• Title/Summary/Keyword: Autism disorder

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Autism Spectrum Disorder Detection in Children using the Efficacy of Machine Learning Approaches

  • Tariq Rafiq;Zafar Iqbal;Tahreem Saeed;Yawar Abbas Abid;Muneeb Tariq;Urooj Majeed;Akasha
    • International Journal of Computer Science & Network Security
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    • v.23 no.4
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    • pp.179-186
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    • 2023
  • For the future prosperity of any society, the sound growth of children is essential. Autism Spectrum Disorder (ASD) is a neurobehavioral disorder which has an impact on social interaction of autistic child and has an undesirable effect on his learning, speaking, and responding skills. These children have over or under sensitivity issues of touching, smelling, and hearing. Its symptoms usually appear in the child of 4- to 11-year-old but parents did not pay attention to it and could not detect it at early stages. The process to diagnose in recent time is clinical sessions that are very time consuming and expensive. To complement the conventional method, machine learning techniques are being used. In this way, it improves the required time and precision for diagnosis. We have applied TFLite model on image based dataset to predict the autism based on facial features of child. Afterwards, various machine learning techniques were trained that includes Logistic Regression, KNN, Gaussian Naïve Bayes, Random Forest and Multi-Layer Perceptron using Autism Spectrum Quotient (AQ) dataset to improve the accuracy of the ASD detection. On image based dataset, TFLite model shows 80% accuracy and based on AQ dataset, we have achieved 100% accuracy from Logistic Regression and MLP models.

The effects of an increase in self - determination experience on the behavior of young children with autism spectrum disorder by telepresence robot. (텔레프레젠스 로봇을 이용한 자기결정 경험의 증대가 자폐범주성 장애유아의 행동에 미치는 효과 (자기결정 활동 멀티미디어 콘텐츠의 적용을 통하여))

  • Kim, Su-Jin
    • Journal of rehabilitation welfare engineering & assistive technology
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    • v.12 no.1
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    • pp.38-45
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    • 2018
  • The purpose of this study was to investigate the effects of an increase in self - determination experience on the behavior of young children with autism spectrum disorder by telepresence robot. As for research method, the study used AB design, two selected children engaged in activities with a telepresence robot in free play time in the morning. The activities were conducted in 19 sessions, twice a week, 15 to 40 minutes each. To investigate the effect of the activity on the child's behavior was observed using the behaviors of free play time and work time in the afternoon. All the process was recorded by a camera and then analyzed by frequency recording. The results of the study are as follows. First, the participation of young children with autism spectrum disorder in free play time increased. Second, choice-making or preference behavior of young children with autistic spectrum disorder were increased. This study suggests that increasing the self-determination experience of young children with autism spectrum disorders using telepresence robots increases their participation and increases their choice-making or preference behavior.

How Are Autism Spectrum Disorder and Savant Skills Treated in Cinematographic Works? A Study Focusing on Korean Movies and TV Series

  • Jun-Won Hwang
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • v.34 no.2
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    • pp.112-116
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    • 2023
  • Numerous films and TV series worldwide have depicted characters with autism spectrum disorder (ASD) and savant skills. This study describes the portrayal of ASD and savant skills in Korean films and dramas. Starting with the 2005 film Marathon, characters with ASD have been featured in five films and four dramas. Most portrayals were based on the diagnostic criteria and pathogenesis of ASD, as outlined in the DSM-5. Of the 10 characters with ASD in these films and dramas, seven were male and three were female, with seven of them possessing savant skills. In the future, caution and guidance on the general characteristics of ASD from experts should be provided with the release of ASD-based films and TV dramas in Korea; in addition, critiques and social discourse pertinent to the reality of ASD should be provided by people with ASD, their families, and relevant experts.

Diagnosis and Assessment of Autism Spectrum Disorder in South Korea

  • Johanna Inhyang Kim;Hee Jeong Yoo
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • v.35 no.1
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    • pp.15-21
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    • 2024
  • Autism spectrum disorder (ASD) is diagnosed by the clinical decision of a trained professional based on the Diagnostic and Statistical Manual for Mental Disorders, Fifth Edition or International Classification of Diseases 11th Revision diagnostic criteria. To obtain information for diagnostic formulation, professionals should explore detailed developmental history, and can use structured or semi-structured assessment tools to observe interaction between the child and parents or strangers. Diagnostic assessment should include a profile of the strength and weaknesses of the individual and should be conducted using an optimal approach by a multidisciplinary team with appropriate techniques and experience. Assessment of language, cognitive, neuropsychological, and adaptive functioning should be conducted in ASD individuals prior to establishing an individualized treatment plan. Genetic testing, brain magnetic resonance imaging or electroencephalogram testing can be considered for identification of underlying causes.

Basic Management Strategies by Life Cycle for Treatment of the Persons With Autism Spectrum Disorder

  • Jung-Woo Son;Seok-Hyun Nam
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • v.35 no.1
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    • pp.22-28
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    • 2024
  • Interventions for targeted symptoms are important when setting treatment strategies for individuals with autism spectrum disorder (ASD) and developmental disabilities. Especially, the goal should be to achieve individual "niche construction" by allowing them to select and adjust an environment where they can demonstrate their special characteristics and strengths. In addition, these choices should vary depending on the stage of development of each person with ASD and developmental disabilities. It is necessary to establish a detailed and systematic plan for diagnosis and treatment necessary for infants and toddlers, school placement in school age, and employment or self-reliance in adult transition period to establish customized treatment strategies that fit the individual level of people with ASD and developmental disabilities.

Sleep Problems in Autism Spectrum Disorder (자폐스펙트럼장애에서의 수면문제)

  • Yang, Young-Hui;Kim, Ji-Hoon;Lee, Jin-Seong
    • Sleep Medicine and Psychophysiology
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    • v.20 no.2
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    • pp.53-58
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    • 2013
  • Autism Spectrum Disorder (ASD) is characterized by persistent deficits in social communication and restricted, repetitive patterns of behavior and interest. Sleep problems are not uncommon in children with autism spectrum disorders. Symptoms of insomnia are the most frequent sleep problems in individuals with ASD. Sleep problems can cause significant difficulties in the daily life of children with ASD and their families. Genetic factor, deregulations of melatonin synthesis, extraneous environmental stimuli and psychiatric and medical conditions may cause sleep problems. The first line treatment of sleep problems in ASD includes managements for potential contributing factors and parent education about sleep hygiene care for child and behavioral therapy. Supplementation with melatonin may be effective before considering other medications, such as risperidone, clonidine, and mirtazapine.

ASPERGER'S SYNDROME - THE LINKAGE WITH AUTISM AND CHILDHOOD SCHIZOID PD - (Asperger씨 증후군 - 자폐증, 분열성 인격장애와의 연계성 -)

  • Lee, Young-Sik;Cho, In-Hee
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • v.5 no.1
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    • pp.41-53
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    • 1994
  • In 1944 Hans Asperger reported odd bizzare 400 children who showed autism like clinical symptoms but had higher intelligence and relatively intact speech function. He named these child 'autistic psychopathy'. Since them there were many controversial views about this syndrome. Some regards Asperger syndrome as the high functioning autism variant or preschizophrenic childhood condition or childhood form of schizoid personality disorder. Though there were still many controversy, recently ICD-10, DSM-IV accepted Asperger's syndrome as a distinct subtype of pervasive developmental disorder. The authors reviewed the history and conceptual changes of Asperger syndrome and summarized the interesting recent research findings. In addition, the authors argue that this syndrome has some linkage with autism and schizoid personality disorder and proposed that these is disorders do have common defect in social instinctual development.

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Life Transition Process Effects on Depressive Symptoms in Parents of Children with Autism Spectrum Disorder

  • Hong, Sun Woo;Kim, JinShil;Lee, Ae Ran;Choi, Jeong Sil
    • Child Health Nursing Research
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    • v.24 no.3
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    • pp.337-344
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    • 2018
  • Purpose: The purpose of this study is to examine the association between each phase of the Life Transition Process (LTP) and depressive symptoms among parents of children with Autism Spectrum Disorder (ASD). Methods: Using a cross-sectional study design, data pertaining to LTP and depressive symptoms were collected from 285 parents of children with ASD (101 fathers and 184 mothers). Participants were recruited through the Autism Society of Korea and a counseling center for families of children with ASD. Results: Using a cut-off point of 5 or higher on the Beck Depression Inventory-Short Form, more than half of the parents (53.4%) were deemed depressed; these parents experienced moderate (27.4%) to severe (11.6%) levels of depressive symptoms. A hierarchical multiple regression using the socio-demographic characteristics of children and parents and each phase of the LTP as predictors, found that lower income (${\beta}=-.14$, p=.007) and greater scores for the wandering phase (${\beta}=.59$, p<.001) were significant predictors of greater levels of depressive symptoms. Conclusion: These findings confirm the association between LTP and depressive symptoms for parents of children with ASD, who were found to have a greater risk of depressive symptoms during wandering phase.

Mealtime Behavior and Food Preferences of Children with Autism Spectrum Disorder and Nutrition Education Needs Perceived by Special Education Teachers (특수교사가 인식하는 자폐범주성장애 아동의 식행동 및 식품기호도와 영양교육 요구도)

  • Choi, Su Jin;Oh, Ji Eun;Kim, Yu-Ri;Kim, Yuri
    • Journal of the Korean Society of Food Culture
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    • v.36 no.1
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    • pp.40-55
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    • 2021
  • The purpose of this study was to provide basic information on the development of nutrition education programs to improve the mealtime behavior of children with autism spectrum disorder (ASD) by investigating the mealtime behavior and food preferences of children with ASD through the perception of special education teachers. Surveys were given to 108 special education teachers in special education schools in Korea regarding the demographic characteristics, nutrition education support needs, mealtime behavior, and food preferences of children with ASD. Most of the special education teachers responded that nutrition education in special schools had not been conducted properly and nutrition education for ASD children is necessary. Mealtime behavior analysis classified the behavior into three clusters: cluster 1, 'less problematic mealtime behavior'; cluster 2, 'general feature of autism'; cluster 3, 'difficulty in self-directed diet'. The age, eating habits, and food preferences were different according to each mealtime behavior cluster. Therefore, it will be necessary to develop a nutrition education program based on the characteristics of mealtime behavior.

Is fetal nuchal cord associated with autism spectrum disorder? A meta-analysis

  • Jenabi, Ensiyeh;Ahmadi, Maryam;Maleki, Azam
    • Clinical and Experimental Pediatrics
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    • v.65 no.3
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    • pp.131-135
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    • 2022
  • Purpose: There is inconsistent evidence about the association between fetal nuchal cord and the risk of autism spectrum disorder (ASD). We performed a meta-analysis to investigate whether fetal nuchal cord is associated with an increased risk of ASD in offspring. Methods: Three main English databases were searched until January 2021. The Newcastle-Ottawa Scale was used to assess study quality. Study heterogeneity was determined using the I 2 statistic, while publication bias was assessed using Begg and Egger tests. Results are presented as odds ratios (ORs) and relative ratios with 95% confidence intervals (CI) and were determined by a random-effects model. Results: Five articles (1 cohort, 4 case-control; 3,088 total children) were included in the present meta-analysis. Fetal nuchal cord was not a risk factor for ASD (OR, 1.11; 95% CI, 0.66-1.57). There was homogeneity among studies that reported a risk of ASD (I2=0.0%). Conclusion: Our results showed that fetal nuchal cord is not a risk factor for ASD. Future large cohort studies should confirm this finding.