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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
#artificial intelligence Preprint Sep 2026

A Hierarchy-Aware Video-Language Model Evaluation and Hyperbolic Baseline for Surgery

Surgical procedures follow a phase-to-step hierarchy, yet the video-language models used to recognize them are evaluated with flat per-level metrics that ignore cross-level coherence and error structure. In this paper we make two contributions to address this problem, (i) we introduce SurgHiBench, the first hierarchy-a...

Ana Manzano Rodríguez, P. Mettes, M. Schijven et al. · 0 citations

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