancer. Intraoperative and postoperative hemoglobin (Hb) levels were both possible risk factors of flap failure and had been discussed widely. However, few investigations of preoperative Hb were seen in the previous study with its effect to flap condition remain uncertain and no conclusions in the literature.