Predictive Treatment of Third Molars Using Panoramic Radiographs and Machine Learning

Hector Aravena, Miguel Arredondo, Carlos Fuentes, Carla Taramasco, Diego Alcocer, Gustavo Gatica

Producción científica: Contribución a los tipos de informe/libroContribución a la conferenciarevisión exhaustiva

Resumen

Panoramic radiography is a routine technology used to diagnose oral and maxillofacial pathology; it has the advantages of low cost, high speed, and safety because of the reduced dose and exposure time to radiation. Third molars are responsible for benign or malignant tumors that can result in neurological problems, diminish the resistance to fractures owing to their position in the bone and frequently generate infectious problems. The appropriate planning and classification allow patients to be treated safely and help reduce waiting lists. We used panoramic radiography and machine learning to identify the inclination, depth, and available space of third molars to support diagnosis and surgical treatment. In experiments, our approach identified third molars with 100% accuracy The molars were classified as per the Winter and Pell-Gregory classification schemes having high accuracies of >80%. The contribution of this work adds value to the imaging diagnosis, allowing an estimation of the disinclusion time of third molars to support the surgical management of the operating room.

Idioma originalInglés
Título de la publicación alojada2023 19th International Conference on Wireless and Mobile Computing, Networking and Communications, WiMob 2023
EditorialIEEE Computer Society
Páginas123-128
Número de páginas6
ISBN (versión digital)9798350336672
DOI
EstadoPublicada - 2023
Evento19th IEEE International Conference on Wireless and Mobile Computing, Networking and Communications, WiMob 2023 - Montreal, Canadá
Duración: 21 jun. 202323 jun. 2023

Serie de la publicación

NombreInternational Conference on Wireless and Mobile Computing, Networking and Communications
Volumen2023-June
ISSN (versión impresa)2161-9646
ISSN (versión digital)2161-9654

Conferencia

Conferencia19th IEEE International Conference on Wireless and Mobile Computing, Networking and Communications, WiMob 2023
País/TerritorioCanadá
CiudadMontreal
Período21/06/2323/06/23

Áreas temáticas de ASJC Scopus

  • Redes de ordenadores y comunicaciones
  • Hardware y arquitectura
  • Software

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