Development and Validation of a Multimodal Deep Learning Model for Early Esophageal Squamous Neoplasia Detection and Invasion Depth Prediction.

MUMA-EDx demonstrably delivers exceptional early ESCC detection and robust invasion depth classification, achieving performance comparable to expert endoscopists and poised to significantly enhance diagnostic precision and patient outcomes.