Convolutional neural network misclassification analysis in oral lesions: an error evaluation criterion by image characteristics.

OBJECTIVE: This retrospective study analyzed the errors generated by a convolutional neural network (CNN) when performing automated classification of oral lesions according to their clinical characteristics, seeking to identify patterns in systemic errors in the intermediate layers of the CNN. STUDY DESIGN: A cross-sectional analysis nested in a previous trial in which automated classification by a CNN model of elementary lesions from clinical images of oral lesions was performed. The resulting CNN classification errors formed the dataset for this study. A total of 116 real outputs were identified that diverged from the estimated outputs, representing 7.6% of the total images analyzed by the CNN. RESULTS: The discrepancies between the real and estimated outputs were associated with problems relating to image sharpness, resolution, and focus; human errors; and the impact of data augmentation. CONCLUSIONS: From qualitative analysis of errors in the process of automated classification of clinical images, it was possible to confirm the impact of image quality, as well as identify the strong impact of the data augmentation process. Knowledge of the factors that models evaluate to make decisions can increase confidence in the high classification potential of CNNs.

Regional odontodysplasia: a case report / Odontodisplasia regional: relato de caso clínico

PURPOSE: Regional odontodysplasia (RO) is a rare condition characterized by distinctive clinical, radiographic and microscopic findings. It is presumed to be the result of a developmental disturbance that locally affects the odontogenic ectodermal and mesodermal tissues. This report describes the clinical and radiographic findings of RO and its treatment. CASE DESCRIPTION: A 15-year-old boy presented with an uncommon case of RO involving two quadrants of the jaws on the right side of his face. CONCLUSION: A complex multidisciplinary team is required to fully rehabilitate a patient affected by RO. The treatment of RO is controversial and varies according to the individual patient.

OBJETIVO: Odontodisplasia regional (OR) é uma condição rara caracterizada por achados clínicos, radiográficos e microscópicos bem distintos. É o resultado de um distúrbio de desenvolvimento bem localizado afetando tanto o ectoderma quanto o mesoderma odontogênico. Este trabalho descreveu os achados clínicos e radiográficos de um caso de OR e os tratamentos. DESCRIÇÃO DO CASO: Um menino de 15 anos de idade apresentou um caso incomum de OR envolvendo dois quadrantes dos maxilares no lado direito da face. CONCLUSÃO: Há necessidade de uma equipe multidisciplinar complexa para reabilitar inteiramente um paciente com OR. O tratamento de OR é controverso e varia de acordo com as características e resposta do paciente.