• Journal of Digital Convergence
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• v.16 no.5
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• pp.341-349
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• 2018

This study was done to identify the significant convergence factors of affecting depression of elderly women in rural area. A total of 161 elderly women aged 65 and over were collected and data were analyzed using multiple logistic regression with SPSS/WIN 21.0. The result indicated that 42.9% of participants were depressed. In logistic regression, significant factors of depression were age(p<.001, OR=1.146), economic status (p=.004, OR=.123), number of family member living together (p=.013, OR=.020), number of social activities (p=.012, OR=.436), number of disease diagnosed (p<.001, OR=3.847), visual function (p=.023, OR=3.867), family support (p=.048, OR=.707), which accounted for 68.6% of the variance. The results of this study can contribute to develop various convergence strategies to prevent the prevalence of depression of elderly women in rural area. Further studies are needed to confirm the level of contribution of visual disability to depression in rural older women.

• The Journal of the Korea Contents Association
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• v.16 no.8
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• pp.29-38
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• 2016

The purpose of this study is to investigate the relationship between Korean women's experience of anxiety & depression and socioeconomic level. We used Korea National Health and Nutrition Examination Survey VI-1 data. Study population were consisted of 3,453 female adults, and used a binary logistic regression analysis to identify the relationship between socioeconomic status factors and experience of anxiety & depression after adjusting health factors. It was identified the variables that affect experience symptoms of anxiety & depression is age, marital status, education, income level, economic activity, health condition and stress. Based on the analysis, Korean women's socioeconomic level and anxiety & depression experience concluded to be associated. Thus, the program for low income, unemployed and low educated level women is needed.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.19 no.10
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• pp.280-289
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• 2018

This study investigated the effects of spousal intervention in housework on female depression. To achieve this, an empirical 10-day field survey of 119 mothers of children after school age was conducted in Suwon, Incheon, Yeoju and Gwangju, Gyeonggi-do through structured questionnaires. The findings were as follows. Spousal intervention in housework had a significant effect on female depression, but there were different prevalence rates of female depression according to the status of spousal childcare on weekdays and weekends. In other words, there was a difference in the effects of spousal intervention in housework on female depression according to weekday childcare and weekend childcare. These findings indicate that reducing housework burdens by spousal intervention in housework helps to lower and prevent female depression. Consequently, because there is a difference in the effects of spousal intervention in housework on female depression according to the level of simple weekday or weekend childcare and the degree of intervention, spousal intervention and sharing all family management duties, including housework and childcare, can maximize the effect.

• The Journal of the Korea Contents Association
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• v.16 no.2
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• pp.152-162
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• 2016

The purpose of this study was to find the mediation effect of school adjustment between perceived parental attitude and mental health in adolescents. 544 adolescents who live in Chungbuk filled out questionnaires. Data were analyzed by regression analysis with SPSS 18.0 version. Results showed significant relationships between socio-economic variables and main variables. Female showed higher depression and suicidal ideation than male. Higher performance group perceived parental attitude more positively, showed lower level of depression and suicidal ideation, and higher level of school adjustment than lower performance group. In addition, perceived parental attitude was a predictor of adolescent' mental health. School adjustment proved to have the mediating effect on depression and suicidal ideation overall. The specific interventions are associated with the increase of professionals and prevention program with parents, and the activation of school welfare.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.18 no.8
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• pp.200-209
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• 2017

This study examined the mediating effect of depression on the relationship between over-control parenting styles and mobile phone dependency among children. The 5th-year longitudinal data from the Korean Children & Youth Panel Survey (KCYPS) were collected from 4th grade elementary school students. The data were analyzed by the structural equation modeling and bootstrapping. The results of this study were as follows. First, there is a positive path from over-control parenting styles to depression, from depression to mobile phone dependency, and from over-control parenting styles to mobile phone dependency. Second, depression had a mediating effect on the association between over-control parenting styles and mobile phone dependency. Based on these results, more study of elementary school students' reliance on cell phones is needed.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.15 no.12
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• pp.7266-7276
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• 2014

This study examined the associations of physical activity by intensity with depression and suicidal thoughts among middle school students in South Korea. This study used data from the Survey of Korean Youth Health Risk Behavior. The samples were middle school students (Total 37,420). Logistic regression analysis were used. For depression, 33% of males and 43% of females felt depressed, whereas 17.8% of males and 27.7% of females experienced suicidal thoughts. In regression, both moderate physical activity and vigorous physical activity were associated significantly with a lower incidence of depression. In suicidal thoughts, moderate physical activity was associated with a lower incidence of suicidal thoughts among female students. In path analysis, vigorous physical activity had a direct and indirect effect on depression and suicidal thoughts. Physical activity is a potential mediator in decreasing depression and suicidal thoughts among middle school students.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.14 no.8
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• pp.3897-3906
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• 2013

The purpose of this study was to identify the rate and influencing factors on antepartum depression in pregnant women. A self-administered questionnaire-based study was performed in 160 pregnant women who visited outpatient clinics or attended special lectures of the general hospital in D metropolitan city. All participants were interviewed using the Korean version of Edinburgh Postnatal Depression Scale(EPDS). The data were analyzed using descriptive statistics, t-test, ANOVA, Pearson's correlation coefficients, and stepwise multiple regression. On the results, the mean score of antepartum depression was $7.80{\pm}4.86$ scores(0-30 scores). The percentage of all participants for EPDS scale were 56.3% with normal level, 20.6% with a boundary line and 23.1% with serious level. Influencing factors on antepartum depression were accounted for 36.7% of the total variance which consisted of perceived health status, pregnancy stress and self esteem. The results indicate that these variables should be considered in preventing depression of pregnant women.

• The Journal of the Korea Contents Association
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• v.15 no.10
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• pp.236-252
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• 2015

The purpose of this study is to examine the associations between social support, self-esteem, self-concealment, and depression among college students. The mediating effects of self-concealment and gender differences in the associations were also examined. This study investigated these relationships and the gender differences using structural equation modeling multi-group analysis. The data collected from 307 college students in Daegu and Gyeongbuk areas were analyzed. The results indicated that both social support and self-esteem had effects on depression indirectly through self-concealment, and self-esteem also had direct effects on depression. The indirect effects of self-concealment were statistically significant. There were no gender differences in these relationships. These results suggest that self-concealment should be focused to prevent or alleviate depression among college students.

• The Journal of the Convergence on Culture Technology
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• v.6 no.2
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• pp.449-454
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• 2020

This paper proposes a machine learning-based emotion analysis system that detects a user's depression through their SNS posts. We first made a list of keywords related to depression in Korean, then used these to create a training data by crawling Twitter data - 1,297 positive and 1,032 negative tweets in total. Lastly, to identify the best machine learning model for text-based depression detection purposes, we compared RNN, LSTM, and GRU in terms of performance. Our experiment results verified that the GRU model had the accuracy of 92.2%, which is 2~4% higher than other models. We expect that the finding of this paper can be used to prevent depression by analyzing the users' SNS posts.

• The Journal of the Convergence on Culture Technology
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• v.4 no.1
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• pp.111-117
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• 2018

This study was conducted to examine the relationship between perineal demage, a physiological element that mothers experience immediately after delivery, and postpartum depression. The postpartum depression level of women after delivery was $6.67{\pm}4.34$ points at delivery, $7.41{\pm}4.77$ after 2 weeks, and $7.77{\pm}5.27$ after 6 weeks. The degree of mild postpartum depression increased to 26% after delivery, 33% after 2 weeks, and to 41.4 after 6 weeks. At 2 weeks and 6 weeks postpartum, the feeling of discomfort during walking or sitting caused by perineal incision had a direct correlation with postpartum depression. Therefore, in order to prevent postpartum depression, management of discomfort associated with the perineal incision should be given priority.