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Analysis of Autism Spectrum Disorder in Children with the Prepared Dataset: A Machine Learning Approach for Prediction 用预备数据集分析儿童自闭症谱系障碍:一种机器学习预测方法
Pub Date : 2020-11-21 DOI: 10.2139/ssrn.3734788
P. Ramya, G. Geetha, Vattikuti NagaPrudhvi Raj
Right now Autism Spectrum Disorder (ASD) is at fastest pace in these days quicker than any other times. Regardless of the way that number of studies have been taken using different procedures, no particular study have stated the purposes behind the Autism. It is the “spectrum” disorder which of the fact that is wide in the sort and seriousness of the side effects to the individuals who experience this. Autism might occur any ethnic, racial and monetary related social gatherings. Disregarding the fact that autism spectrum disorder might be a profound established issue, yet the physical and mental treatments, medications, organizations can improve a person’s manifestations and capacity. Our work primarily focuses around the expectation of the medically introverted kids who are underneath 4 years. SVM Support Vector Machine is utilized for the order of the dataset to anticipate the autism spectrum disorder in children and to say the specific stage the kid is in.
目前,自闭症谱系障碍(ASD)的发展速度最快,比以往任何时候都快。不管有多少研究采用了不同的方法,没有一项研究阐明了自闭症背后的目的。这是一种“谱系”障碍,事实上,对经历过这种疾病的人来说,副作用的种类和严重程度都很广泛。自闭症可能发生在任何与民族、种族和金钱有关的社交聚会上。尽管自闭症谱系障碍可能是一个根深蒂固的问题,但身体和精神治疗,药物,组织可以改善一个人的表现和能力。我们的工作主要集中在医学上内向的4岁以下儿童的期望。利用支持向量机支持向量机对数据集进行排序,预测儿童自闭症谱系障碍,判断儿童所处的具体阶段。
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引用次数: 1
Machine Learning and Technology in Diagnostic Research: The Case Study of Cognitive Disorders among Toddlers 诊断研究中的机器学习和技术:幼儿认知障碍的案例研究
Pub Date : 2020-04-08 DOI: 10.2139/ssrn.3561862
R. Joshi, Aditya Raute, A. Yeole, Sanika Sanaye, Bhavika Idnani
This study tries to research the use of technology, specifically machine learning, in the diagnosis of cognitive mental disorders in toddlers based on the child’s biological history right from the birth. The study will also present some distinct symptoms for observation, that point to the onset of such disorders and can assist in the assessment for early diagnosis. Solutions to most of those problems can be achieved with proper and dedicated study of the individual as well as the use of progressive technology that can help in the accurate, efficient and early diagnosis of such disorders. Another important aspect this study highlights is the need for awareness about these disorders and the solutions in the society.
这项研究试图研究技术的使用,特别是机器学习,在基于孩子出生时的生物历史的基础上诊断幼儿的认知精神障碍。该研究还将提出一些独特的症状供观察,这些症状表明这些疾病的发病,并有助于早期诊断的评估。通过对个体进行适当和专门的研究,以及使用有助于准确、有效和早期诊断此类疾病的先进技术,大多数这些问题的解决方案都可以实现。这项研究强调的另一个重要方面是需要在社会上认识到这些疾病和解决办法。
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引用次数: 0
Study the Effect of Antioxidants and Oxidative Products and Their Genetic Effect on Methionine Synthase in People with Autism Spectrum Disorder 抗氧化剂和氧化产物对自闭症谱系障碍患者蛋氨酸合酶的影响及其遗传效应的研究
Pub Date : 2019-11-19 DOI: 10.2139/ssrn.3559385
Basim M. Ali, Iqbal J. B. Alassadi, A. S. Ahmed Zearah
Autism is a developmental disorder characterized by troubles with social interaction and communication by restricted repetitive behavior, Blood samples were taken for 60 people with autism and 30 healthy people as a control group. Both groups ranged age from 3 to 8 years .The laboratory and genetic analysis, (GSH & MDA) analysis were performed by ELISA technique, while Vit. D was performed by I-chroma II technique .The genetic aspect; it has been using the DNA separation kit then used PCR device, after that using nanoscope analyzer to determine the concentration of DNA extracted after the special primers were used to determine the presence of genetic defect. The results were a significant decrease in level of (GSH & Vit.D), a significant increase in level of (MDA), the genetic part, allel has been identified suffering from a significant change of methionine synthase where there is a significant relationship between this protein and autism disorder.
自闭症是一种发育障碍,其特征是由于受限制的重复性行为而导致社交互动和沟通困难。研究人员对60名自闭症患者和30名健康人群进行了血液样本采集。两组的年龄都在3 - 8岁之间。酶联免疫吸附法(ELISA)测定血清丙二醛(MDA);D用I-chroma II技术进行;先用DNA分离试剂盒再用PCR装置,再用纳米分析仪测定提取DNA的浓度,再用专用引物确定是否存在遗传缺陷。结果是(GSH &维生素d), (MDA)水平显著增加,遗传部分,已经确定,在同列杂交中,蛋氨酸合成酶发生显著变化,这种蛋白质与自闭症障碍之间存在显著关系。
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引用次数: 2
Risk and Protective Factors for Alcohol and Other Drug Use (AOD) Among Adolescents in Rubavu District, Rwanda 卢旺达鲁巴武地区青少年酒精和其他药物使用的风险和保护因素
Pub Date : 2017-09-12 DOI: 10.2139/ssrn.3036052
James Ngamije, Dr. Callixte Yadufashije
Background: Despite ongoing prevention efforts, alcohol and other drug (AOD) abuse among adolescents remain public health concerns. Rural adolescents, many of whom are underserved, are disproportionately affected. AOD bring a major challenge for affected families and communities and places an enormous burden on mental health and other health service providers in Rwanda as well as the country’s economy. To our knowledge no study has been done to address AOD in Rwanda. Objectives: The purpose of this study was to explore perspectives on risk and protective factors influencing AOD of parents and their adolescents attending parent-adolescent communication (PAC) program in Rubavu district, Rwanda. Methods: This study employed qualitative methods and community-based participatory research (CBPR) guided in large part by community members, in partnership with research and health practitioners from Imbuto Foundation and Rubavu Youth Friendly Center (RYFC). CBPR principles are aimed at improving the effectiveness of research by addressing locally relevant health issues and involve communities in every aspects of the research process. Through a systematic process, community participants and researchers work to achieve a shared understanding of the important influences on AOD in the community and suggestions for how to take action in addressing AOD. Purposive sampling procedure was used to select participants for the study. A total of 20 families (17 fathers, 20 mothers and 20 adolescents aged 14 to 24 years) were participants in PAC program from Rubavu Youth Friendly Center (RYFC) in rural sector of Rubavu district. Focus groups and in-depth interviews in Kinyarwanda language were conducted with all study participants. The interview guide was semi structured, nondirective and informal process to elicit rich information regarding risk and protective factors of AOD abuse among adolescents. Each interview and focus group session were written in narrative format and were analysed using grounded theory approach. Results: This Individual risk and protective factors for AOD, environmental risk and protective factors for AOD and suggestion to AOD among the adolescents were the main themes that emerged from this study. Parents and their children adolescents’ participants in PAC program perceived poor communication as a leading risk factor of alcohol and drugs abuse; other risks included poor family support, stressful life events and availability of drugs. Family support, communication about drugs, employment and religion were viewed as protective factors. Participants suggested strengthening parent-adolescent communication about drugs through parenting and drugs education sessions and community home visit and integration the program in village. Other suggestions included strengthening the parent-adolescent relationship in prevention or reduce AOD. Conclusions: Participants believe that parents and families have the ultimate responsibilities to protect and educat
背景:尽管正在进行预防工作,青少年滥用酒精和其他药物(AOD)仍然是公共卫生问题。农村青少年受到的影响尤为严重,其中许多人得不到充分的服务。非臭氧性疾病给受影响的家庭和社区带来重大挑战,并给卢旺达的精神卫生和其他卫生服务提供者以及该国经济带来巨大负担。据我们所知,在卢旺达还没有针对臭氧消耗障碍的研究。目的:本研究旨在探讨卢旺达鲁巴武地区参加亲子交流项目的父母及其青少年的不良情绪障碍的风险和保护因素。方法:本研究采用定性方法和社区参与式研究(CBPR),主要由社区成员指导,与Imbuto基金会和Rubavu青年友好中心(RYFC)的研究和卫生从业人员合作。CBPR原则旨在通过解决与当地有关的健康问题和让社区参与研究进程的各个方面,提高研究的效力。通过一个系统的过程,社区参与者和研究人员共同努力,以实现对社区中AOD的重要影响的共同理解,并就如何采取行动解决AOD提出建议。采用有目的抽样方法选择研究对象。共有20个家庭(17名父亲、20名母亲和20名14至24岁的青少年)参加了鲁巴武地区农村地区鲁巴武青年友好中心(RYFC)的PAC计划。用卢旺达语对所有研究参与者进行了焦点小组和深入访谈。访谈指南采用半结构化、非指导性、非正式的访谈方式,以获取青少年滥用AOD的风险因素和保护因素的丰富信息。每次访谈和焦点小组会议都以叙述形式写成,并使用扎根理论方法进行分析。结果:本研究的主要主题是青少年不良情绪障碍的个体风险和保护因素、环境风险和保护因素以及对青少年不良情绪障碍的建议。参与PAC项目的青少年家长及其子女认为沟通不良是酗酒和吸毒的主要危险因素;其他风险包括家庭支持不足、生活压力大以及药物供应不足。家庭支持、关于毒品、就业和宗教的交流被视为保护因素。与会者建议透过家长与青少年禁毒教育课程、社区家访及乡村整合计划,加强父母与青少年关于毒品的沟通。其他建议包括加强亲子关系以预防或减少AOD。结论:与会者认为,父母和家庭对保护和教育自己的子女了解酒精和毒品负有最终责任。这项研究呼吁政府为家庭提供执行这项任务的装备。建立以家庭为基础的预防毒品干预措施,旨在培养称职的父母,这将改善在预防青少年危险健康行为(包括酗酒和其他毒品)方面的养育做法。
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引用次数: 0
Parental Involvement & Child Development 家长参与与儿童发展
Pub Date : 2014-08-07 DOI: 10.2139/SSRN.2477253
Arpit Patel
The researcher seeks to investigate the methods, types and frequency of parental involvement and to address which among the many intervention processes is most influential to the child’s development. Parental involvement in their child’s development is a more powerful force compared to other family variables including social class and status, family size or level of parental education. Parental involvement affects child’s learning and higher academic performance that could optimistically lead to higher academic achievement, greater cognitive competence, greater problem-solving skills, greater school enjoyment, better school attendance and fewer behavioural problems. However, parents have different positions regarding the need for involvement and the degree of involvement policies and educational systems require them. In addition, there are many factors to consider for parents (e.g. financial status, educational level, work, etc.) prior to their participation. The issue is decided to be investigated to provide a bigger picture regarding parental involvement in the family as well as child’s social environment. There is a drive to investigate the increase in child’s progress in terms of effective parental involvement. The rationale of this study is to basically explore the implications of parental involvement in their children academic as well as social development. This research may be useful for parents who are seeking clarifications on their participatory role and how they can contribute; for teachers who are working in close collaboration with the parents and for the children who are the main receivers of direct benefits of parental involvement.
研究人员试图调查父母参与的方法、类型和频率,并在许多干预过程中解决哪一个对儿童的发展影响最大。与社会阶层和地位、家庭规模或父母教育水平等其他家庭变量相比,父母对孩子发展的参与是一种更强大的力量。父母的参与影响孩子的学习和更高的学业成绩,乐观地说,这可能会导致更高的学业成就、更强的认知能力、更强的解决问题的能力、更大的学校乐趣、更好的出勤率和更少的行为问题。然而,对于参与的必要性以及政策和教育系统所要求的参与程度,家长们持不同的立场。此外,家长在参与之前需要考虑很多因素(如经济状况、教育水平、工作等)。我们决定对这个问题进行调查,以提供一个关于父母参与家庭以及孩子的社会环境的更大的图景。有一种动力来调查在父母有效参与方面孩子进步的增加。本研究的基本原理是探讨父母参与对孩子学业和社会发展的影响。这项研究可能对那些正在寻求澄清他们的参与角色以及他们如何做出贡献的父母有用;对于那些与家长密切合作的教师和那些从家长的参与中直接获益的主要接受者的孩子们。
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引用次数: 0
Retirement Decisions of Couples: The Impact of Spousal Characteristics and Preferences on the Timing of Retirement 夫妻的退休决定:配偶特征和偏好对退休时间的影响
Pub Date : 2013-12-01 DOI: 10.2139/ssrn.2370171
D. Warren
This paper provides new evidence of coordination of retirement by mature age couples in Australia. Two complementary estimation approaches are used to highlight the importance of taking the household decision-making context into account when modeling the retirement behaviour of partnered men and women. First, a single risk hazard model provides insights into the influences of a spouse’s characteristics on the retirement decision of the individual. Second, a competing-risks framework is used to examine the retirement behaviour of couples exiting from a situation in which both are in paid employment. There is strong evidence of coordination of retirement by mature age couples in Australia due to complementarities in leisure and, for women, because of caring responsibilities. In particular, the results suggest that women may delay their own retirement if their partner has a financial incentive to continue in the labour force; or retire early to care for a partner who is in poor health.
本文为澳大利亚成年夫妇协调退休提供了新的证据。使用了两种互补的估计方法来强调在对有伴侣的男女退休行为建模时考虑到家庭决策背景的重要性。首先,单一风险风险模型提供了配偶特征对个人退休决策影响的见解。其次,使用竞争风险框架来检查从双方都从事有偿工作的情况中退出的夫妇的退休行为。有强有力的证据表明,由于闲暇时间的互补性,澳大利亚的成年夫妇协调退休,对妇女来说,因为照顾责任。特别是,研究结果表明,如果她们的伴侣有继续工作的经济动机,她们可能会推迟自己的退休时间;或者提前退休去照顾身体不好的伴侣。
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引用次数: 4
Cognitive Skills Gaps in India: Can (Late) Nutrition Ameliorate Them? 印度的认知技能差距:营养(后期)能改善吗?
Pub Date : 2013-10-17 DOI: 10.2139/ssrn.2346928
F. Lopez Boo, M. Canon
This paper explores the (late) nutrition-cognition link using novel panel data from India for very young children. We estimate a value-added model of cognitive development that corrects for biases in the previous literature. Moreover, we use exposure to the national Mid Day Meal Scheme interacted with a non-linearity in how birth year exogenously affects the probability of enrollment in public schools as an instrumental variable. We find that a 1-standard-deviation increase in height-for-age at 5 years of age (i.e., beyond the 1,000-day window of opportunity) leads to cognitive test scores 11 to 14 percent of a standard deviation higher at age 8. This positive and significant effect supports the recent strand of literature on catch-up growth. Our analysis also suggests that providing low-caste children with the average nutritional status of their upper-caste counterparts would close around one-fourth of the existing caste cognitive differentials for boys. For girls, the gap is closed by half.
本文探讨了(晚期)营养-认知的联系使用新颖的面板数据从印度非常年幼的儿童。我们估计了一个认知发展的增值模型,它纠正了以前文献中的偏见。此外,我们使用暴露于国家中午膳食计划与非线性相互作用的出生年份如何外生影响公立学校入学概率作为工具变量。我们发现,5岁时(即超过1000天的机会之窗)身高每增加1个标准差,8岁时的认知测试分数就会高出11%至14%的标准差。这种积极而显著的效应支持了最近关于赶超增长的文献。我们的分析还表明,为低种姓儿童提供与高种姓儿童相同的平均营养状况,将缩小男孩现有种姓认知差异的四分之一左右。对于女孩来说,这一差距缩小了一半。
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引用次数: 2
Identifying Child-Rearing Practices Among Lower-Class Families in Karachi 卡拉奇下层阶级家庭的育儿实践
Pub Date : 2011-11-18 DOI: 10.2139/ssrn.2707114
Saadia Bakhtawar
Child rearing practices are an integral part of parenting and its presence and significance among families from lower a lower socioeconomic background is the subject of the study conducted for this paper. With parents of infants and younger children interviewed and spoken to in detail separately, differences not only in their opinions become more evident but along with personality traits the strategies and approaches adopted to raise children who will be the adults in any society in the future, preset themselves in interesting ways. Many parents exhibiting, more or less, similar economic indicators might vary in their stance on child rearing. A society, Pakistani in this case so full of tradition has age old practices, not good or bad, judgement not being the intention of this paper, being passed on from one generation to another. Parents think about how they were raised and what needs to be done with their own children perhaps subconsciously for none in the study conducted for this paper revealed that they consciously did so regularly or at intervals.The idea behind this research exercise is to track and identify these patterns and trends not for the sake of comparison with those of yore but to tap in to the experiences of the people which ultimately build their perceptions and consequently their personalities. Adding meanings to such a subliminal activity as child rearing practices with reference to the effect on or of the social dynamics of a society is the intention of this endeavor.
养育子女的做法是养育子女的一个组成部分,它的存在和意义在较低的社会经济背景的家庭是本文进行的研究的主题。通过对婴儿和幼儿的父母分别进行采访和详细交谈,不仅他们的观点差异变得更加明显,而且随着个性特征的不同,培养孩子的策略和方法也以有趣的方式预设了自己,这些孩子将在未来任何社会中成为成年人。许多父母或多或少表现出类似的经济指标,他们在养育孩子方面的立场可能会有所不同。一个充满传统的社会,巴基斯坦在这种情况下有古老的习俗,没有好坏,判断不是本文的意图,一代一代地传递下去。父母可能会下意识地思考他们是如何被抚养长大的,以及需要对自己的孩子做些什么,因为在为这篇论文进行的研究中,没有人表明他们会有意识地定期或间隔地这样做。这项研究背后的想法是追踪和识别这些模式和趋势,不是为了与过去的模式和趋势进行比较,而是为了挖掘人们的经历,这些经历最终建立了他们的观念,从而形成了他们的个性。这一努力的目的是为这种潜意识活动增加意义,比如抚养孩子的做法,以及对社会动态的影响。
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引用次数: 0
Youth in the Middle East 中东的年轻人
Pub Date : 1900-01-01 DOI: 10.2139/SSRN.2888414
I. Hassan, P. Dyer, H. Silver, S. Farah, Edward Sayre, Manata Hashemi, Michael Robbins, Sherine El Taraboulsi
While some of MENA’s recent macro-economic and political developments have created further obstacles for the region’s youth, young peoples’ responses to these constraints have differed remarkably. As such, the process by which we expand our understanding of young people should be informed by a wider perspective: the aspirations of youth and their senses of identity as well as the economic and political contexts that confront them. How individuals manage the challenges they face, and how youth mobilize collectively to deal with those overarching constraints faced in the region, are likely influenced by diverse factors related to their gendered, national, urban, tribal, cultural, and religious differences. To explore the underlying causes and consequences of these complexities, CIRS launched a multi-disciplinary research initiative in collaboration with Silatech, a Doha-based and youth-oriented social initiative organization. As many of the region’s youth are contending with the effects of social and economic exclusion, this research explores the ways in which youth manage and respond to various socioeconomic and political constraints across the region, as well as the potentials of policy to support various aspects of youth’s lives. Additionally, this research initiative examines the ways in which Middle Eastern youth collectively regenerate a new consciousness and forge novel methods of mobilization. The original research papers produced as part of this initiative will be published as a special issue of The Muslim World in 2017.
虽然中东和北非地区最近的一些宏观经济和政治发展给该地区的年轻人造成了进一步的障碍,但年轻人对这些制约因素的反应却大相径庭。因此,我们在扩大对年轻人的了解的过程中,应该从更广阔的角度来考虑:青年的愿望和他们的身份感,以及他们所面临的经济和政治环境。个人如何应对所面临的挑战,青年如何集体动员起来应对本区域面临的主要制约因素,可能受到与其性别、民族、城市、部落、文化和宗教差异有关的各种因素的影响。为了探索这些复杂性的潜在原因和后果,CIRS与总部位于多哈的以青年为导向的社会倡议组织Silatech合作,发起了一项多学科研究计划。由于该地区的许多青年正在与社会和经济排斥的影响作斗争,本研究探讨了青年管理和应对该地区各种社会经济和政治制约因素的方式,以及支持青年生活各个方面的政策潜力。此外,这项研究倡议考察了中东青年集体再生新意识和形成动员新方法的方式。作为该倡议一部分的原始研究论文将作为《穆斯林世界》2017年的特刊发表。
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引用次数: 3
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Developmental Psychology eJournal
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