• ETRI Journal
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• 제44권4호
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• pp.613-623
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• 2022

Autism spectrum disorder (ASD) is a developmental disorder associated with cognitive and neurobehavioral disorders. It affects the person's behavior and performance. Autism affects verbal and non-verbal communication in social interactions. Early screening and diagnosis of ASD are essential and helpful for early educational planning and treatment, the provision of family support, and for providing appropriate medical support for the child on time. Thus, developing automated methods for diagnosing ASD is becoming an essential need. Herein, we investigate using various machine learning methods to build predictive models for diagnosing ASD in children using facial images. To achieve this, we used an autistic children dataset containing 2936 facial images of children with autism and typical children. In application, we used classical machine learning methods, such as support vector machine and random forest. In addition to using deep-learning methods, we used a state-of-the-art method, that is, automated machine learning (AutoML). We compared the results obtained from the existing techniques. Consequently, we obtained that AutoML achieved the highest performance of approximately 96% accuracy via the Hyperpot and tree-based pipeline optimization tool optimization. Furthermore, AutoML methods enabled us to easily find the best parameter settings without any human efforts for feature engineering.

• Journal of Preventive Medicine and Public Health
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• 제29권4호
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• pp.863-875
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• 1996

In order to prepare the fundamental data for the health promotion by assessing the exposure level of styrene, the author determined the concentration of mandelic acid and phenylglyoxylic acid in urine of 42 workers who were exposed to styrene by high performance liquid chromatography and surveyed 16 symptoms, by questionnaire and also tested neurobehavioral test(digit symbol, benton visual retention) in 2 FRP plants of Kyung Nam area from July to September, 1995. Control was sampled by age sex matching method. The concentration of styrene in air was determined by gas chromatography. The results were as follows; 1. Geometric mean concentration of styrene in air was 17.4ppm, geometric mean concentration of mandelic acid(MA) in urine were 404.3mg/g creatinine for exposure group, 46.4mg/g creatinine for control group, geometric mean concentration of phenylglyoxylic acid(PGA) in urine were 57.5mg/g creatinine for exposure group, 9.5mg/g creatinine for control group. Mean concentration of MA and PGA showed statistically significant difference between exposure group and control group(p<0.01). 2. Number of symptom were 2.9 for exposure group, 3.3 for control group, number of digit symbol were 24.1 for exposure group, 32.5 for control group, number of Benton visual retention test were 6.1 for exposure group, 6.0 for control group, respectively. As result of adjusting the education year, number of Benton visual retention test showed statistically significant difference between exposure group and control group(p<0.05). 3. Excellent correlation were observed between environmental styrene exposure and urinary MA(r=0.80), PGA(r=0.73), and MA+PGA(r=0.81).

• Clinical and Experimental Pediatrics
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• 제55권2호
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• pp.35-41
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• 2012

Passive exposure to tobacco smoke significantly contributes to morbidity and mortality in children. Children, in particular, seem to be the most susceptible population to the harmful effects of environmental tobacco smoke (ETS). Paternal smoking inside the home leads to significant maternal and fetal exposure to ETS and may subsequently affect fetal health. ETS has been associated with adverse effects on pediatric health, including preterm birth, intrauterine growth retardation, perinatal mortality, respiratory illness, neurobehavioral problems, and decreased performance in school. A valid estimation of the risks associated with tobacco exposure depends on accurate measurement. Nicotine and its major metabolite, cotinine, are commonly used as smoking biomarkers, and their levels can be determined in various biological specimens such as blood, saliva, and urine. Recently, hair analysis was found to be a convenient, noninvasive technique for detecting the presence of nicotine exposure. Because nicotine/cotinine accumulates in hair during hair growth, it is a unique measure of longterm, cumulative exposure to tobacco smoke. Although smoking ban policies result in considerable reductions in ETS exposure, children are still exposed significantly to tobacco smoke not only in their homes but also in schools, restaurants, child-care settings, cars, buses, and other public places. Therefore, more effective strategies and public policies to protect preschool children from ETS should be consolidated.

• 한국엔터테인먼트산업학회논문지
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• 제15권7호
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• pp.215-223
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• 2021

본 연구의 목적은 지역사회에 거주하고 있는 경도인지장애를 보이는 노인을 대상으로 한 컴퓨터 기반의 인지재활프로그램의 적용이 인지기능과 도구적 일상생활수행능력에 미치는 영향을 알아보고는 것이다. MCI 노인 22명을 실험군 11명, 대조군 11명으로 무작위 할당하여 진행하였으며, 총 10주간, 주 3회, 회기당 30분씩 실험군은 CoTras, 대조군은 전통적 인지 재활을 받았다. 중재 전후로 인지기능과 수단적 일상생활활동의 수행 능력애 대한 변화를 알아보기 위해 NCSE와 K-IADL을 사용하였다. 연구 결과, 실험군은 집중력과 기억력을 포함한 전반적인 인지기능과 수단적 일상생활활동의 수행능력의 향상을 보였다. 지역사회 경도인지장애 노인들을 대상으로 인지기능과 수단적 일상생활활동의 수행능력 증진을 위해 CoTras의 적용을 고려해 볼 수 있을 것이다.

• Journal of Preventive Medicine and Public Health
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• 제36권3호
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• pp.255-262
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• 2003

전체 뇌졸중의 $15{\sim}20%$를 차지하고 있는 열공성 뇌경색(lacunar infarction)은 최근 뇌경색형 뇌졸중의 증가와 더불어 그 중요성이 점차 증가하고 있는데, 1년 이내 뇌경색이 재발되거나 노인, 고혈압 및 초기 신경학적 이상과 같은 감수성 인자가 있는 경우 뇌경색 재발과 혈관성 치매 발생 위험이 있어 삼차예방적 측면에서의 적절한 처치가 필요한 질병이다. 그렇지만 열공성 뇌경색은 증상이 없거나 경미한 경우가 상당히 많아 환자 자신이 치료의 중요성을 느끼지 못할 뿐 아니라 의사들도 환자의 경미한 신경학적 이상을 인지하지 못하여 처치의 당위성에 대해 설득력있는 근거를 제시할 수 없어 적절한 처치가 미비한 상황이다. 본 연구는 신경학적 자각 증상은 없지만 MRI상 열공성 뇌경색으로만 진단된 환자군이 MRI상 이상소견이 관찰되지 않는 대조군에 비하여 신경행동 검사상 차이가 관찰될 것이라는 가설을 구명하고자 하였다. 따라서 뇌졸중의 증상 및 증후 없이 두개골 외상 혹은 두통, 경부강직 등과 같은 신경학적 이상으로 MRI를 촬영한 대상자 중에서 다른 이상 없이 열공성 뇌경색으로만 진단될 환자군과 특별한 이상 소견이 없는 것으로 진단된 대조군에서 WHO의 NCTB(neurobehavioral core test battery)검사의 일부와 Perdue pegboard score검사를 시행하였고, 그 결과 대조군에 비해 환자군의 신경행동 이상이 평균 및 가장 빠른 단순반응시간 검사를 제외한 5개 검사에서 관찰되었다. 본 검사의 결과는 자각 증상이 없거나 경미한 증상을 호소하는 열공성 뇌경색 환자들의 차후 필요한 검사의 선별과 삼차 예방적 측면에서 처치의 근거로서 활용될 수 있을 것이다. 또한 자각 증상이 없거나 경미한 증상이 있지만 진찰상 신경학적 이상 증후를 거의 찾을 수 없는 대상자에서 MRI검사 필요성의 근거를 확인하고자 하는 대상자에게 이용될 수 있을 것으로 사료된다.

• 재활치료과학
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• 제10권2호
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• pp.109-128
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• 2021

목적 : 본 연구는 타문화권에서 개발된 일상생활활동중심 작업기반 신경행동평가(A-ONE)를 국내 임상에서 사용할 수 있도록 한국판을 개발하고 한국 환자에게 적용하여 신뢰도와 타당도를 검증하고자 하였다. 연구방법 : 영문판 A-ONE을 한국어로 번역하고 문화적 차이를 검토하였다. 완성된 한국판을 13명의 작업치료학과 교수와 작업치료사에게 국내 적용 가능성을 확인받고, 뇌졸중 환자 42명을 대상으로 신뢰도와 타당성을 검증하였다. 결과 : 총 3개의 문항을 국내 문화에 알맞도록 수정한 결과, 한국판 A-ONE은 Index at the item level(I-CVI)=0.92-1.00을 보이며 평가 문항들이 국내 문화를 잘 대표하고 있는 것으로 나타났다. Functional Independence Measure(FIM)과 상관관계는 의사소통영역을 제외하고 r=0.52-0.77(p>0.01)로 높게 나타난 반면, Lowenstein Occupational Therapy Cognitive Assessment(LOTCA)와는 전반적으로 유의미한 상관관계를 보이지 않았다(p>0.05). 내적일치도는 기능적 독립성이 Cronbach's α=0.58-0.93, 신경행동손상이 α=0.42-0.93을 보였다. 검사-재검사 신뢰도는 기능적 독립성이 Intraclass correlation coefficient(ICC)=0.79-1.00, 신경행동손상이 ICC=0.74-1.00으로 높은 수준을 보였다. 마지막으로, 검사자간 신뢰도는 기능적 독립성이 ICC=0.75-1.00, 신경행동손상이 ICC=0.72-1.00으로 높은 신뢰도를 보였다. 결론 : 한국판 A-ONE은 뇌졸중 환자의 일상생활활동 수행능력과 신경행동손상의 종류 및 손상정도를 평가하기 위해 국내 임상에서 사용될 수 있는 유용한 평가도구이다.

• Annals of Clinical Neurophysiology
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• 제16권2호
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• pp.62-69
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• 2014

Background: Neuromodulation therapy has been used to an adjunctive treatment promoting motor recovery in stroke patients. The objective of the study was to determine the effect of repetitive transcranial magnetic stimulation (rTMS) on neurobehavioral recovery and evoked potentials in rats with middle cerebral artery occlusion. Methods: Seventy Sprague-Daley rats were induced permanent middle cerebral artery occlusion (MCAO) stroke model and successful stroke rats (n=56) assigned to the rTMS (n=28) and sham (n=28) group. The 10 Hz, high frequency rTMS gave on ipsilesional forepaw motor cortex during 2 weeks in rTMS group. The somatosensory evoked potential (SSEP) and motor evoked potential (MEP) were used to evaluate the electrophysiological changes. Behavioral function of the stroke rat was evaluated by the Rota rod and Garcia test. Results: Forty rats ($N_{rTMS}=20;\;N_{sham}=20$) completed all experimental course. The rTMS group showed better performance than sham group in Rota rod test and Garcia test at day 11 (p<0.05) but not day 18 (p>0.05). The amplitude of MEP and SSEP in rTMS group was larger than sham group at day 18 (p<0.05). Conclusions: These data confirm that the high frequency rTMS on ipsilesional cerebral motor cortex can help the early recovery of motor performance in permanent middle cerebral artery stroke model and it may simultaneously associate with changes in neurophysiological activity in brain.

• 대한통합의학회지
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• 제9권4호
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• pp.201-210
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• 2021

Purpose : There is a lack of research on this field in the Republic of Korea, especially those that have seen the effect of interaction between transcranial direct current stimulation and computerized cognitive rehabilitation therapy. This study divided 30 dementia patients into a treatment group, which received transcranial direct current stimulation and computerized cognitive rehabilitation, and a control group, which received pseudo-transcranial direct current stimulation and pseudo-computerized cognitive rehabilitation. This study evaluated the effects of these treatments on the visual perception, cognition functions, and daily activities of dementia patients. Methods : Fifteen subjects were allocated to the treatment group and the other 15 subjects were allocated to the control group. Treatments were given at intervals of five sessions per week (30 minutes per session) for six weeks (30 times in total). This study used the Neurobehavioral Cognitive Status Examination (NCSE) to examine cognitive functions, MVPT to evaluate visual perception, and FIM to test daily living activities before and after applying the treatments. Results : The results of this study showed that cognitive functions, visual perception, and daily living activities significantly (p<.05) improved after the intervention in the treatment group and the control group. The changes in cognitive functions, visual perception, and daily living activities due to the treatments were significantly different between the groups (p<.05). Conclusion : The results indicated that transcranial direct current stimulation and computerized cognitive rehabilitation therapy improved visual perception and daily living activities by increasing cognitive functions. Consequently, it was found that the simultaneous application of transcranial direct current stimulation in conjunction with a computerized cognitive rehabilitation program was an intervention method that could positively affect the visual perception, cognitive function, and daily living activities of dementia patients. Based on the results of this study, the study of arbitration protocols for demential will have to be more active.

• 대한통합의학회지
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• 제9권4호
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• pp.49-58
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• 2021

Purpose : This study investigates the effects of the application of traditional occupational therapy and the korean computerized cognition training system on the cognitive function and performance of daily activities of stroke patients with cognitive impairment. Methods : From inpatients referred for rehabilitation treatment at L Rehabilitation Hospital located in Busan, 20 patients diagnosed with stroke from April 05. 2021 to May 02. 2021 (study period) were selected, They were divided into two, an experimental group consisting of 10 subjects who underwent a computerized cognitive rehabilitation program and traditional occupational therapy in combination and a control group of 10 subjects who underwent traditional occupational therapy alone. In order to measure the cognitive function of the subjects before the intervention, two assessment tests were conducted: a Neurobehavioral Cognitive Status Examination (NCSE), which evaluates stroke-related cognitive ability, and a Functional Independence Measure (FIM) test, which evaluates life activities. Then, both groups received a total of 20 training sessions at 30 minutes per session, five times a week for four weeks. Results : A statistically significant difference was found in cognitive function between before and after the cognitive training for both the experimental group and the control group. For the FIM scores, statistically significant differences were observed after intervention in the categories of handling personal matters and social cognition, and in the total score. The average scores of the remaining items also improved. Conclusion : The results of this study showed that both the computerized cognition rehabilitation program and the traditional occupational therapy had a positive effect on the improvement of cognitive function in stroke patients.