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Ayman Ahmed

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Review Open access Aug 2026

Deep Learning for the Assessment of Alveolar Bone Loss on Intraoral Radiographs: A Systematic Review

Performance lies within the range observed for calibrated readers, but the evidence is dominated by small, single-centre, retrospective datasets with annotation-based reference standards and almost no external validation; certainty is very low.

N. Hashim, B. Gismalla, M. M. Rahman et al. · 0 citations

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