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Open access Sep 2026

Human-AI Collaboration in Proximal Early Caries Lesion Detection: Potential Benefits for Novices and Potential Risks for Experts

Abstract Introduction Early-stage proximal caries detection on bitewing radiographs is challenging and hampered by inter-observer variability. This study aimed to assess how artificial intelligence (AI) support influences radiographic detection and staging of proximal early caries lesions, confidence, and assessment ti...

R. E. Gonzalez Valenzuela, Q. D. Vu, P. Mettes et al. · 0 citations
#machine learning Open access Sep 2026

MiTHras: Task-specific Hierarchical Semi-supervised Contrastive Masked Autoencoder for Mitotic Figure Analysis.

This work presents MiTHras, a task-specific pretraining framework that combines pseudo-label-guided image- and token-level contrastive learning with masked reconstruction that yields robust, transferable representations for automated mitotic activity assessment.

Trinh Vuong, S. Graham, Q. D. Vu et al. · 0 citations

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