TRACE: Training-time Report-guided and Clinically Ordered Concept Editing
TRACE is a training-time framework for breast ultrasound diagnosis that uses structured radiology reports as 'privileged concept supervision' during training. It learns to correct initial concept predictions using a teacher-guided editing mechanism, focusing on concept correction rather than just prediction. This allows the model to achieve robust diagnosis even when structured report data is incomplete at test time.