AIBullisharXiv – CS AI · 8h ago6/10
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MPD$^2$-Router: Mask-aware Multi-expert Prior-regularized Dual-head Deferral Router in Glaucoma Screening and Diagnosis
MPD²-Router is a machine learning framework that improves glaucoma screening by intelligently routing difficult cases between AI systems and human experts based on availability, uncertainty, and image quality. The system achieves better clinical outcomes than AI-alone approaches while maintaining balanced expert utilization across multiple international datasets.