• The Journal of the Institute of Internet, Broadcasting and Communication
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• v.21 no.4
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• pp.183-188
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• 2021

Collaborative filtering based recommender systems are currently indispensable function of commercial systems in various fields, being a useful service by providing customized products that users will prefer. However, there is a high possibility that the prediction of preferrable products is inaccurate, when the user's rating data are insufficient. In order to overcome this drawback, this study suggests a stepwise method for prediction of product ratings. If the application conditions of the prediction method corresponding to each step are not satisfied, the method of the next step is applied. To evaluate the performance of the proposed method, experiments using a public dataset are conducted. As a result, our method significantly improves prediction and precision performance of collaborative filtering systems employing various conventional similarity measures and outperforms performance of the previous methods for solving rating data sparsity.

• Journal of Korean society of Dental Hygiene
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• v.22 no.1
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• pp.47-54
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• 2022

Objectives: The purpose of this study was to examine the association between work environment and positive psychological capital on job embeddedness in dental hygienists. Methods: Data were collected from 263 dental hygienists in the dental institutions. It was then assessed by mean of descriptive statistics, t-test, ANOVA, Pearson's correlation coefficient, and a stepwise multiple regression analysis. Results: The impact of work environment was 3.35±0.46 points, positive psychological capital was 3.30±0.40 points, and job embeddedness was 3.34±0.47 points. The result of the stepwise multiple regression analysis indicated that work environment, positive psychological capital and clinical career predicted 45.7% (F=7.35, p<0.001) of job embeddedness. Conclusions: Therefore, it is necessary to improve working environment and to strengthen positive psychological capital in order to increase the degree of work commitment in dental hygienists, and to encourage long-term service.

• Child Health Nursing Research
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• v.28 no.1
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• pp.82-90
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• 2022

Purpose: The aim of this study was to examine the relationships among parenting role sharing, parenting stress, happiness, and parenting behavior of mothers with 6-year-old children. Methods: This study used data from the seventh Panel Study of Korean Children, which began collecting longitudinal data on a sample of newborn households nationwide in 2008 and will continue yearly until 2027. The participants were 1,560 mothers of children aged 6 years. We conducted statistical analyses using descriptive statistics, the t-test, analysis of variance, Pearson correlation coefficients, and stepwise multiple regression. Results: The mean age of the mothers was 36.8±3.7 years. The mothers' perceived parenting role sharing (r=.07, p=.007), parenting stress (r=-.54, p<.001), and happiness (r=.38, p<.001) were significantly correlated with warm parenting behavior. Stepwise multiple regression analysis revealed that parenting stress (β=-.47, p<.001), happiness (β=.15, p<.001), and parenting role sharing (β=.11, p<.001) were significant predictors for warm parenting behavior by mothers. Conclusion: It is essential to reduce mothers' stress and increase their positive emotions (happiness). Fathers should actively share parenting roles in raising children to enhance mothers' warm parenting behavior.

• Journal of the Korean Society of Physical Medicine
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• v.17 no.1
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• pp.11-20
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• 2022

PURPOSE: A gait assessment is an important component of the rehabilitation process, and observational gait assessment (OGA) is used routinely in clinical settings. This study examined the association of OGA tools with the independent walking ability in stroke patients to determine a cutoff value of the OGA tool according to independence levels of stroke patient gait. METHODS: Two hundred ten hemiparetic stroke patients participated in the study. The independence of gait was identified using the Functional Ambulation Category (FAC) classifications. The walking ability was assessed using OGA tools (Rivermead Visual Gait Assessment [RVGA], Wisconsin Gait Scale [WGS], Tinetti Gait Scale [TGS], and Functional Gait Analysis [FGA]). RESULTS: Stepwise multiple regression analysis showed that among the OGA tools, the FGA correlated with the FAC. The FGA explained approximately 77% of the variance in FAC. In distinguishing the independence levels, the cutoff values were as follows: between FAC 1 and FAC 0 was .5 points; between FAC 2 and lower levels, 5.5; between FAC 3 and lower levels, 11.5; between FAC 4 and lower levels, 14.5; and between FAC 5 and lower levels, 18.5. Items 1, 2, 3, and 10 were identified as explaining most of the variance in the FGA in the stepwise multiple regression. CONCLUSION: The present study found that the FGA is an assessment tool related to the level of gait independence after stroke. Furthermore, the FGA total score can serve as an index of the increase in independence level after stroke.

• Journal of Information Technology Services
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• v.21 no.5
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• pp.95-106
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• 2022

Recently, physical examinations have become an important strategy to reduce costs for individuals and society. Pre-physical counseling is important for an effective physical examination. However, incomplete counseling is being conducted because the demand for physical examinations is not predicted. Therefore, in this study, the demand for physical examination was predicted using text mining and stepwise regression. As a result of the analysis, the most recent text data showed a high explanatory power of the demand for physical examination. Also, large amounts of data have high explanatory power. In addition, it was found that the high frequency of the text "health food" reduces the number of health examination customers. And the higher the frequency of the text of the word "food", the lower the number of physical examination customers. However, when the word "wild ginseng" was exposed a lot on Twitter, the number of physical examination customers visiting hospitals increased. In other words, customers consume efficiently by comparing the health examination price with the price of consumer goods. The proposed research framework can help predict demand in other industries.

• The Research Journal of the Costume Culture
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• v.30 no.4
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• pp.529-547
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• 2022

The purpose of this study was to understand the concept, form, and structure of the bata de cola through an investigation of the history of the costume and a study of the suitability of its functional elements during performance of 'Caña Flamenco'. Traditionally, Flamenco dance dresses were made by Spanish women from the lower classes, and the 'upward flow' of the dresses represented the women's individuality and unique style. The bata de cola, which appeared later, was an evolution of the Flamenco dress that was influenced by costume styles and silhouettes of the 19th and early 20th centuries, and it was made famous by Flamenco dancers. For practical costume production, a Flamenco artist who had performed in Spain and Korea was proposed as a study participant. The study was conducted using a stepwise wearing evaluation method whereby the Flamenco artist wore prototype dresses and evaluated whether they were practical for the required dance movements or not. A final bata de cola pattern was derived after the experiment was repeated five times based on the feedback of the Flamenco artist, focusing on the factors that were considered most important. Using stepwise clothing evaluation of the prototype, a costume that enabled the Flamenco artist to implement optimal movements was successfully produced.

• The Journal of Korean Academic Society of Nursing Education
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• v.29 no.1
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• pp.51-59
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• 2023

Purpose: This descriptive cross-sectional study aimed to examine the influence of nurses' moral sensitivity and ethical values on their biomedical ethics awareness. Methods: The study participants included 140 registered nurses working at three hospitals in Jeollabuk-do Province over six months. The data were collected from June 22 to July 3, 2020, and were analyzed using descriptive statistics, an independent t-test, one-way ANOVA, Pearson correlation coefficients, and stepwise multiple regression analysis with the IBM SPSS/WIN 20.0 program. Results: As a result of an analysis using stepwise multiple regression, nurses' biomedical ethics awareness was found to be significantly influenced by ethical values (β=.36, p<.001), moral sensitivity (β=.21, p=.007), and education in biomedical ethics (β=.16, p=.042) (adjusted R²=.21, p<.001). Conclusion: These findings suggest that moral sensitivity and ethical values are key factors in hospital nurses' development of biomedical ethics. Furthermore, the devising and implementing of a practical education program based on practical cases in medical situations to enhance nurses' biomedical ethics awareness is needed.

• Journal of Korean Clinical Nursing Research
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• v.15 no.2
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• pp.47-56
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• 2009

Purpose: The purpose of this study was to identify the impacts of professional socialization perceived by nursing students on role conflict and professional self-concept. Methods: Using a structured questionnaire, data were collected from 683 nursing students. For data analysis, descriptive statistics, Pearson correlation coefficient, stepwise multiple regression were conducted using SAS program. Results: The mean score of total professional socialization was 3.74 followed by the scores of 'independence', 3.98, 'commitment', 3.80, 'decision making', 3.60, and 'maturity', 3.53. The mean score of total role conflict was 3.72, and professional self-concept was 2.75. Total professional socialization, commitment, and independence perceived by nursing students were positively related to role conflict. Also total professional socialization and total subcategories of professional socialization were positively related to professional self-concept. As a result of stepwise multiple regression analysis, the key determinants of role conflict were found to be 'independence', 'motivation with admission', 'sex', 'desire with working', 'grade' and 'decision making'. The key determinants of professional self-concept were 'decision making', 'commitment', 'satisfaction about nursing', and 'interpersonal relationship'. Conclusion: Through this results, it is necessary to improve professional socialization in order to increase professional self-concept among nursing students.

• Proceedings of the Korean Institute of Navigation and Port Research Conference
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• 2023.05a
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• pp.152-153
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• 2023

AIS has been widely used for maritime traffic assessment for its convenience. However, AIS has problems with position missing due to radio interference and transmission distance limit. On the other hand, satellite radar determines the location of ships over a wide sea regardless of the problems. This study proposes a noble method of stepwise threshold determination to detect ships from Sentinel-1. The proposed method is up to 25 times faster than the existing moving window-based threshold determination method, and the detection accuracy is similar.

• Women's Health Nursing
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• v.30 no.2
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• pp.164-173
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• 2024

Purpose: This study aimed to investigate the prevalence of postpartum depression (PPD) and stress, as well as factors influencing PPD, among women in Saudi Arabia. Methods: This study employed a cross-sectional online survey and recruited participants during postpartum visits to the Clinic of Gynecology and Obstetrics in Al-Khobar, Saudi Arabia. Data collection was done using Arabic versions of the Edinburgh Postnatal Depression Scale, Perceived Stress Scale, and a sociodemographics and obstetric history questionnaire. Descriptive and inferential analyses were conducted, including multiple linear regression using a stepwise method. Results: Data from the 270 participants showed low levels of postpartum depressive symptoms with a mean score of 2.54±4.5 and low levels of perceived stress with a mean score of 2.49±6.2. While 94.4% of the participants reported low levels of stress and PPD, 5.6% reported elevated levels (≥10 for PPD, ≥14 for stress). The stepwise regression analysis showed significant results (p<.001), accounting for 34% of the variance in PPD. The factors significantly influencing PPD included the type of family, stress, number of abortions, disease during pregnancy, and family income. Importantly, perceived stress emerged as a factor influencing PPD. Conclusion: Although the majority of participants exhibited low levels of PPD, about 1 in 18 showed elevated levels. The identification of significant influencing factors highlights the need for targeted interventions to effectively address mental health concerns in postpartum women.