• Title/Summary/Keyword: Multiple Logistic Regression Analysis

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The Impact of Value Inclination of SME Members on Organizational Citizenship Behavior: Focusing on the Role of Job Satisfaction and Perceived Organizational Support

  • KIM, Hee-Sung;HONG, In-Gi;YANG, Hoe-Chang
    • The Journal of Industrial Distribution & Business
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    • v.10 no.7
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    • pp.29-37
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    • 2019
  • Purpose - The purpose of this paper is to find out a range of cues that trigger employees to willingly make efforts for corporate development in small and medium enterprises. This was determined by assessing the effects of employees' value inclination on their job satisfaction and organizational citizenship behavior as well as how they perceived their organizational support. Research design, data, and methodology - A total of 126 valid questionnaire sheets collected from SME employees were analyzed with SPSS 24.0 and AMOS 24.0 involving simple regression analysis, multiple regression analysis, hierarchical moderated regression analysis and 3-step mediated regression analysis. Results - The analyses highlighted employees' personal value inclination had positive effects on their job satisfaction, which in turn enhanced their organizational citizenship behavior. Meanwhile, individualist and collectivist inclination exerted greater effects on job satisfaction and organizational citizenship behavior, respectively. The study also revealed that perceived organizational support moderated the relationship between job satisfaction and organizational citizenship behavior. Conclusion - Hence, CEOs in SMEs should avert any dichotomous analysis of their employees' value inclination, respect their personal value inclinations and also apply factors that could raise their job satisfaction. Likewise, it was shown that SME employees need to make personal efforts for organizational development.

Comparison of Health Practices between Single- and Multiple-Member Households by Gender in Korean Adults (성별에 따른 성인 독신가구와 다가구간의 건강행위 비교)

  • Kim, Young-Ju
    • Journal of Korean Public Health Nursing
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    • v.23 no.2
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    • pp.219-231
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    • 2009
  • Purpose: This study compared health behaviors between single-member and multiple-member households by gender in adults. Method: Study subjects were 21,757 adults 20-65-years-of-age from the Third Korea National Health and Nutrition Examination Survey in 2005. The relationship between health behaviors and residence characteristics was assessed using multiple logistic regression analysis while controlling for sociodemographic characteristics. Results: Younger women living alone were more likely to drink than older women living with others. Women who were in multiple-member households and had a low income were less likely to exercise regularly, to sleep well, and to have regular health examinations. Age, educational level, and income were significantly associated with smoking, exercise, and health examination rather than residence characteristics in men. Conclusion: Residence characteristics should be considered in developing a public health program to reduce or increase modifiable health behaviors as well as age, gender, education, and income.

The Effect of Benefit thought and Fashion Image on Purchase Intention fo Gal-ot (추구혜택과 패션이미지가 제주지역 패션문화상품 갈옷 구매의도에 미치는 영향)

  • 홍희숙
    • Journal of the Korean Home Economics Association
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    • v.39 no.2
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    • pp.73-84
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    • 2001
  • The purposes of this study were 1) to identify the effect of clothing benefit sought on fashion image sought and 2) to determine the effects of fashion image and benefit sought on purchase intention of Gal-ot. The data were collected via a self-administered questionnaire from 172 female tourist(20 to 50 ages) in Cheju and analyzed by factor analysis, stepwise multiple regression analysis and logistic regression analysis. Four factors of benefit sought were identified : Practicality/economic-value, aesthetics, reputation, and souvenir-value. Six factors of fashion image were found and labeled as: Sexy/feminine, wild/mannish, easy/simple, Cheju image, ecology and natural image. The effects of benefits sought(Practicality/economic-value, aesthetics, reputation and souvenir-value) on fashion image(Sexy/feminine, easy/simple, Cheju and natural image) were found. There were also significant effects of benefit sought(souvenir-value) and fashion image(Cheju image) on purchase intention of Gal-ot.

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A study on the properties of sensitivity analysis in principal component regression and latent root regression (주성분회귀와 고유값회귀에 대한 감도분석의 성질에 대한 연구)

  • Shin, Jae-Kyoung;Chang, Duk-Joon
    • Journal of the Korean Data and Information Science Society
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    • v.20 no.2
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    • pp.321-328
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    • 2009
  • In regression analysis, the ordinary least squares estimates of regression coefficients become poor, when the correlations among predictor variables are high. This phenomenon, which is called multicollinearity, causes serious problems in actual data analysis. To overcome this multicollinearity, many methods have been proposed. Ridge regression, shrinkage estimators and methods based on principal component analysis (PCA) such as principal component regression (PCR) and latent root regression (LRR). In the last decade, many statisticians discussed sensitivity analysis (SA) in ordinary multiple regression and same topic in PCR, LRR and logistic principal component regression (LPCR). In those methods PCA plays important role. Many statisticians discussed SA in PCA and related multivariate methods. We introduce the method of PCR and LRR. We also introduce the methods of SA in PCR and LRR, and discuss the properties of SA in PCR and LRR.

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Postoperative nausea and vomiting after general anesthesia for oral and maxillofacial surgery

  • Apipan, Benjamas;Rummasak, Duangdee;Wongsirichat, Natthamet
    • Journal of Dental Anesthesia and Pain Medicine
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    • v.16 no.4
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    • pp.273-281
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    • 2016
  • Background: Postoperative nausea and vomiting (PONV) is one of the most common postoperative complications. Despite this, few papers have reported the incidence and independent risk factors associated with PONV in the context of oral and maxillofacial surgery (OMFS). Therefore, we sought to determine the incidence of PONV, as well as to identify risk factors for the condition in patients who had undergone OMFS under general anesthesia. Methods: A total of 372 patients' charts were reviewed, and the following potential risk factors for PONV were analyzed: age, sex, body mass index, smoking status, history of PONV and/or motion sickness, duration of anesthesia, amount of blood loss, nasogastric tube insertion and retention and postoperative opioid used. Univariate analysis was performed, and variables with a P-value less than 0.1 were entered into a multiple logistic regression analysis, wherein P-values < 0.05 were considered significant. Results: The overall incidence of PONV was 25.26%. In the multiple logistic regression analysis, the following variables were independent predictors of PONV: age < 30 years, history of PONV and/or motion sickness, and anesthesia duration > 4 h. Furthermore, the number of risk factors was proportional to the incidence of PONV. Conclusions: The incidence of PONV in patients who have undergone OMFS varies from center to center depending on patient characteristics, as well as on anesthetic and surgical practice. Identifying the independent risk factors for PONV will allow physicians to optimize prophylactic, antiemetic regimens.

The Association between Performance of Hepatitis B Vaccination and Health Belief Factors among Some Aged Persons (일부 노인의 B형간염 예방접종 이행과 건강신념과의 관련성)

  • Choi, Chun;Park, Jong;Kang, Myung-Guen;Kim, Ki-Soon
    • Korean Journal of Health Education and Promotion
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    • v.23 no.4
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    • pp.89-104
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    • 2006
  • Objectives: This study was done to find factors related with performance of hepatitis B Vaccination among some aged persons through health belief model. Methods: A questionnaire survey was made during September 2004 toward 230 elderly persons using institutions for the elderly of Gwangju City. The relations between subjects characteristics including health belief, mass media contact, hepatitis B experience and performance of hepatitis B vaccination were tested by t test or X2 test. Multiple logistic regression analysis was done to find final significantly related variables. Results: 24.8% of the subjects were vaccinated against hepatitis B. By simple analysis of relation between performance of hepatitis B vaccination and subjects characteristics including health belief, significant variables were chosen as 6 variables including perceived susceptibility, perceived seriousness, perception of benefits, knowledge on hepatitis B, age, experience of hepatitis through family or friend. After adjusting for confounding variables by multiple logistic regression analysis, hepatitis B vaccine performance showed significantly higher rate as the perception of disease seriousness increased(OR: 1.08, 95% CI: $1.03{\sim}1.14$) and in the group contacted with TV or radio information about hepatitis compared with non-contact. The group who experienced hepatitis among family or friends showed significantly higher hepatitis B vaccination performance rate compared with non-experienced. Conclusion: These results suggested that hepatitis B vaccine performance was related with health belief including hepatitis susceptibility, disease seriousness perception, acquisition of information through TV or radio and indirect hepatitis experience from family or friends.

The Associated Domains of Job Stress for the Depression among Local Public Officials (지방공무원의 우울에 영향을 미치는 직무 스트레스 요인)

  • Park, Hyun-Hee;Ryu, So-Yeon;Kim, Bo-Eun;Chun, In-Ae;Kim, Myung-Guon
    • The Journal of the Korea institute of electronic communication sciences
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    • v.8 no.9
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    • pp.1373-1381
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    • 2013
  • The purpose of this study was to examine the level of job stress and depression, and to find the associated domains of job stress with depression among local public officials. The study subjects consist of 734 local public officials in Seogu, Gwang Ju. A structure self-reported questionnaire was composed of general and job-related characteristics, job stress(KOSS), and depression(CES-D). The use statistical methods were t-test, ANOVA, Pearson's correlation analysis and multiple logistic regression analysis. The total score of job stress was $44.38{\pm}7.96$ and the score of depression was $14.46{\pm}10.19$. The result of multiple logistic regression analysis was shown that the three domains of job stress including job demand, job insecurity and lack of reward were associated with the depression.

Factors Related with the Intention of Smoking Abstinence among Elementary Students in a Large City (일부 대도시 초등학생의 금연의지와의 관련 요인)

  • Park, Soon-Woo
    • Journal of the Korean Society of School Health
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    • v.22 no.1
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    • pp.49-59
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    • 2009
  • Purpose: The aim of this study was to identify the factors related with the intention of smoking abstinence among elementary students in a metropolitan city in Korea. Methods: All the elementary schools in the city were stratified by region, and then schools as a primary sampling units (PSU) were selected by probability proportional to size (PPS) sampling. One class per grade was sampled randomly from 5th and 6th grade in the sampled schools from October to December in 2004. The students completed a standardized self-administered questionnaire anonymously. A total number of 1,712 respondents who did not smoke was included in the final analysis. The dependent variable was an intention of smoking in the future, and it was dichotomized into 'absolutely confident in smoking abstinence' and 'others'. The risk of non-absolute confidence in smoking abstinence was calculated with simple and multiple logistic regression, which were conducted with STATA 9.0 by a design-based analysis considering strata variable, PSU, and sampling weight. Results: In the final model of multiple logistic regression analysis, those who were more likely to have non-absolute confidence in smoking abstinence were male students (OR=2.66, p<0.001); barely attending religious services (OR=3.32, p=0.002) or having no religion (OR=1.95, p=0.027); exposure to environmental tobacco smoke outside home 1${\sim}$2 days per week (OR=1.60, p=0.013); having friends who smoked (OR=1.93, p=0.011); non-absolute confidence in refusing to smoke (OR=5.35, p<0.001); having relatively less negative attitude (OR=2.88, p<0.001), positive attitude (OR=2.35, p<0.001), and indifference (OR=4.05, p=0.034) toward peer smoking; not good relationship with mother (OR=1.52, p=0.016). Conclusion: The factors related with non-absolute confidence in smoking abstinence were coincided with those of smoking among children. The results of this study suggest the smoking prevention education should be applied to the children more actively, especially who are not confident in smoking abstinence in the future.

Influence of Runaway Experience on Sexual Victimization in Adolescents (청소년의 가출 경험 여부가 성 피해 경험에 미치는 영향)

  • Park, Hyunju
    • Journal of the Korean Society of School Health
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    • v.32 no.2
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    • pp.96-104
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    • 2019
  • Purpose: The purpose of this study was to examine the influence of runaway experience on sexual victimization in adolescents. Methods: The data of the Korean Survey on the Rights of Youth and Children (2016) were used. A total of 7,114 middle and high school students were included in the analysis. Descriptive statistics, a $x^2$ test, and multiple logistic regression analysis were conducted using SAS 9.3. Results: About 3.8% of the total students had run away from home before and 4.1% of the students experienced sexual victimization. The results from the multiple logistic regression analysis revealed that adolescents who had run away from home before showed a higher risk of being sexually victimized (AOR: 1.76, 95% CI: 1.13~2.72). Lower economic status (AOR: 1.42, 95% CI: 1.03~1.97), suicidal ideation (AOR: 1.80, 95% CI: 1.37~2.38), depressive feelings (AOR: 1.36, 95% CI: 1.04~1.78), victims of violence by teachers (AOR: 1.56, 95% CI: 1.20~2.03), victims of off-line school bullying (AOR: 5.00, 95% CI: 3.56~7.01), victims of on-line bullying (AOR: 2.61, 95% CI: 1.79~2.80), and victims of both on- and off-line bullying (AOR: 6.62, 95% CI: 4.76~9.22) showed a highest risk of being sexually victimized. Conclusion: Therefore, in order to lower the rate of experiencing sexual victimization in youths, measures should be taken to keep them from running away from home. In addition, if necessary, measures should be taken to prevent secondary mental traumas that may arise from the experience of sexual victimization.

Association of Low Hand Grip Strength with Protein Intake in Korean Female Elderly: based on the Seventh Korea National Health and Nutrition Examination Survey (KNHANES VII), 2016-2018 (한국인 여성 노인의 단백질 섭취 수준과 근력의 상관성 연구: 국민건강영양조사 제 7기(2016-2018년) 자료를 이용하여)

  • Jang, Won;Ryu, Ho Kyung
    • Korean Journal of Community Nutrition
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    • v.25 no.3
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    • pp.226-235
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    • 2020
  • Objectives: Decreasing muscle strength in old age has become a significant health problem because it increases the risk of falls or fractures and transfers to other diseases. The precise role of dietary protein intake in preventing or reducing muscle weakness is unclear. This study examined the relationship between handgrip strength and protein intake in Korean female elderly. Methods: This was a cross-sectional study that used data from the Seventh Korean National Health and Nutrition Examination Surveys (KNHANES) on female subjects aged 65 years and older. Low handgrip strength (LHGS) was defined as a handgrip strength below than 18 kg. Dietary intake data were obtained using the 1-day 24-hour recall method. Multiple regression was performed to test whether there is an independent relationship between the grip strength and protein intake, and the association between protein intake and LHGS was confirmed through multiple logistic regression. Results: The mean age of the 2,083 elderly females was 73.3 ± 0.1 years, and the prevalence of LHGS was 35% (n=734). Elderly women with an LHGS consumed less energy, total protein, and animal-based protein than those in the normal group. A multiple regression analysis after adjusting for covariate revealed a significant positive association between the handgrip strength and energy, protein, and animal-based protein intake. Multiple logistic regression analysis showed that the odds ratio (OR) of LHGS in female elderly with the highest quartiles of consumption of energy [OR, 0.65; 95% confidence interval (CI), 0.43-0.82; P for trend=0.004], and animal-based protein [OR, 0.59; CI, 0.40-0.87; P for trend=0.037] were significantly lower than those in the lowest quartiles. Conclusions: The energy intake and animal-based protein intake were negatively associated with the LHGS. These results suggest that adequate energy intake and protein intake, particularly those from animal-based sources, for elderly women in Korea are beneficial in lowering the risk of LHGS.