Jian-Ning Wang

UWMT-net: An uncertainty-weighted multi-task network for ultrasound-based three-class classification of thyroid nodules.

BACKGROUND Risk stratification of thyroid nodules on ultrasound remains inconsistent in routine practice, particularly for borderline presentations. Many deep-learning studies report discrimination alone, while probability reliability and threshold-based clinical utility receive less attention. METHODS We retrospecti...