Grad-CAM visualization of a panoramic radiograph classified into dental age group 4-5.

Grad-CAM visualization of a panoramic radiograph classified into dental age group 4-5.

<p>The heatmap highlights regions of high model attention, particularly around the developing molars and lower incisors, indicating the anatomical features that most influenced the model’s classification decision.</p>

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Dades bibliogràfiques
Autor principal:	Mehdi Salehizeinabadi (22530174) (author)
Altres autors:	Nazila Ameli (12193214) (author), Kasra Kouchehbaghi (22530177) (author), Sara Arastoo (3221514) (author), Saghar Neghab (22530180) (author), Ida M. Kornerup (22530183) (author), Camila Pacheco-Pereira (8552820) (author)
Publicat:	2025
Matèries:	Medicine Biotechnology Sociology Space Science Biological Sciences not elsewhere classified Information Systems not elsewhere classified unlike skeletal maturity data augmentation applied aapd reference chart 550 panoramic radiographs 54 million parameters 30 epochs using adjacent age groups key diagnostic tool enhance clinical utility 20 %) sets pediatric age prediction model achieved 92 dental age prediction interpretable da classification evaluated using top biological age pediatric dentistry dental development clinical integration adjunct tool 80 %) model interpretability cls model ultralytics engine strong candidate space maintenance root development reliable marker poor quality orthodontic planning objective approaches misclassifications occurring less affected independent set guides decisions growth assessment growing interest findings support environmental factors birth records adamw optimizer 86 layers 14 years
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