Clinical-Prompt-Enhanced Deep Learning Model for Precise Preoperative Prediction of Gallbladder Polypoid Lesion Subtypes
This study presents GB-DualmodalNet, a clinical-prompt-enhanced deep learning framework that integrates preoperative ultrasound images with natural language-processed clinical data to accurately predict gallbladder polypoid lesion subtypes, thereby improving diagnostic performance over image-only models and reducing unnecessary cholecystectomies.