• Title/Summary/Keyword: Multiple Logistic Regression Analysis

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Comparison of Behavior Patterns between First and Repeated Offenders in Driving While Intoxicated(DWI) (음주운전 초.재범자 특성 비교)

  • Jeong, Cheol-U;Jang, Myeong-Sun
    • Journal of Korean Society of Transportation
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    • v.27 no.3
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    • pp.149-160
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    • 2009
  • The purpose of this study is to comparatively analyse the behavior patterns of the first and the repeated offenders in DWI, and to develope the models of BAC(Blood Alcohol Concentration) by using multiple regression analysis method and a model of repeated DWI conviction by using logistic regression analysis method. The main results are as follows. First, the repeated offenders are more in criminal and traffic accidents records than that of the first offenders. The unlicenced drivers are in higher BAC than licenced drivers. Second, multiple regression model of BAC was developed, and the model revealed that criminal records and driving distance were important factors. Third, a model of repeated DWI conviction was developed, and the model revealed that traffic accidents records, whether or not having licence, and criminal records were most important factors.

Prevalence and Factors Affecting Body Shape Misperception among Korean Adult Women (우리나라 성인 여성의 체형인식왜곡 영향요인)

  • Chung, Mi Young;Kim, Seonho
    • Women's Health Nursing
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    • v.22 no.3
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    • pp.162-169
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    • 2016
  • Purpose: This study was done to investigate the prevalence and factors affecting body shape misperception among Korean adult women. Methods: We analyzed raw data from the fourth Korean Longitudinal Survey of Women and Families, for 7,658 women over 20 years of age. For the multiple logistic regression model, the dependent variable was existence of misperception (yes/no). Results: The prevalence of body shape misperception was 42.6% (overestimation 6.5%, underestimation 36.1%). Multiple logistic regression analysis revealed that age, education level, marital status, economic status and BMI were significantly associated with body shape underestimation. Education level and BMI were significantly associated with body shape overestimation. Conclusion: An effective obesity intervention program for women must reflect and monitor body shape perception as well as BMI.

Patterns and Determinats of Supplementary Educational Investment on Childern (자녀보충교육투자의 유형과 결정요인)

  • 주인숙
    • Journal of Family Resource Management and Policy Review
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    • v.4 no.1
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    • pp.1-13
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    • 2000
  • This study examined patterns and determinants of families’supplementary educational investment on children. By supplementary educational investment, it meant the amounts of money spent on children’s education other than regular formal schooling expenses. The data used were from the 「1996 Household Expenditure Survey」conducted by the National Statistical Office. The statistical methods employed were descriptive statistics, cluster analysis and logistic multiple regression analysis. Results of cluster analysis revealed five different patterns of family supplementary education expense with relatively even proportion of families allocated to each pattern. The five education expenditure patterns were arts education dominant; other education dominant; gymnastics·clerical·computer education dominant; college entrance exam preparation dominant; and private tutoring dominant. Results of logistic regression analysis showed that the possibility of being in a pattern affected by various family socioeconomic variables. Important factors affecting there patterns were children’s schooling stage, residence, and mother’s education.

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Physical and Psychosocial Risk Factors Affecting Mental Health and Presenteeism among South Korean Hairdressers (미용사의 정신건강 및 프리젠티즘에 영향 미치는 물리적·심리사회적 작업환경요인)

  • Lee, Jinhwa;Lee, Bokim
    • Korean Journal of Occupational Health Nursing
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    • v.25 no.4
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    • pp.290-299
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    • 2016
  • Purpose: The purpose of this study was to examine the relationship among physical and psychosocial risk factors, mental health, and presenteeism of South Korean hairdressers. Methods: This study is a secondary analysis of data extracted from the 2014 Korean Working Conditions Survey (KWCS), conducted by the Korea Occupational Safety and Health Agency. For the present analysis, 920 hairdressers were selected. Based on existing literature, a set of variables was chosen from the KWCS. A multiple logistic regression analysis was performed to examine the association among risk factors in working place, mental health, and presenteeism. Results: The prevalence of poor mental health and presenteeism was 45.1% and 36.0%, respectively. The results of multiple logistic regression analysis indicated that 'repetitive hand or arm movements,' were significant predictors of mental health (OR: 0.63, CI: 0.41~0.97), and 'role clarity' was a significant predictor of presenteeism (OR: 1.86, CI: 1.10~3.13). Conclusion: Based on these results, we suggest to improve the clarification of the role of hairdressers as a strategy to reduce their presenteeism.

The effects of dietary protein intake and quality on periodontal disease in Korean adults (한국 성인의 단백질 섭취량과 식생활의 질이 치주질환에 미치는 영향)

  • Hwang, Su-Yeon;Park, Jung-Eun
    • Journal of Korean society of Dental Hygiene
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    • v.22 no.2
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    • pp.107-115
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    • 2022
  • Objectives: This study aimed to examine the effects of dietary protein intake and quality on periodontal disease in Korean adults. Methods: The data used for analysis were obtained from the 7th Korean National Health and Nutrition Examination Survey (2016-2018). Data were analyzed using chi-square and t-test. Additionally, multiple logistic regression analysis was performed to assess the association between dietary protein intake and quality and periodontal disease. Statistical significance level was set at <0.05. Results: Multiple logistic regression analysis of dietary protein intake and periodontal disease in the model adjusted for socioeconomic factors showed that were significantly related to the Q1 (odds ratio [OR]: 1.18, 95% confidence interval [CI]: 1.01-1.39). However, this correlation was not significant in the model in which all variables were corrected. Moreover, analysis of the dietary protein quality and periodontal disease in model 4, which was adjusted for socioeconomic variables, showed that were significantly related to the low score (OR: 1.13, 95% CI: 1.00-1.27). Conclusions: The results showed a significant association between periodontal disease and poor intake and quality of dietary protein in the Korean adult population.

Logistic regression analysis of newspaper readers characteristics affecting regular subscription (종이신문 열독자의 특성이 정기구독 여부에 미치는 영향에 대한 로지스틱 회귀분석)

  • Lee, Seyoung;Kim, Jaehee
    • The Korean Journal of Applied Statistics
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    • v.32 no.5
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    • pp.653-669
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    • 2019
  • The development of new media has gradually decreased the use of newspapers, which had previously occupied the largest share of media. Subscriptions have declined gradually and fell to 14 percent in 2016. This study explores the effects of Newspaper reader's characteristics on regular newspaper subscriptions. The data used for analysis was provided by the Korean Press Foundation and Media Audience Awareness Survey Data in 2016 and 2017. We considered gender, age, education, income, number of days of reading, reading time and amount of reading as the characteristics of the reader. Multiple logistic regression was fitted and interpreted to see what characteristics affect regular subscription.

Study on Health Behavior of Private Security Guards Applying Planned Behavioral Theory (계획된 행동이론을 적용한 민간경비원의 건강행동연구)

  • Kim, Hae-Sun;Gwak, Han-Byeong
    • Korean Security Journal
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    • no.43
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    • pp.99-120
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    • 2015
  • This research aimed at analyzing health behavior of private security guards applying planned behavioral theory. In order to achieve the above purpose, this research conducted purposive sampling on the security guards who live in Seoul Gyeonggi region. Excluding unfaithful response and abnormal outlier, material of 187 persons was used for analysis. As the concrete analysis method, multiple regression analysis and logistic regression analysis to presume exploratory factory analysis(EFA), Polyserial Exploratory Factor Analysis(EFA), Polyserial correlation analysis, and causal relationship between each variable. The result can be summarized as follows. First, attachment, attitude subjective standard on behavior, perceived behavioral control appeared to positively influence affirmative(+) effect on health behavior continuance will. Second, attachment had no meaningful influence attitude toward behavior. Third, attachment had affirmative(+) influence on health behavior continuance will. Fourth, perceived behavioral control had affirmative(+) influence on realization of health behavior, possibility of practising health behavior increased by about 62.9% when perceived behavioral control increased by 1 unit.

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A Retrospective Statistical Analysis of Miniscalpel Needle Therapy for Herniated Intervertebral Disc or Spinal Stenosis

  • Kim, Jae Ik;Jeong, Jeong Kyo;Kim, Myung Kwan;Jeon, Ju Hyun;Kim, Eun Seok;Kim, Young Il
    • Journal of Acupuncture Research
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    • v.35 no.4
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    • pp.226-237
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    • 2018
  • Background: This study examined the characteristics and prognosis of patients admitted to the Dunsan Korean medicine hospital for treatment of herniated intervertebral disc (HIVD) or spinal stenosis with Miniscalpel needle therapy (MSN). Methods: Patients were admitted to the Dunsan Korean medicine hospital from January 01, 2016 to September 30, 2017 for the treatment of HIVD or spinal stenosis with MSN. Crossover analysis, Independent sample t test, one-way ANOVA, multiple linear regression analysis, and binary logistic regression analysis were performed. Results: Crossover analysis showed statistically significant differences in treatment methods according to gender, current pain according to the disease duration, satisfaction of MSN according to disease duration, treatment methods, and intention of re-treatment with MSN according to treatment methods. Independent t test and one-way ANOVA showed that there was a difference in current Numeric Rating Scale (NRS) according to disease duration, and difference between discharge and current NRS, and number of MSN according to disease. Multiple linear regression analysis showed that age, disease duration, and number of MSN affect discharge NRS, disease duration, and number of MSN affect current NRS, and Western medical treatment after MSN, discharge NRS, and current NRS affect satisfaction of MSN. Binary logistic regression analysis showed that discharge NRS affects current pain, and gender, discharge NRS, and treatment methods affect intention of re-treatment with MSN. Conclusion: Characteristics, prognosis, satisfaction and variables affecting prognosis of MSN were statistically significant, indicating that more systematic studies are required to further examine the effects of MSN on HIVD or spinal stenosis.

Change in Medical Care Utilization over Time in Early Years of Insurance Coverage (의료보험 적용인구의 의료이용도와 가입기간의 관계)

  • Kim, Byoung-Yik;Lee, Young-Jo;Han, Dal-Sun
    • Journal of Preventive Medicine and Public Health
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    • v.23 no.2 s.30
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    • pp.185-193
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    • 1990
  • The purpose of this study is to observe the pattern of change in medical care utilization over time in early years of insurance coverage. The source of data is the benefit records file of a voluntary medical insurance society for covering the four-year period, from 1982 to 1985. The measure of medical care utilization used in this study is the age-sex standardized percentage of the enrollee who have visited a physician over total analytical population during a three-month period. For six cohorts by the year of enrollment ($1979{\sim}1984$), the relationship between the utilization and duration of insurance coverage was examined controlling for the calender year and season. In the analysis, logistic multiple regression and residual analysis were employed. It was observed that medical care utilization rapidly increased during the early stage of insurance coverage, and after then increased at a slower rate over time to become almost stable in about twenty months.

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Association Between Occupational Standing Time and Metabolic Syndrome in Korean Male Workers (근로자의 서서하는 작업시간과 대사증후군의 관련성)

  • Kim, Ki-Woong
    • Journal of Korean Society of Occupational and Environmental Hygiene
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    • v.24 no.3
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    • pp.383-392
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    • 2014
  • Purpose: In this study, we sought to understand the risk factor for chronic disease of workers by studying the association between occupational standing time and metabolic syndrome(MetS) in full-time 300 male workers. Materials: Data on age, life habit, work related information of the subjects were surveyed using self-reported questionnaire and interview. MetS was identified based on the report of Alberti et al.(2009). As for the data analysis, SPSS 19.0 was used to conduct the descriptive statistic, ANOVA, Pearson correlation coefficient and multiple logistic regression analysis. Results: Daily working hour affects on the lifting heavy objects, running and strenuous exercise(r=-0.137, p<0.01), and total physical function decreased with the increase in age(r=-0.145, p<0.01). Also, obese was significantly associated with genuflection and bend over(r=-0.110, p<0.05). On multiple logistic regression analysis for the diagnostic indices of MetS, occupational standing time were significantly associated with waist circumference(odds ratio=0.885, ${\beta}$ value=-0.122, 95% CI=0.797-0.983, p<0.05) and triglyceride (odds ratio=0.873, ${\beta}$ value=-0.136, 95% CI=0.800-0.953, p<0.01). Conclusions: These results suggest that the working posture may be important risk factor in pathogenesis and growing of MetS and cardiovascular disease.