Primary study · included by 1 review

Clinical application of deep learning for enhanced multistage caries detection in panoramic radiographs.

Pornprasertsuk-Damrongsri 2025 · Pornprasertsuk-Damrongsri Suchaya, Vachmanus Sirawich, Papasratorn Dhanaporn, et al. · Scientific reports · 2025

Included by

Artificial Intelligence in Dental Treatment Planning and Diagnostic Decision-Making: A Systematic Review and Meta-Analysis.
Non-Cochrane · DTA · 2026 · cited as Pornprasertsuk-Damrongsri 2025 · Figures 4 to 10
Outcome this study informsPooled effectEvidenceCertainty
Pooled specificity
AI algorithms for dental detection tasks vs Reference standard (expert clinicians)
Specificity (proportion) 0.94 [0.86, 0.97]10 studies · 21516 participantsModerate
Pooled Dice similarity coefficient (DSC/F1)
AI segmentation algorithms (e.g. U-Net, YOLO, SAM) vs Expert annotation (reference standard)
Dice similarity coefficient 0.89 [0.13, 1.00]3 studies · 4539 participantsLow

1 including review in total.