periodontitis and vasculogenic erectile dysfunction in Koreans. Of 22 anatomical areas, eye (18%), breast (14%), and brain (12%) were the most commonly studied. Gum and plaque index -, Lee JH, Oh JY, Choi JK, Kim YT, Park YS, Jeong SN, et al. Generalization Gap and Sharp Minima. Sukegawa S, Yoshii K, Hara T, Yamashita K, Nakano K, Yamamoto N, Nagatsuka H, Furuki Y. Biomolecules. 2018 Oct;77:106-111. doi: 10.1016/j.jdent.2018.07.015. This study was approved by the Institutional Review Board of Daejeon Dental Hospital, of Periodontology, Daejeon Dental Hospital, W, identied. Although panoramic/periapical radiographs and, periodontal probes, which are widely used as objective diagnostic tools for diagnosing and, predicting PCT, are used in conventional periodontal examinations, clinical diagnostic and. All patients were monitored until 90 days after surgical therapy. JAMA, tuberculosis by using convolutional neural networks. Diagnosis and prediction of periodontally compromised teeth using a deep learning-based convolutional neural network algorithm Jae-Hong Lee, 1 Do-hyung Kim, 1 Seong-Nyum Jeong, 1 and Seong-Ho Choi 2: 1 Department of Periodontology, Daejeon Dental Hospital, Institute of Wonkwang Dental Research, Wonkwang University College of Dentistry, Daejeon, Korea. Cancer Diagnosis Using Deep Learning: A Bibliographic Review. periodontally compromised teeth.  |  Further studies are required to identify the key mechanisms underlying the association between severe periodontal disease and VED. Clipboard, Search History, and several other advanced features are temporarily unavailable. The observed low overall relative risk has important consequences in educational and health care programmes since the risk of supragingival plaque which is actually attributable for the observed bleeding on probing may be rather small. prediction of PD, it is necessary to comprehensively review radiographic and clinical data, such as the patient's history, clinical probing depth, CAL, bleeding on probing, percussion, and electric pulp test. The findings of this study suggest that PD is significantly and positively associated with PC. Aim: avoid overtting and to normalize the model [34]. arXiv e-print 2017;arXiv:1, convolutional neural networks. Furthermore, initial prognosis did not adequately explain the condition of the tooth or accurately predict the tooth's survival. Overall architecture of the deep CNN model. Large differences were observed at different teeth with the highest odds ratio at mandibular premolars with 2.557 (95% confidence interval 2.033-3.216) and the lowest at maxillary molars with 1.355 (1.161-1.732). This method can save dentists time by automatically preparing dental charts. Subjects with a history of periodontal flap surgery had a significantly higher risk of VED, after adjusting for potential confounding factors. CLINICAL RELEVANCE: Patient-based data (clinical variables and periodontal risk factors of periodontitis) were adequate to make a preliminary assessment of a possible need for periodontal treatment. Further studies are required to confirm the reliability of this association and elucidate the role of the inflammatory pathway in periodontitis pathogenesis as a triggering and mediating mechanism. With the deep learning algorithm, the diagnostic accuracy, for PCT was 81.0% for premolars and 76.7% for molars. Further studies are required to identify the mechanisms underlying the links between PD and PC. Med Image Anal 2017;42:60-88. periodontal patients. The IEEE Conference on Computer Vision and Pattern Recognition (CVPR); 2016 Jun 26–Jul 1; Las. The inflammation detection model achieved an accuracy, precision, recall, and mAP of 77.12%, 88.02%, 41.75%, and 68.19%, respectively. Computer-based technologies play a central role in the dentistry field, as they present many methods for diagnosing and detecting various diseases, such as periodontitis. Periodontitis was not associated with the development of osteoporosis in males. This study evaluated trends in tooth extraction due to acute and chronic periodontal disease (PD) using data from the National Health Insurance Service-National Sample Cohort for 2002–2013. In bitewing radiographs Science, Vol executing such algorithms, sound recognition No potential conflict of interest: potential! 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