• Journal of Information Technology Applications and Management
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• 제11권1호
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• pp.161-174
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• 2004

This study is intended to suggest1 the optimized data mining model for the efficient customer credit evaluation in the capital finance industry. To accomplish the research objective, various data mining models for the customer credit evaluation are compared and analyzed. Furthermore, existing models such as Multi-Layered Perceptrons, Multivariate Discrimination Analysis, Radial Basis Function, Decision Tree, and Logistic Regression are employed for analyzing the customer information in the capital finance market and the detailed data of capital financing transactions. Finally, the data from the integrated model utilizing a genetic algorithm is compared with those of each individual model mentioned above. The results reveals that the integrated model is superior to other existing models.

• Asian Pacific Journal of Cancer Prevention
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• 제16권4호
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• pp.1385-1389
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• 2015

The aim of this study was to investigate the sun protection use behaviour among university students from 25 low, middle income and emerging economy countries. Using anonymous questionnaires, data were collected from 18,687 undergraduate university students aged 18-30 years (mean age 20.8, SD=2.8) from 26 universities in 25 countries across Asia, Africa and the Americas. Overall, 57.2% of university students reported liking to sunbathe and of those only 48.1% used sun protection when sunbathing. In multivariate logistic regression, younger age, being female, coming from a wealthy or quite well off economic family background, living in an upper middle or high income country, lighter skin tone, and other health behaviours were found to be associated with sun protection use behaviour. Low sun protection use calls for health promotion programmes to prevent unprotected sun exposure.

• 보건행정학회지
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• 제21권1호
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• pp.1-22
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• 2011

This study investigated unmet health care needs and associated factors among patients with hypertension and those with diabetes. Patients were identified by medical professionals. Patients who did not take pharmaceuticals to treat their disease(s) were defined as those with unmet health care needs. Using data from 2005 National Health and Nutrition Examination Survey, 3,635 hypertension patients and 1,431 diabetes patients were analyzed. A multivariate logistic regression analysis was employed to examine factors associated with unmet needs. Overall, 16.6% of hypertension patients, 20.3% of those with diabetes presented unmet needs. Common factors associated unmet needs for both hypertension and diabetes were sex, insurance type, self-reported health status and length of disease. Study findings suggest that hypertension and diabetes should be treated in early stage and further study is needed to examine the reasons for unmet needs to improve patient's status effectively.

• 한국직업건강간호학회지
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• 제24권3호
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• pp.204-213
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• 2015

Purpose: This study investigated the relationship between working conditions and smoking among Korean employees using nationally representative data. Methods: We analyzed data from the Third Korean Working Conditions Survey to identify associations between various working conditions and smoking. We calculated the smoking prevalence depending on individual characteristics and working conditions. Also, multivariate logistic regression analysis was used to investigate the relationship between working conditions and smoking. Results: Company size, occupation type, employment type, working hours, working-time flexibility, and smoking-area policy were related to smoking among male employees, while company size, occupation type, employment type, and smoking-area policy were associated with smoking prevalence among females. Conclusion: Our results indicate that working conditions influence smoking prevalence, and the implementation of smoke-free policies is needed to target specific working conditions, including a strict no-smoking-area policy.

• 보건교육건강증진학회지
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• 제32권5호
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• pp.53-62
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• 2015

Objectives: The purpose of this study was to examine the associations among self-rated health and socioeconomic status. Methods: Analyses were conducted based on cross-sectional data obtained from the Korea Youth Risk Behavior Web-based Survey. A total of 79,202 students aged 12 to 18 years participated in the study and there was a response rate of 95.5%. Separate logistic regression analyses were performed on each gender group based on a set of independent variables. Those being: the level of parental education level; family affluence scale; subjective household economic status; and subjective school achievement with SRH as the dependent variable. Results: Multivariate analyses revealed significant associations between each SES and adolescent SRH after controlling for other covariates. However, in the models that included all SES indicators, subjective household economic status and subjective school achievement remained significant in boys and girls. Conclusions: The findings demonstrated that subjective SES indicators are more closely related to adolescent SRH when compared with objective indicators.

• 근관절건강학회지
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• 제28권1호
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• pp.61-69
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• 2021

Purpose: This study investigated the mediating effect of perceived stress in the relationship between subjective health and depression in patients with coronary artery disease. Methods: This secondary analysis study used data from the 2016-2018 Korea National Health and Nutrition Examination Survey (KNHANES). Study participants included 466 patients over 20 years of age with coronary artery disease. Measures included questions about general characteristics, subjective health, perceived stress, and depression. The data were analyzed using complex sample design, descriptive analysis, Rao-Scott ��2 statistic, and multivariate logistic regression analysis with the SPSS 24.0 program. Results: Subjective health influenced depression, and perceived stress partially mediated it. Conclusion: To prevent depression in patients with coronary artery disease, it is necessary to develop effective stress management strategies.

• 한국학교보건학회지
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• 제32권1호
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• pp.32-40
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• 2019

Purpose: The purpose of this study was to investigate the risk factors for addiction-related behaviors among Korean adolescents. Methods: The study's subjects were 60,040 middle and high school students who participated in the 14th (2018) Korea Youth Risk Behavior Web-based Survey. Frequency analysis, $x^2$ test, and multivariate logistic regression were conducted using SPSS 21.0. Results: The risk factors for addiction-related behaviors were sex, school type, living area, academic performance, economic status, residence type, health status, depression, perceived stress and sleep satisfaction. Conclusion: Addiction-related behaviors are associated with mental health. Therefore, in order to prevent addictive-behaviors of adolescents, it is necessary to develop strategies to prevent addictive-behaviors by improving their mental health.

• 한국학교보건학회지
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• 제37권1호
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• pp.33-41
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• 2024

Purpose: This study aims to investigate the factors associated with high-caffeine drink consumption among Korean adolescents. Methods: Secondary data analysis was conducted utilizing the 18th Korea Youth Risk Behavior Survey, with a total enrollment of 51,850 students. Descriptive statistics, x² tests, and multivariate logistic regression were performed using SPSS 23.0. Results: The study identified several factors associated with high-caffeine drink consumption, including school levels, tobacco or alcohol consumption, walking, perceived stress levels, feelings of sadness, loneliness, and anxiety, and the occurrence of suicidal thoughts. Conclusion: The findings suggest there is an association between unhealthy health behaviors or mental health issues, and consumption of high-caffeine drinks among adolescents. It emphasizes the need for increased attention and targeted educational interventions for adolescents at high risk.

• Nutrition Research and Practice
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• 제5권1호
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• pp.60-65
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• 2011

Regional differences between large cities and rural areas are observed in the Korean National Health and Nutrition Examination Survey (KNHANES). This present study was conducted to evaluate the effect of dietary factors on hypertension risk in Korean populations, especially residents of the Chungcheong province which was not in metropolitan area, using KNHANES III. A total of 544 adults aged ${\geq}$ 19 years were placed into either the normotensive or the hypertensive group. Subject characteristics, BMI, blood pressure, and nutrient intakes were compared between the two groups using a chi-square test and t-test. We estimated odds ratios (ORs) using multiple logistic regression, adjusted for energy intake and selected covariates. There were significant differences in age, education level, alcohol consumption, and BMI between the normotensive and hypertensive groups. We found decreased ORs for the medium versus lowest tertile of calcium intake (multivariate OR=0.43, 95% CI: 0.21-0.88), for the highest versus lowest tertile of calcium intake (multivariate OR=0.43, 95% CI: 0.20-0.90) with significant trends in risk (P=0.040), and for the medium versus lowest tertile of potassium intake (multivariate OR=0.43, 95% CI: 0.20-0.89). Subjects with the highest sodium/calcium ratio had a 2.10-fold greater risk of hypertension compared to the subject with the lowest, with significant trends in risk (P=0.002). Adequate calcium and potassium intake should be encouraged and regional differences should be considered in making a healthy plan for hypertension management.

• 한국학교보건학회지
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• 제30권2호
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• pp.146-153
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• 2017

Purpose: The purpose of this study was to identify the association between physical activity and vitamin D deficiency status among Korean adolescents. Methods: This is cross-sectional analysis of Korean adolescents aged 10-18 years from the 5th Korea National Health and Nutrition Examination Survey(KNHANES 2010-2012; n=2,384). We estimated the prevalence of vitamin D deficiency and identified the correlations with the strength of physical activity. $x^2$ test, t-test, and multiple logistic regression using complex sample analysis were done. The odds ratio of vitamin D deficiency by physical activity was calculated using complex sample multivariate logistic regression analysis. Results: The prevalence of vitamin D deficiency was 78.2%. The mean serum 25 (OH) D level in deficiency group and non-deficiency group was 14.4ng/mL, 23.7ng/mL respectively. Differences by age strata (the prevalence ranging from 68.5% to 86.3%) and gender (78.6% for boy and 84.5% for girl) were identified. Among adolescents aged 16-18 or girl in vigorous physical activity, a significant correlation between vitamin D deficiency and physical activity was observed, whereas no significant correlation were found among adolescents in moderate physical activity. Conclusion: In conclusion, vigorous physical activity was associated with vitamin D deficit in Korean adolescents. Thus, intervention programs enhancing vigorous activity than moderate activity need to be developed in schools and community.