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Proposal of a Convolutional Neural Network Model for the Classification of Cardiomegaly in Chest X-ray Images (흉부 X-선 영상에서 심장비대증 분류를 위한 합성곱 신경망 모델 제안)

  • Kim, Min-Jeong;Kim, Jung-Hun
    • Journal of the Korean Society of Radiology
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    • v.15 no.5
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    • pp.613-620
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    • 2021
  • The purpose of this study is to propose a convolutional neural network model that can classify normal and abnormal(cardiomegaly) in chest X-ray images. The training data and test data used in this paper were used by acquiring chest X-ray images of patients diagnosed with normal and abnormal(cardiomegaly). Using the proposed deep learning model, we classified normal and abnormal(cardiomegaly) images and verified the classification performance. When using the proposed model, the classification accuracy of normal and abnormal(cardiomegaly) was 99.88%. Validation of classification performance using normal images as test data showed 95%, 100%, 90%, and 96% in accuracy, precision, recall, and F1 score. Validation of classification performance using abnormal(cardiomegaly) images as test data showed 95%, 92%, 100%, and 96% in accuracy, precision, recall, and F1 score. Our classification results show that the proposed convolutional neural network model shows very good performance in feature extraction and classification of chest X-ray images. The convolutional neural network model proposed in this paper is expected to show useful results for disease classification of chest X-ray images, and further study of CNN models are needed focusing on the features of medical images.

Evaluation of Sperm Fertilizing Capacity Using Acrobeads Test (Acrobeads Test를 이용한 정자수정능의 평가)

  • Park, Young-Soo;Park, Nam-Cheol
    • Clinical and Experimental Reproductive Medicine
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    • v.23 no.1
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    • pp.81-86
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    • 1996
  • The assessment of acrosomal status is important in evaluating the ability of sperm to fertilize the egg. The acrosomal status of sperm from 47 normal volunteers with proven fertility and 167 subfertile men with not to achieve pregnancy for at least 1 year were evaluated with Acrobeads test(FUSO Pharmaceutical Industries, Ltd, Japan) using immunobeads coated with MH61 monoclonal antibody, which is specific for acrosome-reacted sperm. The mean${\pm}$SD of acrobeads score in 47 volunteer group was $2.8{\pm}0.7$, of which 46(97.9%)cases were ${\geq}$ 2. The mean${\pm}$SD of acrobeads score in 167 subfertile group was $1.7{\pm}0.8$, of which 73(79.3%)cases were ${\leq}$ 1. The aerobe ads score in subfertile group were significantly lower(r=0.294, p<0.05) than those in volunteer group. In subfertile group, acrobeads score were well correlated with the sperm density and motility(r=0.275, r=0.281, p<0.01), but not with semen volume(r=0.16) and serum hormone level(FSH r=0.084, LH r=0.036, testosterone r=0.058, prolactin r=0.006 and estradiol r=0.060)(p>0.05). Of 63 subfertile cases with normozoospermia, 22(34.9%)cases showed 0 or 1 of acrobeads score, which means to accompany with a functional defect in spite of normal morphology. As a results, Acrobeads test is not only a technically simple sensitive procedure with good reproducibility in evaluating the sperm fertilizing capacity but also an useful in the evaluation of effectiveness in the treatment of infertility and the separation of acrosome-reacted sperm in the assisted reproductive technique.

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Perception of Body Image, Eating Disorder, Eating Behaviors and Subjective Health Status of Female High School and College Students in Daegu Area (대구 및 대구근교지역 여대생과 여고생들의 체형인식, 섭식행동 및 건강상태 비교)

  • 류호경;박정아
    • The Korean Journal of Community Living Science
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    • v.13 no.3
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    • pp.69-80
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    • 2002
  • This study was conducted to investigate the relationship among body image Perception, eating behavior and health status in young females. The survey was carried out by self-questionnaires for 293 female high school students(HS) and 164 female college students(CS) living in Daegu and suburbs of Daegu. For the perception of body image, 9-grade body figure drawings were used based on average Korean body size. EAT-26 and Rosenberg Self-Esteem Scale were used to measure the tendency of eating disorder and self-esteem. It appeared that 40.5% of the subjects were off the normal range of body weight; especially 34.2% of the subject were underweight. The subjects' perception about current body image was within normal range. Almost of all the subjects believed that the ideal body image was thinner than their own current body image, and they wanted to be thinner than their current body image. The change of eating behaviors related to weight control of CS was significantly higher than that of HS students. EAT-26 score, self-esteem score, and subjective health status score were no difference between groups. The cut-off point of the eating disorder in this study was equal to or greater than 20 in EAT-26 score. The rates of the eating disorder were very high as 9.6% of HS and 8.5% of CS. Eating disorder was positively correlated with BMI, current body image, dissatisfaction of body image and the change score of eating behavior. But eating disorder was negatively correlated with health status. From the results of this study, we suggested that one of causes related to the eating disorder behaviors in adolescent females was resulted from misperception about ideal body image. There is a great need to provide nutrition educations concerning appropriate perception of body image and weight control among adolescent females.

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A Study on Dietary Attitudes and Dietary Self-Efficacy of Juvenile Delinquents (비행청소년의 식생활태도와 식이자기효능감에 관한 연구)

  • Lee, Jung-Suk;Lee, Hyun-Ja;Song, Byeng-Chun;Kim, Eun-Kyung;Lee, Chun-Bok;Kim, Seok-Hwan
    • Korean Journal of Community Nutrition
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    • v.13 no.5
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    • pp.663-673
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    • 2008
  • The purpose of this study was to identify the factors associated with dietary attitudes and dietary self-efficacy of juvenile delinquents. Out of 110 questionnaires distributed to the juvenile detention home students in Daegu, and 150 questionnaires distributed to the juvenile detention home students in Anyang, 210 were analyzed (80.7% analysis rate). These data were analyzed by SPSS program. The results are summarized as follows. Almost all parents' educational levels showed 'graduation of middle school', and only 43.8% of the juvenile detention students were living with parents. In case of incoming status, average income per month was 2,000,000 won, which was lower than normal one. Diet attitude score was higher in boy students than girl students (p < 0.05). There was a higher score of diet attitude in higher educational levels of father. The average score of dietary self-efficacy was $2.51\;{\sim}\;0.86$. This value was lower than the normal juvenile. There was a higher diet attitude score in the higher dietary self-efficacy score (p < 0.001). Therefore, proper nutrition education is required to improve their dietary self-efficacy. The results of this study could be useful data to plan and develop nutritional education programs of juvenile delinquents.

A Scoring System for the Originality in Evaluation of Mathematical Creativity (수학 창의성 평가에서 독창성의 점수화 방법)

  • Lee, Kang-Sup
    • The Mathematical Education
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    • v.49 no.1
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    • pp.111-118
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    • 2010
  • This paper attempts to establish a scoring system for the originality in evaluation of mathematical creativity. The scoring system is composed of three categories; fluency, flexibility and originality. In this paper, we proposed an evaluation method for originality as following based on relative frequency and standard normal distribution. (1) Fluency: It is judged on the basis of the number of correct answers a student made. If several correct answers are given for a single category, then its maximum score is set to 5 points. (2) Flexibility: We examined how many categories the students' responses can be classified into. If at most 15 answers are allowed for each question, the maximum score of flexibility is 15 points. (3) Originality: Originality score is given if a student made some original response that other students did not show. That is, it reflects relative rarity. The originality is measured according to the following steps: Step 1: Analyze the frequency of how many students made an answer to the response type categorized at low level, and calculate the relative frequency p of each category. Step 2: Find the originality point os for each response, that is, os = max{0,z} where z satisfies P(Z > z) = p with standard normal distributed random variable Z. For example, - p is greater than 0.5: 0 point - p is 0.1587: 1 point - p is 0.0228: 2 points - p is 0.0013: 3 points Step 3: Assign the one's originality score to the sum of originality point for each response. Remark. There is no upper limit of originality score.

A Study on Physiological Parameter, Physical Health Status, and Health Perception in the Elderly (노인의 생리적 지수와 신체건강 상태, 건강지각과의 관계연구)

  • Han, Ae-Kyung
    • Korean Journal of Adult Nursing
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    • v.16 no.3
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    • pp.460-469
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    • 2004
  • Purpose: The purpose was to investigate the physiological parameter and physical health status and health perception in the elderly, and to find the correlation between these variables. The subjects were 139 in Kyungi senior center. Method: The instruments for this study were physiological parameters, which were composed of vital capacity, blood pressure, pulse oxygenation, hand grip power, body fat and physical health status scale developed by researcher, and health perception scale developed by Ware(1976). The data were analyzed by the SPSS-PC 11.0 version. Results: 1) 7.9% of subjects were included in abnormal range of vital capacity, 40.3% were systolic hypertension and 11.5% were diastolic hypertension. And 92.1% were included in normal range of pulse oxygenation, 79.8% were weakened hand grip power, and 10.1% of subjects were included in normal range of body fat. 2) The total mean score of the physical health status was 26.34 of a possible maximum score of 45. The physical health status score of women was lower than man's. 3) The mean score of man's health perception was 24.52 and women's was 20.39 of a possible maximum score of 44. 4) There was a significant positive correlation between hand grip power and physical health status(r=.28, p=.001). And a significant correlation between physical health status and health perception was found (r=.24, p=.004). Conclusion: It is concluded that the blood pressure, hand grip power and body fat among the physiological parameters of elderly subjects in Kyungi senior center were included in abnormal range. The factors were related life style. therefore, it is suggested that the health education to change life style for the elderly is needed.

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Determining Obesity Frequency of Rural Children by Skinfold Thickness, Analyzing Their KAP Related ti Obesity and Obesity Camp Strategy (농촌아동의 피부두겹두께 의한 비만도, 이에 따른 비만관련 KAP 비교 및 비만캠프 전략)

  • 박영숙;전혜자;송병국
    • Korean Journal of Community Nutrition
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    • v.5 no.3
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    • pp.502-512
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    • 2000
  • A survey was conducted on 222 students in two elementary schools in rural areas, one was a rural small city and the other was in the countryside. By measuring their skin-foldness in 4 spots by caliper, the body fatness of 5 grades(BFGr) of the subjects was resulted as follows ; 28.0% of boys and 6.7% of girls were classified as obese the and 34.1% of boys and 31.1% of girls as overweight. Comparing by region, children in the small city seemed to be fatter than the ones in the countryside(21.7% vs. 17.2% as obesity). Comparing by gender, boys were fatter than girls(28.0% vs. 6.7% as obesity). When recategorizing body fatness from 5 grades(BFGr) into 3 groups(BFGp) as overweight group(obesity+overweight), normal and underweight group(underweight+severe-underweight), we observed no significant difference in childrens dietary habits and food intake frequencies by BFGp. Overweight and underweight groups enjoyed snacking before dinner more frequently than the normal group(42.1-59.3% vs. 31.5%). The subjects showed poor nutrition knowledge score with relatively high attitude score about weight control and dietary behavior score was a little lower than the attitude score. Nutrition education programs, like camps, should stress on childrens nutrition knowledge. BFGp related to obesity attitude positive, a very low level and the latter related to diet, exercise and fasting attitudes at positive levels. Therefore overweight children seemed to be motivated easily. Also the higher the in exercise-value score, the more increased was shown in exercise attitude at positive, very low level. Emphasizing exercise-value in camp programs might make childrens exercise attitude more positive. As strategies for a rural obesity camp program are being developed by obese and non-obese children. The camp would be held over summer vacation for 3 days(2 nights) at the participants expence not exceeding 50,000 won. Contents of the program cover nutrition knowledge, and exercise-value as well as cooking lessons, exercise practice, and self-esteem enhencement.

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Local-food-based complementary feeding for the nutritional status of children ages 6-36 months in rural areas of Indonesia

  • Susanto, Tantut;Syahrul, Syahrul;Sulistyorini, Lantin;Rondhianto, Rondhianto;Yudisianto, Alfi
    • Clinical and Experimental Pediatrics
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    • v.60 no.10
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    • pp.320-326
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    • 2017
  • Purpose: This study aimed to evaluate a pilot project of the Nursing Feeding Center "Posyandu Plus" (NFCPP) through local food-based complementary feeding (LFCF) program designed to improve the nutritional status of children aged 6-36 months at community health centers in Indonesia. Methods: A quasi-experimental design was used to obtain data regarding the nutritional status of 109 children who participated in the project from 6 rural areas. The NFCPP was conducted for 9 weeks, comprising 2 weeks of preintervention, 6 weeks of intervention, and one week of postintervention. The LFCF intervention consisted of 12 sets of recipes to be made by mothers and given to their children 4 times daily over 6 weeks. The weight-for-age z score (WAZ), height-for-age z score (HAZ), weight-for-height z score (WHZ), and body mass index-for-age z score (BAZ) were calculated using World Health Organization Anthro Plus version 1.0.3. Results: LFCF intervention significantly increased WHZ, WAZ, and BAZ scores but decreased HAZ scores (P<0.001). Average scores of WHZ ($0.96{\pm}0.97$) and WAZ ($0.45{\pm}0.72$) increased; BAZ increased ($1.12{\pm}0.93$) after 6 weeks of LFCF. WAZ scores postintervention were 50.5% of normal, and WHZ scores were 77.1% of normal. However, the HAZ score decreased by $0.53{\pm}0.52$, which indicated 57.8% had short stature. Conclusion: The NFCPP program with LFCF intervention can improve the nutritional status of children in rural areas. It should be implemented as a sustained program for better provision of complementary feeding during the period of lactation using local food made available at community health centers.

Relationship between Eating Disorder, Physical Symptoms and Mood Status among College Women (여대생의 섭식장애와 신체증상, 기분상태간의 상관관계)

  • Lee, Kyu-Eun;Kim, Nam-Sun
    • Women's Health Nursing
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    • v.4 no.3
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    • pp.388-401
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    • 1998
  • The purpose of this study is to investigate the relationship between the eating disorder, physical symptoms and mood status among college women. Data has been analyzed by SPSS/PC using frequency, percentage, mean, standard deviation, t-test, Pearson correlation coefficient. The results of this study are as follows : 1. The mean of body weight and height of the subjects were 52.74kg, 163.10cm. 2. Depending upon BMI, the obesity subjects were very rare(2.2%) and the rest(97.8%) were underweight or normal. 3. The total mean score of anorexia nervosa was higher than bulimia nervosa. 4. The total mean score of perceived physical symptoms was 20.68 and subjects in this study showed the tendency giving the highest core on the item of autonomic nerve system and mensural status. 5. The total mean score of mood status was 58.49. 6. The scores of eating behavior differed significantly by the BMI : The score was highest in the group of normal body weighted(t=5.75, p<.05). 7. The scores of physical symptoms differed significantly by the BMI : The score was highest in the group of the underweight(t=7.35, p<.01). 8. No significant difference was found on over all mood status scores according to the BMI. 9. There was high positive correlation between BMI and eating disorder(r=.1633, p<.01), between eating disorder and physical symptoms(r=.2497, p<.0001), between eating disorder and mood status(r=.2328, p<.0001), and between symptoms and mood status(r=.5051, p<.0001). From the results of this study, the eating disorder among college woman was very serious and the perception of their body weight was distorted. Therefore, to prevent the eating disorder, professional intervention is needed.

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Disfluency Characteristics in 4-6 Age Bilingual Children (4-6세 이중언어아동의 비유창성 특성 연구)

  • Lee, Soo-Bok;Sim, Hyun-Sub;Shin, Moon-Ja
    • Proceedings of the KSPS conference
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    • 2007.05a
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    • pp.78-83
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    • 2007
  • The purpose of present study was to investigate the characteristics of disfluency between the Korean-English bilingual and Korean monolingual children, matched by their chronological age with the bilingual children. Twenty-eight children, 14 bilingual children and 14 monolingual children participated in this study. The experimental tasks consisted of the play situation and the task situation. The conclusion is (a) The score of total disfluency of the bilingual was significantly higher than that of the monolingual. The score of normal disfluency of the bilingual was significantly higher than that of the monolingual. The most frequent type is Interjection in both groups. All shows higher score in the task situation than the play situation. The bilingual children have quantitative and qualitative differences in disfluency score and types from the monolingual. (b) The bilingual were divided into two groups such as 6 Korean-dominant bilingual and 8 English-dominant bilingual. All shows more disfluency in their non-dominant language. The most frequent type is Interjection in both groups. (c) The higher the chronological age and the expressive language test score is, the lower the disfluency score is. The earlier the exposure age to the 2nd language is, the higher the disfluency score is. There is no correlation between resident month at foreign country and the disfluency.

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