Diagnosis and interpretation of dental X-ray in case of deciduous tooth extraction decision in children using active contour model and J48 tree

Juthamas Nuansanong, S. Kiattisin, A. Leelasantitham
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引用次数: 5

Abstract

Normally, children suffer from a tooth eruption because their permanent teeth do not push their ways through the gums; therefore, dentist will need to diagnose dental X-ray image based on characteristics of the gap between deciduous teeth and permanent teeth. This paper proposes image processing based on Active Contour Model and data mining for analyzing the ratio of teeth's gap area. In addition, the experiment relates to medical knowledge so as to evaluate the treatment. The results show that the ratio of teeth's gap area in a case of extraction is 20 ± 5 and tooth extraction decision in expert's way is 78 ± 7%. In a case of no extraction, the ratio of teeth's gap area is 40 ± 4.5 and tooth extraction decision in expert's way is 60 ± 6%. Therefore, if the teeth's gap area between the deciduous teeth and the permanent teeth is small, then an occasion of the tooth extraction will be higher. The decision to retain or extract a questionable tooth is one that occurs frequently in dental practice. There are many factors to consider when making this decision. Some cases are very straightforward while others fall into an unclear area of decision-making. This proposed method creates the decision model supported for the dental tooth extraction using J48 tree, and the accuracy is approximately at 98%.
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活动轮廓模型与J48树在儿童乳牙拔除决策中的牙x线诊断与解释
通常情况下,孩子长牙是因为他们的恒牙不能挤出牙龈;因此,牙医需要根据乳牙和恒牙之间间隙的特征来诊断牙齿x线图像。本文提出了基于主动轮廓模型和数据挖掘的图像处理方法来分析齿间隙面积比。此外,实验涉及医学知识,以评价治疗效果。结果表明:拔牙时牙间隙面积占比为20±5,专家拔牙决策率为78±7%。未拔牙情况下,牙间隙面积比例为40±4.5,专家拔牙决定率为60±6%。因此,如果乳牙和恒牙之间的牙隙面积小,那么拔牙的机会就会高一些。保留或拔出有问题的牙齿是牙科实践中经常发生的事情。做这个决定时要考虑很多因素。有些案例非常简单,而另一些则陷入了一个不明确的决策领域。该方法利用J48树建立了支持拔牙的决策模型,准确率约为98%。
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