Similarly, in the initial RAN classifier, attention maps frequently focused on tumor regions with high nuclear density and architectural complexity, suggesting these features may serve as general indicators of fusion positivity across ROS1, ALK, and NTRK subtypes (heatmaps not shown). Here, ROS1 is linked to neoplasm.