Using Deep Neural Network to Detect Thyroid Cancer

Arvind Kumar Pandey, Amit Barve
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Abstract

Because of its butterfly-like structure, the thyroid gland is also referred to as the butterfly gland. This gland is located in the neck and controls metabolism. It is responsible for the synthesis of the hormones triiodothyronine (T3) and thyroxin (T4), both of which operate as chemical “messengers” by travelling via the bloodstream to every single cells and tissues in the body. These hormones are produced by the thyroid gland. This helps to keep our “metabolism,” which is another word for the rate at which our body functions, at a consistent level. There are some people whose thyroid glands do not operate as effectively as they should. Hypothyroidism is a disorder that happens when the thyroid gland releases insufficient thyroid hormone, which can be induced by an underactive thyroid gland. An underactive thyroid gland can also contribute to the development of hypothyroidism. Some people have an overactive thyroid gland, which can lead to hyperthyroidism, which is characterized by excessively high amounts of the thyroid hormone. Both of these conditions are considered to be major kinds of thyroid illness. A slowing of the body's metabolic rate is one of the symptoms of hypothyroidism. Gaining weight, feeling tired all the time, having problems remembering things, having trouble moving and thinking, having sluggish speech, having problems concentrating, and anxiety are all possible symptoms. On the other hand, hyperthyroidism quickens the rate at which the body burns fuel (its metabolism). This results in a wide range of symptoms, such as a rapid heartbeat, decreased appetite, diarrhoea, thirst, feeling shaky and sweaty, experiencing an abnormally high body temperature, and so on. There is a plethora of different approaches that can be utilized in order to solve this problem, some of which include machine learning (ML) and DL approaches. The primary objective of this piece of research is to develop a novel accuracy that the researchers who make use of deep NN would find useful.
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应用深度神经网络检测甲状腺癌
由于其蝴蝶状的结构,甲状腺也被称为蝴蝶腺。这个腺体位于颈部,控制新陈代谢。它负责合成激素三碘甲状腺原氨酸(T3)和甲状腺素(T4),这两种激素都是化学“信使”,通过血液传播到身体的每一个细胞和组织。这些激素是由甲状腺产生的。这有助于保持我们的“新陈代谢”,也就是我们身体运作的速度,在一个一致的水平上。有些人的甲状腺没有发挥应有的作用。甲状腺功能减退症是一种疾病,当甲状腺释放甲状腺激素不足时发生,这可能是由甲状腺活性低下引起的。甲状腺功能低下也会导致甲状腺功能减退。有些人甲状腺过度活跃,这可能导致甲状腺功能亢进,其特征是甲状腺激素过高。这两种情况都被认为是甲状腺疾病的主要类型。身体代谢速率减慢是甲状腺功能减退症的症状之一。体重增加、总是感到疲倦、记忆困难、行动和思考困难、说话迟缓、注意力不集中以及焦虑都是可能的症状。另一方面,甲亢加快了身体燃烧燃料(新陈代谢)的速度。这会导致一系列症状,如心跳加快、食欲下降、腹泻、口渴、感觉颤抖和出汗、经历异常高的体温等等。有很多不同的方法可以用来解决这个问题,其中一些包括机器学习(ML)和深度学习方法。这项研究的主要目标是开发一种新的准确性,使用深度神经网络的研究人员会发现它很有用。
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