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Face Mask Wearing Detection using Independent Component Analysis and Naïve Bayes Classifier 基于独立分量分析和朴素贝叶斯分类器的口罩佩戴检测
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2022-05-04 DOI: 10.46300/91011.2022.16.33
A.M. Mansour
In this paper, a new method was developed to detect the face mask wearing conditions using both Independent Component Analysis as a feature extractor and naïve Bayes as a classifies. The method was tested using real face images. The dataset was used for both training and testing. The MATLAB is used as programming software. The achieved accuracy in the testing 92.67%. The method was also tested using real live face pictures. The results were excellent, and the accuracy was 87.29%.
在本文中,开发了一种新的方法来检测口罩佩戴情况,使用独立分量分析作为特征提取器,使用朴素贝叶斯作为分类。该方法使用真实人脸图像进行了测试。该数据集用于训练和测试。使用MATLAB作为编程软件。该方法的测试准确率为92.67%。该方法还使用真实的人脸照片进行了测试。结果优良,准确率为87.29%。
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引用次数: 0
Zinc Depletion Inhibits the Synthesis and Secretion of Thyroglobulin by Inducing Endoplasmic Reticulum Stress in PCCL3 Thyroid Cells 锌缺乏通过诱导内质网应激抑制PCCL3甲状腺细胞甲状腺球蛋白的合成和分泌
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2022-05-04 DOI: 10.46300/91011.2022.16.36
Kisang Kwon, Eun-Ryeong Lee, Kyung-Hee Kang, Tae-Sik Hwang, Seung-Whan Kim, Hyewon Park, O. Kwon
Thyroglobulin (Tg) is essential for thyroid hormone synthesis and thyroid function. Its levels are regulated by external environmental changes. Zinc is widely involved in cellular processes as a cofactor of enzymes and participates in metabolic processes. Here we investigated whether zinc depletion affected Tg production and secretion through the endoplasmic reticulum (ER) in the PCCL3 thyroid cell line exposed to the zinc chelator N,N,N′,N′-tetrakis(2-pyridylmethyl)ethylenediamine (Tpen). Although zinc depletion did not affect the gene expression of ER chaperones (BiP and PDI), it increased the expression of ER transmembrane signaling proteins (PKR-like ER kinase, inositol requiring enzyme 1, and activating transcription factor 6 (ATF6)). This resulted in the activation of downstream factors as shown by the increase of eIF2-α phosphorylation, X-box binding protein 1 mRNA splicing, and ATF6 fragmentation. Zinc depletion induced an inhibition of Tg expression and secretion and activated apoptosis in PCCL3 cells. Moreover, a reduction of secreted T4 levels and histologically abnormal thyroid follicle structures were found after zinc depletion. Therefore, zinc depletion likely inhibited the biosynthesis and extracellular secretion of Tg through ER stress signaling. These findings provide valuable insight into zinc potential as a treatment of hyperthyroidism.
甲状腺球蛋白(Tg)是甲状腺激素合成和甲状腺功能所必需的。它的水平受外部环境变化的调节。锌作为酶的辅助因子广泛参与细胞过程并参与代谢过程。在这里,我们研究了锌缺乏是否会影响暴露于锌螯合剂N,N,N ',N ' -四(2-吡啶基甲基)乙二胺(Tpen)的PCCL3甲状腺细胞系通过内质网(ER)产生和分泌Tg。虽然缺锌不影响内质网伴侣蛋白(BiP和PDI)的基因表达,但增加了内质网跨膜信号蛋白(pkr样内质网激酶、肌醇要求酶1和激活转录因子6 (ATF6))的表达。这导致下游因子的激活,表现为eIF2-α磷酸化、X-box结合蛋白1mrna剪接和ATF6断裂的增加。锌缺失诱导PCCL3细胞Tg的表达和分泌受到抑制,并激活细胞凋亡。此外,在缺锌后发现分泌T4水平降低和组织学上异常的甲状腺滤泡结构。因此,锌缺失可能通过内质网应激信号抑制Tg的生物合成和胞外分泌。这些发现为锌电位治疗甲亢提供了有价值的见解。
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引用次数: 0
The Effectiveness of Risk Management in Achieving Sustainability of the University of Hail 风险管理在实现海尔大学可持续发展中的有效性
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2022-05-04 DOI: 10.46300/91011.2022.16.35
Atheer F. ALsaad, E. S. I. Rizk
The research aims to study the effectiveness of Risk Management (RM) in achieving sustainability for the University of Hail (UOH). The research tools were represented in the general data questionnaire, the RM effectiveness questionnaire, and the university sustainability questionnaire. The research was conducted on 510 employees (leaders, faculty members, and staff) at the UOH. The research followed the descriptive and analytical approach. It was evident that the UOH attained a high degree of sustainability as a sustainable university (with a sustainable vision and mission, policies and goals, and infrastructure). On the other hand, human cadres’ sustainability was medium. RM’s effectiveness (planning, implementation, and evaluation) at the UOH was high. A directly proportional statistically significant correlation was found at a level of 0.01 between RM and reaching sustainability for the university. The effectiveness of RM as a whole was the most contributing factor in predicting the extent of the impact on achieving the sustainability of UOH as a whole. A statistically significant indication was also found in both achieving sustainability and the level of effectiveness of RM in the UOH, which was perceived by leaders, faculty members, and staff. Administrators and educators at UOH must account for how definitions of RM are tied to an institution’s goals, agendas, and material circumstances. Developing a better understanding of how such definitions emerge can provide greater clarity in enacting change.
本研究旨在研究风险管理(RM)在实现可持续发展的有效性为海尔大学(UOH)。研究工具包括一般数据问卷、RM有效性问卷和大学可持续性问卷。这项研究是对UOH的510名员工(领导、教职员工和员工)进行的。本研究采用描述与分析相结合的方法。很明显,作为一所可持续发展的大学,UOH取得了高度的可持续性(具有可持续的愿景和使命,政策和目标,以及基础设施)。人类干部的可持续性为中等。RM在UOH的有效性(计划、实施和评估)很高。RM与大学可持续发展水平呈显著的正相关关系(0.01)。RM作为一个整体的有效性是预测对实现UOH作为一个整体的可持续性的影响程度的最重要因素。在UOH实现可持续性和RM的有效性水平方面也发现了一个统计上显着的迹象,这是由领导,教师和员工感知的。UOH的管理人员和教育工作者必须解释RM的定义如何与机构的目标、议程和物质环境联系在一起。更好地理解这些定义是如何产生的,可以为制定变化提供更大的清晰度。
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引用次数: 0
Cultivation Innovations of Growth Promoting Bacteria and the Characteristics of SeveralVegetables 促生菌栽培创新及几种蔬菜特性研究
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2022-05-04 DOI: 10.46300/91011.2022.16.34
I. G. L. Triani, I. Gunam, Y. Setiyo, L. Suhendra
Reducing the use of chemicals in vegetable cultivation is an environmentally friendly cultivation technology that is expected to reduce negative impacts on the environment. One of the efforts to reduce chemicals in cultivation is to use bacteria that live in plant roots as plant growth promoters or biopesticides. This study aims to determine the number of endophytic bacteria from bamboo and leguminosae roots that have the potential as plant growth promoting agents. The making of plant growth-promoting rhizobacteria (PGPR) starter which was carried out in this study used the roots of bamboo, lemongrass and Mimosa Pudica Linn. Furthermore, it is applied to vegetable cultivation (Chinese cabbage, tomato, carrot and green mustard/caisim) to determine the physical characteristics of vegetables from the result of PGPR application compared to results from conventional farmers. This study used a factorial randomized block design with 2 factors. The first factor is the plant roots used, while the second factor is the length of the plant roots soaking in water, namely 72, 96, 120 hours. The data from the PGPR starter analysis results are made into a table, then a descriptive discussion is carried out. For vegetable data from the cultivation results using PGPR compared to vegetable from conventional farmer results. Based on laboratory analysis, obtained the total microbes in samples from bamboo roots with a soaking time of 72 hours were higher than the other samples, namely 8.49 x 106 cfu ml-1; pH in samples of PGPR from the roots of Mimosa Pudica Linn, bamboo, lemongrass, commercial PGPR (from Central Java farmers) ranged from 3.0 to 6.7; while the total dissolved solids content ranged from 0.2 to 2.6%. Based on the graph of plant growth in the PGPR treatment and with no treatment, there is a slight difference, not much increase or decrease. In tomatoes with PGPR treatment, plant growth was higher than without the use of PGPR, while for Chinese cabbage and caisim the growth was almost the same between PGPR treatment and without PGPR. For carrots, it was seen that with PGPR treatment, plant growth was lower than without PGPR. The results of the analysis of texture, brightness level and total dissolved solids in Chinese cabbage, caisim, tomatoes and carrots with PGPR application, the characteristics are almost the same as the results of conventional farmers. By looking at these results, it is hoped that in the future cultivation innovation by utilizing bacteria around the roots, is one of the environmentally friendly cultivation applications and begins to reduce the use of chemicals in cultivation.
减少蔬菜种植中化学品的使用是一项环保的种植技术,有望减少对环境的负面影响。减少种植中化学物质的努力之一是使用植物根部的细菌作为植物生长促进剂或生物杀虫剂。本研究旨在确定竹子和豆科根中有潜力作为植物生长促进剂的内生细菌的数量。以竹子、柠檬草和含羞草为试材,研制了植物生长促进根际细菌(PGPR)发酵剂。此外,还将其应用于蔬菜种植(大白菜、番茄、胡萝卜和绿芥菜/caisim),以根据PGPR应用的结果与传统农民的结果进行比较,确定蔬菜的物理特性。本研究采用2个因素的析因随机区组设计。第一个因素是所使用的植物根,而第二个因素是植物根在水中浸泡的长度,即72、96、120小时。将PGPR启动器分析结果中的数据制成表格,然后进行描述性讨论。对于来自使用PGPR的种植结果的蔬菜数据,与来自传统农民结果的蔬菜进行比较。通过实验室分析,得出浸泡时间为72小时的竹根样品中的微生物总数高于其他样品,即8.49×106cfu ml-1;Mimosa Pudica Linn、竹子、柠檬草、商业PGPR(来自中爪哇农民)根的PGPR样品的pH范围为3.0至6.7;而总溶解固体含量在0.2%至2.6%之间。从PGPR处理和未处理的植物生长图来看,两者略有差异,没有太大的增加或减少。在使用PGPR处理的番茄中,植物生长高于不使用PGPR的番茄,而在大白菜和菜心中,PGPR处理和不使用PGPR的番茄的生长几乎相同。对于胡萝卜,可以看出,有PGPR处理的植物生长低于没有PGPR处理。应用PGPR对大白菜、菜心、番茄和胡萝卜的质地、亮度水平和总溶解固体进行了分析,其特征与传统农民的结果几乎相同。通过观察这些结果,希望在未来的栽培创新中,利用根部周围的细菌,是环境友好的栽培应用之一,并开始减少栽培中化学品的使用。
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引用次数: 0
Roles of Heterogeneous Habitat for Conservation of Nymphalidae in Sarawak (East Malaysia) 异质性生境在沙捞越(东马)蛱蝶科保护中的作用
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2022-03-28 DOI: 10.46300/91011.2022.16.32
Christharina S. G., F. Abang
Species diversity characterises an area or a targeted habitat and provides information on the species assemblages, which is a primary reflection of habitat diversity. It incorporates both species richness and abundance and may rely on factors, such as host-plant availability and food resources. Kubah National Park is a lowland mixed dipterocarp forest, and uniquely offers various vegetation types, which includes heath and submontane forests. In the present study, four contrasting forest habitats were selected along forest trails, namely, primary forests, secondary forests, heath forests and forest edges. Forty baited traps were used within a six-months of sampling period. The highest abundance was recorded at the heath forest while the least was at the secondary forest. However, there was no significant difference in terms of species abundance between forest habitats for subfamilies, as well as for the 15 most abundant nymphalid species sampled, except for Mycalesis mnasicles. This satyrine was regarded as being able to differentiate habitat, apart from sensitive to canopy openings. Secondary forest provides a heterogeneous habitat for nymphalids, and thus highest diversity was observed here. This study implies that habitat association of the family is crucial, as it will provide information for both species inventory as well as the fluctuation patterns of the nymphalids diversity. Similar study is suggested to be carried out in the future, which incorporates more than one habitat types and in a more extensive period.
物种多样性是一个地区或目标栖息地的特征,并提供了物种组合的信息,这是栖息地多样性的主要反映。它包括物种丰富度和丰度,并可能依赖于宿主植物的可用性和食物资源等因素。Kubah国家公园是一个低地混合龙脑花呢森林,独特地提供各种植被类型,包括石南和亚山地森林。在本研究中,沿着森林小径选择了四个对比鲜明的森林栖息地,即原始林、次生林、石南林和森林边缘。在六个月的采样期内使用了40个诱饵陷阱。石南林的丰度最高,次生林的丰度最低。然而,除了Mycalesis mnasicles外,亚科的森林栖息地以及采样的15个最丰富的若虫物种在物种丰富度方面没有显著差异。这种satyrine被认为能够区分栖息地,除了对树冠开口敏感。次生林为若虫提供了一个异质的栖息地,因此在这里观察到了最高的多样性。这项研究表明,该科的栖息地关联至关重要,因为它将为若虫的物种清单和多样性的波动模式提供信息。建议在未来进行类似的研究,包括一种以上的栖息地类型,并在更广泛的时期内进行。
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引用次数: 1
Green Sea Turtle (Chelonia Mydas): a Historical Review With Relevance to Population Size in Sarawak 砂拉越绿海龟(Chelonia Mydas):与种群规模相关的历史回顾
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2022-03-27 DOI: 10.46300/91011.2022.16.28
R. Hassan, N. K. Yahya
Green sea turtles (Chelonia mydas) are using selected Sarawak sandy beaches for nesting. Its small-scale conservation efforts have started since the 1950s. However, the success of the effort is still debatable. Moreover, public participation in the conservation effort is still at an infancy stage. This study involved analysing nesting data of green turtles of Sarawak Turtle Islands (STIs) in terms of numbers of turtle landing, eggs collected, eggs incubated, and eggs hatched for Sarawak’s green turtle population from 1949 to 2016 with addition of estimation of the egg-laying females and their remigration interval. There was a sharp decline in terms of number of turtle landings from 1949 to the 1970s. The exact cause of this pattern could only be confirmed from old articles of historical value due to limited information on the events happening during those 30 years period. From 1980 to 2016, the annual nesting trend of turtles on STIs shows irregular fluctuation pattern and remigration interval of every 3 to 4 years with internesting frequency of 3. Turtle eggs were harvested annually, with a 36-year average of 223,558 eggs per year. Detailed analysis for data 1980 to 2016 shows that the lowest percentage of eggs incubated was in 1981 (20.4 %) and starting from the year 1991, egg incubation at STIs reached between 90 to 100 percent. There is an upward trend of egg hatching rate for the past 36 years, especially from the 1990s to 2000s, with the latest seven years average of 60%. The results imply that conservation of green turtle in Sarawak have been successful at different levels. However, there is still a need for relevant state agencies to modify and step-up efforts related to conservation of green turtles in Sarawak especially in terms of male:female ratio of hatchlings from STI’s hatcheries.
绿海龟(Chelonia mydas)正在选定的砂拉越沙滩筑巢。它的小规模保护工作从20世纪50年代开始。然而,这一努力的成功仍然存在争议。此外,公众参与保护工作仍处于初级阶段。这项研究涉及分析1949年至2016年砂拉越海龟群岛(STIs)绿海龟的筑巢数据,包括砂拉越绿海龟种群的海龟登陆数量、收集的卵子、孵化的卵子和孵化的卵子,以及产卵雌性海龟及其再迁移间隔的估计。从1949年到1970年代,海龟登陆次数急剧下降。这种模式的确切原因只能从具有历史价值的旧文章中得到证实,因为关于这30年期间发生的事件的信息有限。从1980年到2016年,海龟在STIs上的年度筑巢趋势呈现出不规则的波动模式,每3到4年一次的再迁移间隔,插入频率为3。甲鱼蛋每年都有收获,36年平均每年有223558个甲鱼蛋。对1980年至2016年数据的详细分析表明,孵化的卵子比例最低的是1981年(20.4%),从1991年开始,在性传播感染中孵化的卵子达到了90%至100%。在过去的36年里,卵子孵化率呈上升趋势,特别是从20世纪90年代到21世纪初,最近七年的平均孵化率为60%。研究结果表明,砂拉越的绿海龟保护在不同层面上都取得了成功。然而,相关国家机构仍有必要修改和加强与砂拉越绿海龟保护相关的工作,特别是在STI孵化场孵化的雄龟与雌龟的比例方面。
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引用次数: 0
Evaluation of the Speciation of Heavy Metals (Cd, Pb, Zn, Cr and As) in the Different Horizons of an Agricultural Soil 某农业土壤不同层位重金属(Cd、Pb、Zn、Cr和As)形态评价
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2022-03-27 DOI: 10.46300/91011.2022.16.29
Baba Ahmed Abderrazzak, Boudahri Fethi, K. Tahar
This research has enabled the assessment of environmental risk related to potential transfers of metal trace elements such as lead, cadmium, zinc, chromium and arsenic in agricultural soils whose cultivation is nearby barley. From the industrial discharge of the technical discharge center (CET) of the municipality of Oued El Djemaa is located in the Wilaya de Rélizane-Algeria and close to solid domestic waste from industrial discharges. To meet this main objective, several analyzes were carried out, based on the first place on the chemical extraction of heavy metals by treating water. This extraction has highlighted a fairly strong accumulation of cadmium, arsenic and zinc in the soil. If the total levels of heavy metal by lawy water allow for a first state of fixtures, it is more specified according to the method of Tessier which has allowed an estimate of the future of pollutants and a risk approach. The sequential extraction on the ground showed a significant source of pollution by cadmium which is mainly related to the carbonates that makes it mobile and which constitutes a potential threat to the environment. On the other hand, arsenic and zinc are mainly related to the residual phase and the reducible phase respectively so they are little mobile in the soil and do not show threat. This research work has made it possible to access fine knowledge of the fate of metal pollutants (Cd, Pb, Zn, Cr and As) in agricultural soil. He also highlighted shadow points requiring multidisciplinary research.
这项研究使人们能够评估在附近种植大麦的农业土壤中铅、镉、锌、铬和砷等金属微量元素潜在转移的环境风险。来自Oued El Djemaa市技术排放中心(CET)的工业排放,该中心位于阿尔及利亚的Wilaya de Rélizane,靠近工业排放的固体生活垃圾。为了实现这一主要目标,首先对水处理化学提取重金属进行了分析。这种提取突出了镉、砷和锌在土壤中的强烈积累。如果合法水体的重金属总水平允许固定装置的第一种状态,则根据Tessier的方法进行更详细的规定,该方法允许对污染物的未来进行估计并采用风险方法。地面连续提取表明镉是一个重要的污染源,主要与碳酸盐有关,碳酸盐使镉具有流动性,对环境构成潜在威胁。另一方面,砷和锌分别主要与残留相和可还原相有关,因此它们在土壤中的流动性很小,不会表现出威胁。这项研究工作为了解农业土壤中金属污染物(Cd、Pb、Zn、Cr和As)的去向提供了可能。他还强调了需要多学科研究的阴影点。
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引用次数: 0
Detection of Escherichia Coli Bacteria by Using Image Processing Techniques 利用图像处理技术检测大肠杆菌
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2022-03-27 DOI: 10.46300/91011.2022.16.31
Fatih Karatepe, Büşra Taş, O. Coskun, M. Kahriman
Recently, image processing has proven itself as a fast and reliable technique in research in medicine and biology. Bacterial colony separation is an important and time-consuming process in studies in the field of microbiology. Bacteria counting is usually carried out by the naked eye or even by Coulter counter machines, which are based on the rather expensive electric field measurement method. In this study, image-based enumeration of Escherichia Coli over the colony morphology in the petri dish was investigated. In the experimental study, 4 different bacteria from the Enterobacteriaceae family were planted on petri dishes containing Eosin-methylene blue agar (Merck, Darmstadt, Germany). Escherichia Coli colony characteristics were determined by digitizing planted bacterial petri images. For the study, counting was done with the interface developed in MATLAB R2013a. After the classification criteria were determined, the method was tested on new petri dishes and successful results were obtained.
近年来,图像处理已被证明是医学和生物学研究中一种快速可靠的技术。菌落分离是微生物学研究中一个重要且耗时的过程。细菌计数通常通过肉眼甚至库尔特计数器进行,库尔特计数器基于相当昂贵的电场测量方法。在本研究中,研究了在培养皿中基于图像的大肠杆菌菌落形态计数。在实验研究中,将来自肠杆菌科的4种不同细菌种植在含有曙红亚甲基蓝琼脂的培养皿(Merck,Darmstadt,德国)上。通过数字化种植的细菌培养基图像来确定大肠杆菌菌落特征。在本研究中,使用MATLAB R2013a中开发的接口进行计数。在确定了分类标准后,在新的培养皿上对该方法进行了测试,并获得了成功的结果。
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引用次数: 0
Biological Tomato Leaf Disease Classification using Deep Learning Framework 基于深度学习框架的番茄叶病生物分类
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2022-03-27 DOI: 10.46300/91011.2022.16.30
A. Aggarwal
Biological Tomato leaf classification is very important to decide the pesticide, insecticide, and other treatments needed for the plant to yield good crop. The images captured by handheld cameras or using drones are used by various machine learning algorithms to identify the diseases. Such methods need extraction of features from the images before the machine learning methods can be used for disease identification. In this paper, a deep learning framework is proposed that automatically extracts features in a hierarchical manner. The features are classified using neural networks to classify the leaves into three classes, viz. no disease, bacterial spot, and Septoria leaf spot. The performance of the model is tested using accuracy as the performance metric. The obtained performance metric validates the performance of the method. The method is useful for taking corrective measures to disease management of tomato plants.
生物番茄叶片分类对于决定植物生产优质作物所需的杀虫剂、杀虫剂和其他处理方法非常重要。手持摄像机或无人机拍摄的图像被各种机器学习算法用来识别疾病。在机器学习方法可以用于疾病识别之前,这种方法需要从图像中提取特征。本文提出了一种以分层方式自动提取特征的深度学习框架。利用神经网络将叶片特征分类为三类,即无病、细菌斑和Septoria叶斑。使用精度作为性能度量来测试模型的性能。所获得的性能度量验证了该方法的性能。该方法可用于番茄植株病害管理中的纠正措施。
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引用次数: 7
Designing a Deep Learning Hybrid Using CNN and Inception V3 Transfer Learning to Detect the Aggression Level of Deep Obsessive Compulsive Disorder in Children 使用CNN和Inception V3迁移学习设计深度学习混合检测儿童深度强迫症的攻击水平
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2022-02-28 DOI: 10.46300/91011.2022.16.27
Mukesh Madanan, B. Sayed
The usage of Artificial intelligence in medical arena has proved to be a game changer in the detection and diagnosis of several medical conditions. In the current digital era, children with stressful medical issues are suffering from Deep Obsessive-Compulsive Disorder (DOCD). This kind of mental stress occurs in children because of the continuous usage of gadgets such as mobile phone, playing games using play stations, watching videos on tablets, etc. In most of the possibilities, single children are the ones affected with several obsessions such as stubborn activities, fighting for selfish priorities and so on. In medical terms, these kinds of complex behavioral changes are identified as DOCD. Genetic behaviors sometimes in a few group of children are also noticed as a modality difference. As symptoms are psychiatric impairment, such a child remains isolated, abnormal silence, being obsessive and repeating irrelevant words, high stress or anxiety. All medical challenges could be treated as healthcare research metrics and the gradual increase in DOCD disorder among children of this generation can be considered too. Early detection of DOCD is essential as it can help in early diagnosis but techniques to do so is unavailable currently. Deep learning-an artificial intelligence method can be utilized to detect DOCD, diagnose and treat it and bring about a positive character in children. Behavior changes in children can be classified and detected using transfer learning algorithms. In COVID-19 pandemic situation, 3% of DOCD has increased to 10-15% as a disorder. This information is retrieved from children by monitoring negative activities, unusual behavior such as nail biting, removing spectacles and placing them in the wrong place, watching tablets, mobile phones and television for more hours. Using Convolutional Neural Networks (CNN), input such as MRI (Magnetic resonance Imaging) is used for experimenting the variations in behavior with the high dimension that are analyzed from the image dataset. Using Transfer Learning with Inception V3-, CNN generalization of misophonia level can be statistically analyzed to avoid overfitting problems. By employing AI techniques, the aggression level can be predicted using data augmentation method with better accuracy and a low error rate than the existing systems. In the research it is observed that using the model employing Inception-V3 transfer learning CNN a better prediction of aggression levels can be achieved in comparison to the existing CNN model used.
人工智能在医学领域的应用已被证明是检测和诊断几种疾病的游戏规则改变者。在当前的数字时代,有压力性医疗问题的儿童正遭受深度强迫症(DOCD)的折磨。这种精神压力发生在儿童身上,是因为他们不断使用手机、使用游戏机玩游戏、在平板电脑上看视频等小工具。在大多数情况下,单身儿童都会受到一些困扰,比如顽固的活动、为自私的优先事项而战等等,这些类型的复杂行为变化被识别为DOCD。遗传行为有时在少数儿童群体中也被视为一种模态差异。由于症状是精神障碍,这样的孩子会保持孤立、异常沉默、痴迷和重复无关的单词、高压力或焦虑。所有的医学挑战都可以作为医疗保健研究指标来对待,这一代儿童DOCD障碍的逐渐增加也可以被考虑。DOCD的早期检测至关重要,因为它可以帮助早期诊断,但目前还没有这样的技术。深度学习是一种人工智能方法,可用于检测、诊断和治疗DOCD,并使儿童具有积极的性格。可以使用迁移学习算法对儿童的行为变化进行分类和检测。在新冠肺炎大流行的情况下,3%的DOCD作为一种疾病增加到10-15%。这些信息是通过监测儿童的负面活动、咬指甲、摘下眼镜放错地方、多看平板电脑、手机和电视等异常行为来获取的。使用卷积神经网络(CNN),诸如MRI(磁共振成像)的输入用于实验从图像数据集中分析的高维行为的变化。使用具有Inception V3-的迁移学习,可以对发音错误水平的CNN泛化进行统计分析,以避免过拟合问题。通过使用人工智能技术,可以使用数据增强方法预测攻击性水平,该方法比现有系统具有更好的准确性和较低的错误率。在研究中观察到,与使用的现有CNN模型相比,使用使用Inception-V3迁移学习CNN的模型可以实现对攻击水平的更好预测。
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引用次数: 4
期刊
International Journal of Biology and Biomedical Engineering
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