International Journal of Dental and Clinical Study https://ijdcs.com/index.php/ijdcs <p style="box-sizing: border-box; line-height: 18px; margin: 10px 0px; color: rgba(0, 0, 0, 0.87); font-family: 'Noto Sans', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen-Sans, Ubuntu, Cantarell, 'Helvetica Neue', sans-serif; font-size: 14px; background-color: #ffffff;"><span style="box-sizing: border-box;"><span style="box-sizing: border-box; font-family: 'lucida sans unicode', 'lucida grande', sans-serif;"><span style="box-sizing: border-box; color: #008000;"><em style="box-sizing: border-box;"><span style="box-sizing: border-box; font-weight: bolder;"><strong><a title="Index Copernicus Value 2021: 57.90" href="https://journals.indexcopernicus.com/search/details?id=69377" target="_blank" rel="noopener">Index Copernicus Value 2021: 57.90</a></strong></span></em></span></span></span></p> <p style="box-sizing: border-box; line-height: 18px; margin: 10px 0px; color: rgba(0, 0, 0, 0.87); font-family: 'Noto Sans', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen-Sans, Ubuntu, Cantarell, 'Helvetica Neue', sans-serif; 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font-size: 14px; background-color: #ffffff;"><span style="box-sizing: border-box;"><span style="box-sizing: border-box; font-family: 'lucida sans unicode', 'lucida grande', sans-serif;"><span style="box-sizing: border-box; color: #008000;"><em style="box-sizing: border-box;"><span style="box-sizing: border-box; font-weight: bolder;">VOLUME - 03 - ISSUE - 04- 2022 </span></em></span></span></span></p> <p style="box-sizing: border-box; line-height: 18px; margin: 10px 0px; color: rgba(0, 0, 0, 0.87); font-family: 'Noto Sans', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen-Sans, Ubuntu, Cantarell, 'Helvetica Neue', sans-serif; font-size: 14px; background-color: #ffffff;"><span style="box-sizing: border-box;"><span style="box-sizing: border-box; font-family: 'lucida sans unicode', 'lucida grande', sans-serif;"><span style="box-sizing: border-box; color: #008000;"><em style="box-sizing: border-box;">If you are facing some problem in Online Submission, kindly Email us on following</em></span></span></span></p> <p style="box-sizing: border-box; line-height: 18px; margin: 10px 0px; color: rgba(0, 0, 0, 0.87); font-family: 'Noto Sans', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen-Sans, Ubuntu, Cantarell, 'Helvetica Neue', sans-serif; font-size: 14px; background-color: #ffffff;"><span style="box-sizing: border-box;"><span style="box-sizing: border-box; font-family: 'lucida sans unicode', 'lucida grande', sans-serif;"><span style="box-sizing: border-box; color: #008000;"><span style="box-sizing: border-box; font-weight: bolder;">E-mails- || editor@ijdcs.com || editorijdcs93@gmail.com ||</span></span></span></span></p> <hr /> <div> <p><strong style="font-size: 14px; font-family: 'lucida sans unicode', 'lucida grande', sans-serif; text-align: justify;">Aims and Scope</strong></p> <p style="text-align: justify;"><span style="font-family: lucida sans unicode,lucida grande,sans-serif;"><span style="font-size: 14px;">International Journal of Dental and Clinical Studies (IJDCS) is an international, peer-reviewed, open access, journal dedicated to the rapid publication of full-length original research papers, short communications, invited reviews, Case studies and editorial commentary and news, Opinions &amp; Perspectives and Book Reviews written at the invitation of the Editor in all areas of the Dental, Medical and Clinical Study.</span></span></p> <p style="text-align: justify;"><span style="font-family: lucida sans unicode,lucida grande,sans-serif;"><span style="font-size: 14px;">International Journal of Dental and Clinical Studies (IJDCS) is an academic journal which aims to publish complete and reliable source of information in the field of Dental, Medical and Clinical Study. providing the fundamental knowledge for further research. <em>IJDCS</em> commits to publish the results of researches in medical practice, risk factors and preventive medicine, safety and effectiveness of treatments, and diagnostic tools that are used to treat any disease. Our journal aims to attract an international audience of Medicine professionals enthusiastic to the most updated and substantial medical progress through the full spectrum of medical research.</span></span></p> <hr /> <p style="text-align: justify;"><span style="font-family: lucida sans unicode,lucida grande,sans-serif;"><span style="font-size: 14px;"><strong>|| Dental Studies || Medical Studies || Clinical Studies || </strong></span></span></p> <p style="text-align: justify;"><span style="font-family: lucida sans unicode,lucida grande,sans-serif;"><span style="font-size: 14px;">Dental, Physiology, Anesthesia,<strong> </strong>Biochemistry, Molecular Biology, Cell biology, Genetics, Hematology, Pathology, Immunology, Microbiology, Virology, Parasitology, Surgery, Dental Sciences, Sports Physiology, Histopathology, Toxicology and all major disciplines of Biomedical Sciences, Pharmacokinetics, Molecular Drug Design, Phytochemistry, Toxicology, Biomedical Analysis, Clinical Research, Pharmacy Practice, Clinical and Hospital Pharmacy, Cell Biology, Genomics and Proteomics, Pharmacogenomics, Bioinformatics and Biotechnology, Agriculture, Herbal Medicine, Orthopaedics and all major disciplines of Medical and Biomedical Studies.</span></span></p> <p style="text-align: justify;"><span style="font-family: lucida sans unicode,lucida grande,sans-serif;"><span style="font-size: 14px;">Articles are published as they are accepted and are freely available on the journal’s website to facilitate rapid and broad dissemination of research findings to a global audience.</span></span></p> <hr /> <p> </p> </div> en-US editor@ijdcs.com (IJDCS) publisher@ijdcs.com (IJDCS) Sun, 21 Aug 2022 04:05:29 -0400 OJS 3.2.1.1 http://blogs.law.harvard.edu/tech/rss 60 ANALYSIS OF DENTAL CARIES FROM INTRA-ORAL PERIAPICAL RADIOGRAPHS USING MACHINE LEARNING MODELS https://ijdcs.com/index.php/ijdcs/article/view/69 <p><strong>Background:</strong></p> <p>With the advancement of technology, dentists can improve their performance in identifying various dental caries. In addition, Artificial Intelligence techniques such as Machine learning methods provide a second opinion for dentists on the task of detecting caries.</p> <p><strong>A.I.M.:</strong></p> <p>The study aimed to apply caries prediction through machine learning was analyzed in this paper through an experimental analysis.</p> <p><strong>Materials And Method:</strong></p> <p>For this study, there was a data set of 700 X-rays gathered from the different age groups .500 X-rays for training the model and 200 X-rays for testing the model. In addition, seven other machine learning techniques: SVM, non-linearSVM+pca, K.N.N., KNN+pca, Decision tree, Decision tree+depth and two deep learning techniques: Custom CNN, Inception net, were applied to this data set.</p> <p><strong>Result:</strong></p> <p>We have compared the performance of our proposed system with certified dentists for marking dental caries with working examples. After analogizing the performance of nine different classifiers, the results show that for carries detection CNN method performs better than other methods.</p> <p><strong>Conclusion:</strong></p> <p>To date, for the detection of dental caries, visual and clinical examination and diagnostic aids, which are the IOPA's commonly called the X-rays are in practice. This sequela of procedures helps the dentist to identify the cause and treat accordingly. But it is said that in certain cases, dentists miss the appropriate diagnosis if presented with the bitewing radiographs. So in that cases, when the CNN method of machine learning is used in dentistry, it would be a great help to the dentist in case of appropriate diagnosis, and in normal circumstances also would always help the dentist to recheck the diagnosis whether the diagnosis made is fair and accurate.</p> <p><strong>Keywords:</strong></p> <p>Dental caries, artificial intelligence, machine learning, and deep learning technique.</p> MATHUVANTI K.K, Prabu D, SINDHU R, DINESH DHAMODHAR, RAJMOHAN M, BHARATHWAJ V.V, SATHIYAPRIYA S, VISHALI M Copyright (c) 2022 International Journal of Dental and Clinical Study https://ijdcs.com/index.php/ijdcs/article/view/69 Sun, 21 Aug 2022 00:00:00 -0400