Prediction of pN Staging of Papillary Thyroid Carcinoma Using Ultrasonography Radiomics and Deep Neural Networks

• Published in: Zhongliu fangzhi yanjiu Vol. 52; no. 2; pp. 151 - 155
• Main Authors: Zhou, Jieli, Wu, Linjuan, Zhang, Pengtian, Peng, Yanxia, Han, Dong
• Format: Journal Article
• Language: Chinese; English
• Published: Tianjin China Anti-Cancer Association 01.02.2025; Magazine House of Cancer Research on Prevention and Treatment
• Subjects: Accuracy; Artificial neural networks; Deep learning; Lymph nodes; Lymphatic system; Machine learning; Metastases; Metastasis; Neural networks; papillary; Papillary thyroid carcinoma; Patients; pn staging; predicting; Radiomics; Test sets; Thyroid; Thyroid cancer; Ultrasonic imaging; ultrasonography; Ultrasound

To assess the accuracy of pN staging prediction in papillary thyroid carcinoma (PTC) using ultrasound radiomics and deep neural networks (DNN). Methods　A retrospective analysis was conducted on 375 patients with pathologically confirmed PTC, comprising 261 cases in the training set and 114 in the te...