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Author

Hamdan A. Alshammari

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Open access Aug 2026

Automated evaluation of dental cavity preparation quality using deep learning and anatomically informed geometric analysis

This study presents a hybrid, explainable artificial intelligence framework for objective assessment of dental cavity preparation using widely available 2D images, and offers a transparent and scalable tool for formative feedback in clinical and competency-based dental education.

Abdullah F. Alshammari, B. A. Anazi, Mahvish Khan et al. · 0 citations

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