• International Journal of Advanced Culture Technology
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• 제12권1호
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• pp.242-248
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• 2024

Contemporary societal and environmental transformations coincide with the emergence of novel mental health challenges. anxiety disorder, a chronic and highly debilitating illness, presents with diverse clinical manifestations. Epidemiological investigations indicate a global prevalence of 5%, with an additional 10% exhibiting subclinical symptoms. Notably, 9% of adolescents demonstrate clinical features. Untreated, anxiety disorder exerts profound detrimental effects on individuals, families, and the broader community. Therefore, it is very meaningful to predict anxiety disorder through machine learning algorithm analysis model. The main research content of this paper is the analysis of the prediction model of anxiety disorder by machine learning algorithms. The research purpose of machine learning algorithms is to use computers to simulate human learning activities. It is a method to locate existing knowledge, acquire new knowledge, continuously improve performance, and achieve self-improvement by learning computers. This article analyzes the relevant theories and characteristics of machine learning algorithms and integrates them into anxiety disorder prediction analysis. The final results of the study show that the AUC of the artificial neural network model is the largest, reaching 0.8255, indicating that it is better than the other two models in prediction accuracy. In terms of running time, the time of the three models is less than 1 second, which is within the acceptable range.

• 문화기술의 융합
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• 제7권1호
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• pp.194-201
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• 2021

본 연구는 간호대학생을 대상으로 지각된 스트레스, 자아존중감, 전공만족도가 시험불안에 미치는 영향을 확인하여 시험불안을 조절하기 위한 기초자료를 제공하고자 시도되었다. 연구참여자는 B시의 간호대학생 251명을 대상으로 하였다. 자료분석은 SPSS 22.0 프로그램을 이용하여 실수, 백분율, 평균, 표준편차, t-test, ANOVA, 피어슨 상관계수, 다중회귀분석으로 분석하였다. 대상자의 시험불안은 2.97±.54점이었고, 일반적 특성에 따른 시험불안의 차이를 분석한 결과 성별(t=-3.241, p=.001), 대학생활만족도(F=5.682, p=.004)에서 유의한 차이를 나타냈다. 연구대상자의 시험불안은 지각된 스트레스(r=.361, p<.001)와는 정적상관관계, 자아존중감(r=-.186, p=.003)과는 부적상관관계를 나타냈다. 대상자의 시험불안에 영향을 미치는 요인은 지각된 스트레스, 성별로 나타났고, 설명력은 14%로 확인되었다. 본 연구결과를 통하여 간호대학생을 대상으로 시험불안에 영향을 미치는 요인을 확인함으로써 시험불안을 중재할 수 있는 기초자료로 활용할 수 있을 것이다.

• International Journal of Contents
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• 제18권1호
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• pp.27-39
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• 2022

Short videos are becoming more popular in mobile Internet age. Not only people's media consumption patterns have been changed by the rise of this new media form, but also it has posed challenges to public psychological well-being. For many netizens, their entertainment needs have been met by watching short videos. However, many side effects, such as addiction and anxiety, reduce users' subjective well-being instead of satisfying the entertainment motivation after watching short videos. Therefore, it has become a significant research problem in short videos to figure out how to get audiences to watch short videos on a regular basis while avoiding side effects like anxiety and addiction and improving audiences' subjective well-being. Based on the theory of Internet addiction, this study analyzed short video users using the 2×2×2 research method and explored the relationship between the length of use, addiction, anxiety, and subjective well-being of short video users. The results showed that short video users with different usage lengths showed significant differences in addiction, anxiety, subjective well-being, and online social support; innovative different short video users showed significant differences in addiction and anxiety, as well as a triadic relational interaction of short video users' anxiety under the interaction with self-efficacy and online social support. This study contributes to the advancement of internet addiction theory research and application, assisting short video users in avoiding addiction and anxiety, and improving the subjective well-being of short video users, thereby promoting the growth of the short video industry.

• 산업융합연구
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• 제20권10호
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• pp.9-16
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• 2022

본 연구는 코로나 19 유행으로 인한 간호대학생의 대체 교내임상실습 수행으로 인한 불안, 의사소통능력, 간호전문직관의 상관관계를 확인하기 위하여 시도되었다. 연구대상자는 간호대학생 3, 4학년 131명이며, 자료는 2021년 10월 30일부터 2021년 11월 23일까지 수집되었다. 수집된 자료는 SPSS Statistics 28.0을 이용하여 기술통계, t-test, ANOVA, Person's correlation을 사용하여 분석하였다. 연구결과 불안과 간호전문직관은 음의 상관관계가 있는 것으로 나타났다(r=-.332, p<.001). 의사소통능력과 간호전문직관은 양의 상관관계가 있는 것으로 나타났다(r=.364, p=.000). 본 연구를 바탕으로 교내임상실습으로 인한 불안을 감소시켜 간호전문직관을 높이고 의사소통능력을 향상시킬 수 있는 효과적인 임상실습교육의 중재 방법을 개발하고 적용하는 것이 필요하다.

• 한국의류학회지
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• 제43권5호
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• pp.634-648
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• 2019

Self-service technologies (SST) are rapidly changing the way customers participate in the purchasing process. Academic literature has focused on the acceptance of SSTs. However, this study explored consumer's cognitive response and purchase intentions through service qualities of SST as well as how they are moderated by technology anxiety and other people's presence based on TAM3. An online survey collected 279 consumer panels. All responses were used for the analysis and analyzed statistically through SPSS 23.0. The results indicate that only enjoyment and control had a significant effect on warmth perception; however, all service qualities had significant effects on competence perception. The perceived warmth and perceived competence partially mediated the relationship between SST service qualities and purchase intention. The moderating effect of technical anxiety was shown to be significant in the relationship between perceived competence and purchase intention. In addition, technology anxiety had a moderating effect on the relationship between competence perception and purchase intention only in a public situation.

• International Journal of Advanced Culture Technology
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• 제11권1호
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• pp.1-11
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• 2023

Backgrounds: As the COVID-19 pandemic continues, the university students population is one of the high risk and vulnerable groups. This study analyzed the status of student's mental health, including anxiety and depression caused by COVID-19, and its related factors among a university students in Korea. Methods : Our study subjects included university students in Korea. The survey items included general characteristics, teaching methods, physical activity, eating habits (SDBQ-L), weight-related questions, general anxiety disorder-7(GAD-7), and depression symptoms checklist. Frequency analysis, chi-square test, and logistic regression analysis were performed and data was analyzed using R version 4.1.2 program. Results : The prevalence of anxiety complaints was 5.5%, while the prevalence of depression complaints was 30.8%. In the multivariable logistic regression analysis of factors influencing anxiety, anxiety occurred 19.081 times (95% confidence interval (CI): 2.352-154.807) in the group with unhealthy diet (p<0.01). While in the multivariable analysis to identify factors affecting depression, women were 2.607 times significantly higher (95% CI: 1.255-5.415) than men, 0.407 times (95% CI:0.197-0.840) for residents of the metropolitan area, 3.418 times higher (95% CI:1.633-7.198) for unhealthy dietary people, and 2.225 times higher (95% CI: 1.080-4.582) for weight gainers (p<0.05). The type of class had no effect. Conclusions: COVID-19 and its associated interventions had negative effects on the mental health status including anxiety and depression in university students in Korea. Based on our results we recommend developing mental health interventions and prevention strategies for students in all universities in Korea.

• 한국응용과학기술학회지
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• 제40권6호
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• pp.1437-1444
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• 2023

본 연구는 청소년의 스트레스와 범불안 관계에서 행복감의 조절효과를 검증하고자 수행되었다. 연구대상자는 2020년 실시된 제16차 청소년건강행태조사에 참가한 중·고등학생 54,948명이다. 자료는 SPSS 24.0과 Process Macro 4.0을 이용하여 분석하였다. 연구 결과 청소년의 스트레스는 범불안에 유의한 영향을 미치는 것으로 나타났다. 스트레스가 높을수록 범불안 수준이 높았다. 그리고 스트레스와 범불안 간의 관계를 행복감이 조절하는 것으로 나타났다. 즉 행복감은 스트레스가 범불안에 미치는 부정적 영향을 완충하는 효과가 있음을 확인하였다. 그러므로 청소년의 범불안을 완화하기 위해 행복감을 향상시킬 수 있는 다양한 프로그램을 마련하여 시행할 것을 제언한다.

• 한국응급구조학회지
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• 제18권3호
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• pp.77-90
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• 2014

Purpose: This study was a descriptive survey research that aimed to investigate the stress level of pregnant women and subsequent effect of emergency cesarean delivery on anxiety and subjective anxiety statuses. Methods: The study samples were 233, including 109 emergency cesarean delivery and 124 normal vaginal deliveries between May 1, 2014, and August 26, 2014, in the Gwangju Metropolitan City. Results: None of the results showed any significant statistical difference in psychological stress between emergency cesarean delivery during mid-pregnancy and normal vaginal delivery (t = 1.784, p = .076). Emergency cesarean delivery has a significantly high level of anxiety (t = 10.849, p < .001) and subjective anxiety statuses (t = 13.294, p < .001) compared with normal vaginal delivery. Conclusion: A prenatal education program for stress and anxiety from emergency cesarean delivery needs to be developed for more effective stress management.

• International Journal of Advanced Culture Technology
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• 제9권4호
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• pp.29-39
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• 2021

Cognitive behavioral therapy (CBT) is effective for people with an addiction tendency. This study aims to implement a CBT program for college students at high risk of smartphone addiction and investigate the impact of the program on their desire to use a smartphone, depression, impulsivity, and anxiety. Baseline/post-intervention evaluation and the ABA' single-case experimental design were used. The study consisted of the baseline phase (A), pre-evaluation, intervention phase (B), post-evaluation, and baseline phase (A'). Six participants were enrolled, and the main outcome variables were daily changes in the desire to use a smartphone and changes in depression, impulsivity, and anxiety after the program. Prior to the intervention, all six participants had mild to moderate depression, but after the intervention, three were normal, two had mild depression, and only one had moderate depression. Impulsivity and anxiety scores decreased after the intervention, with anxiety scores showing the most dramatic change. The percentage of non-overlapping data for the baseline phase (A)-intervention phase (B) was more than 75% and that for baseline phase (A)-baseline phase (A') was 100% for all 6 participants. This study presented a good protocol for people with low access to psychological therapy. We expect the findings will be highly useful for people suffering from psychological difficulties due to smartphone addiction.

• 한국간호교육학회지
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• 제26권1호
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• pp.16-24
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• 2020

Purpose: This study examined the effects of guided imagery on stress, state anxiety, test anxiety and core basic nursing skill performance score of undergraduate nursing student. Methods: An equivalent control group pretest-posttest design was utilized. A total of 45 senior nursing students were randomly assigned to either an intervention group to receive guided imagery, or a control group (experimental group=23 students, control group=22 students). The guided imagery was provided via audio files to the intervention group for eight minutes, once a day for five days. The pretest was given before the intervention to measure variables for both groups, and the posttest was performed immediately afterward and three days after the intervention. Results: Significant differences were found between the two groups in stress ((F=4.94, p=.012), state anxiety (F=5.99, p=.005), and basic core nursing skill performance scores (Z=-2.45, p=.015). Conclusion: Guided imagery for nursing students has been identified as effective for stress, state anxiety, and basic core nursing skill performance scores. Guided imagery can be used as an effective intervention before performance tests. These study results can provide useful data for nursing education.