• Title/Summary/Keyword: multiple logistic regression

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Geographic information system analysis on the distribution of patients visiting the periodontology department at a dental college hospital

  • Jeong, Byungjoon;Joo, Hyun-Tae;Shin, Hyun-Seung;Lim, Mi-Hwa;Park, Jung-Chul
    • Journal of Periodontal and Implant Science
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    • v.46 no.3
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    • pp.207-217
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    • 2016
  • Purpose: The aim of this study is to analyze and visualize the distribution of patients visiting the periodontology department at a dental college hospital, using a geographic information system (GIS) to utilize these data in patient care and treatment planning, which may help to assess the risk and prevent periodontal diseases. Methods: Basic patient information data were obtained from Dankook University Dental Hospital, including the unit number, gender, date of birth, and address, down to the dong (neighborhood) administrative district unit, of 306,656 patients who visited the hospital between 2007 and 2014. The data of only 26,457 patients who visited the periodontology department were included in this analysis. The patient distribution was visualized using GIS. Statistical analyses including multiple regression, logistic regression, and geographically weighted regression were performed using SAS 9.3 and ArcGIS 10.1. Five factors, namely proximity, accessibility, age, gender, and socioeconomic status, were investigated as the explanatory variables of the patient distribution. Results: The visualized patient data showed a nationwide scale of the patient distribution. The mean distance from each patient's regional center to the hospital was $30.94{\pm}29.62km$ and was inversely proportional to the number of patients from the respective regions. The distance from a regional center to the adjacent toll gate had various effects depending on the local distance from the hospital. The average age of the patients was $52.41{\pm}12.97years$. Further, a majority of regions showed a male dominance. Personal income had inconsistent results between analyses. Conclusions: The distribution of patients is significantly affected by the proximity, accessibility, age, gender and socioeconomic status of patients, and the patients visiting the periodontology department travelled farther distances than those visiting the other departments. The underlying reason for this needs to be analyzed further.

Nutritional aspects of night eating and its association with weight status among Korean adolescents

  • Hernandez, Emely;Kim, Meeyoung;Kim, Won Gyoung;Yoon, Jihyun
    • Nutrition Research and Practice
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    • v.10 no.4
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    • pp.448-455
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    • 2016
  • BACKGROUND/OBJECTIVES: A growing body of research has indicated that night eating could be associated with poor diet quality and negative health outcomes. This study examined the nutritional aspects of night eating, its related factors, and the association between night eating and body weight among Korean adolescents. SUBJECTS/METHODS: This study analysed the data from a one day 24-hour dietary recall as well as a demographic survey of 1,738 Korean adolescents aged 12 to 18-years-old obtained from the 2010-2012 Korea National Health and Nutrition Examination Survey. 'Night eating' was defined as consuming 25% or more of one's daily energy intake between 21:00 and 06:00. Subjects complying with the preceding condition were classified as 'night eaters', whereas the rest were considered 'non-night eaters'. Logistic regression analysis examined factors related to night eating. Multiple linear regression analyses were used to examine the relationship between night eating and BMI z-scores, whereas multinomial logistic regression analysis was used to examine the relationship between night eating and weight status. RESULTS: About 21% of Korean adolescents appeared to be night eaters. Night eaters showed increased breakfast skipping (P = 0.001), higher energy intake from snacks (P < 0.001), greater proportion of energy intake from fat (P = 0.029), and lower Dietary Diversity Scores (P = 0.008) than non-night eaters. Male adolescents presented 1.9 times higher odds of being night eaters than females. Adolescents whose both parents were night eaters were 4.4 times as likely to be night eaters as those whose neither parents were. Female adolescents showed a significant relationship between night eating and BMI z-scores (${\beta}=0.28$, P = 0.004). However, night eating did not increase odds of being overweight or obese in adolescents. CONCLUSIONS: Night eating in Korean adolescents was related to undesirable dietary behaviours and low diet quality in general as well as higher BMI z-scores in females. Male gender and parental night eating appeared to be the factors that significantly increased odds of night eating. These results suggest that night eating should be considered when designing nutrition education or intervention programs targeting adolescents.

Effects of Job Satisfaction on the Characteristics of Organization and Information Systems - Moderating Effects of Vision Sharing - (조직특성과 정보시스템특성이 직무만족에 미치는 영향 -비전공유의 조절효과 분석-)

  • Park, Kwang-O;Lee, Eun-Roung;Jung, Dae-Hyun
    • Management & Information Systems Review
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    • v.37 no.3
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    • pp.115-130
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    • 2018
  • The purpose of this study is to clarify the relationship between organizational characteristics and information systems characteristics or job satisfaction, attempts to examine the regulatory effects brought about by the adjustment of social capital theory. So far, The results of this study are based on the analysis of individual models from the perspectives of each functional organization such as HR, organization, finance, operation, and MIS. Therefore, this paper attempted a comprehensive analysis of factors affecting job satisfaction and firm performance by presenting an integrated research model of organizational perspectives in addition to the approach of MIS perspective. The characteristics of information system were promptness, CEO support, and compensation. And the organizational characteristics were multiple regression analysis using innovation, trust, and preferential factors. The analysis data is based on sixth data from the HCCP of Korea Productivity Center. According to the analysis results, all the variables had a significant influence on satisfaction, especially CEO support and trust. The analysis of the moderating effect between innovation and job satisfaction was moderated by vision sharing. Only the logistic regression analysis of the satisfaction with the average salary of the members among the demographic variables was statistically significant. Therefore, this study can be concluded that the overall satisfaction level will be improved by recognizing appropriate compensation as sufficient compensation.

Prolificacy and Its Relationship with Age, Body Weight, Parity, Previous Litter Size and Body Linear Type Traits in Meat-type Goats

  • Haldar, Avijit;Pal, Prasenjit;Rajesh, M. Datta;Pal, Saumen K.;Majumdar, Debasis;Biswas, Chanchal K.;Pan, Subhransu
    • Asian-Australasian Journal of Animal Sciences
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    • v.27 no.5
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    • pp.628-634
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    • 2014
  • Data on age and body weight at breeding, parity, previous litter size, days open and some descriptive body linear traits from 389 meat-type, prolific Black Bengal goats in Tripura State of India, were collected for 3 and 1/2 years (2007 to 2010) and analyzed using logistic regression model. The objectives of the study were i) to evaluate the effect of age and body weight at breeding, parity, previous litter size and days open on litter size of does; and ii) to investigate if body linear type traits influenced litter size in meat-type, prolific goats. The incidence of 68.39% multiple births with a prolificacy rate of 175.07% was recorded. Higher age (>2.69 year), higher parity order (>2.31), more body weight at breeding (>20.5 kg) and larger previous litter size (>1.65) showed an increase likelihood of multiple litter size when compared to single litter size. There was a strong, positive relationship between litter size and various body linear type traits like neck length (>22.78 cm), body length (>54.86 cm), withers height (>48.85 cm), croup height (>50.67 cm), distance between tuber coxae bones (>11.38 cm) and distance between tuber ischii bones (>4.56 cm) for discriminating the goats bearing multiple fetuses from those bearing a single fetus.

The Relationship between Trust as Social Capital and Participation in Cancer Screening (신뢰수준으로 측정한 사회적 자본과 암 검진 수검 간의 관계)

  • Jeong, Baek-Geun;Hwang, In-Kyoung;Sohn, Hae-Sook;Koh, Kwang-Wook;Yoon, Tae-Ho;Lim, Jeong-Hun
    • Korean Journal of Health Education and Promotion
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    • v.28 no.2
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    • pp.63-73
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    • 2011
  • Objectives: This study was conducted to investigate the relationships between trust and participation in cancer screening. Methods: Data from 2004 Busan Health Survey were analysed for the study. Multiple logistic regression was performed on participation in cancer screening by trust level with potential confounders(sex, age, education, monthly mean household income, subjective health status, smoking, alcohol intake, exercise, and daily eating habits). Results: In a total of 7,423 participants, 2,078(28.0%) were classified as cancer screening participants. High horizontal trust was associated with increased likelihood of cancer screening participation(OR(men) = 1.20, 95% CI 1.00-1.45) and (OR(women) = 1.19, 95% CI 1.02-1.39), after multiple adjustments. Respondents with high trust in health care system had significantly higher odds ratios for participation in cancer screening: 1.60(95% CI 1.27-2.02) among men and 1.18(95% CI 0.97-1.44) among women, after multiple adjustments. Conclusions: Trust was significantly associated with higher odds of cancer screening participation and could be a potent arena for increasing cancer screening participation.

The Impact of Social Support and Stress on Smoking among Students of Several Boy's High Schools in Daejeon, Korea (일부 남자 고등학생들의 스트레스, 사회적 지지, 환경적 특성과 흡연과의 관계)

  • Lee, Yun-Kyung;Cho, Young-Tae;Cho, Byong-Hee
    • Korean Journal of Health Education and Promotion
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    • v.22 no.2
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    • pp.111-124
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    • 2005
  • Objectives: The purpose of this study is to evaluate the impact of psycho-social factors on smoking especially the impact of a social support and stress on smoking among boy's high school students. Methods: This study was conducted by administering a questionnaire to 442 boys' high school students living in Deajeon, Korea. This data were analyzed with the SPSS statistical package using t-test and logistic regression. Major findings of this study are as follows: Results: 1. Analysis of the relationship of smoking, stress and social support: The relationship between stress and smoking and between friend's support and smoking had a positive correlation. But the relationship between parents' support and smoking and between teacher's support and smoking had a negative correlation. 2. Multiple logistic analysis of the impact of stress, social support and general characteristics on smoking: The relationship between stress and smoking had a positive correlation as social support and general characteristics were controlled. In contrast, the relationship between social support -parents', friend's, teacher's support- and smoking had no significant correlations as stress and general characteristics were controlled. The risk factors of smoking of boy's high school students were smoking friends, drinking, a type of school, pocket money per month, and stress. And the most powerful predictor of smoking was smoking friends(OR=12.35). Conclusions: The results showed that the variables affecting mainly on smoking were the personal background -smoking friends, drinking, a type of school, pocket money per month- and stress. Therefore, these findings give useful information for constructing a program against smoking or educating about smoking.

Associations of Blood Lead and Cadmium Levels with Hypertension using the Korea National Health and Nutrition Examination Survey III-VI (국민건강영양조사 자료를 활용한 혈 중 납과 카드뮴의 고혈압과의 관련성)

  • Seo, Jeong-Wook;Kim, Byoung-Gwon;Kim, Yu-Mi;Choe, Byeong-Moo;Seo, Sang-Min;Hong, Young-Seoub
    • Journal of Environmental Health Sciences
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    • v.44 no.4
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    • pp.380-390
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    • 2018
  • Objective: A significant association between blood lead levels and hypertension has been reported in many studies. The relationship between cadmium and hypertension has been debated as well. We aimed to study the association of lead, cadmium, and both with hypertension in the Korean general population. Methods: We examined 5,967 adult men and 6,074 women who participated in the Korea National Health and Nutrition Examination Survey III-VI (2005, 2008-2013 years). Logistic regression models were used to examine the relationship between blood lead concentration and blood cadmium concentration and hypertension using logtransformed blood lead and cadmium concentrations as independent variables after covariate adjustment. Results: Adjusted for general characteristics, the odds ratio of log-lead to hypertension was 2.71 (1.82-4.03), and log-cadmium to hypertension was 2.52 (1.83-3.47). Estimates were found to be statistically significant (p<0.001). When a multiple logistic model was applied, the odds ratio of log-lead and log-cadmium for hypertension were 2.24 (1.50-3.36) and 2.24 (1.62-3.10), respectively. The standardized estimate coefficients of log-lead and logcadmium for hypertension were 4.77 and 6.65, respectively. Conclusion: We observed the association of blood lead concentration, blood cadmium concentration, and both with hypertension. This study suggests that exposure to lead and exposure to cadmium are both risk factors for hypertension.

Association between Risk Factors of Metabolic Syndrome, Serum Uric Acid, and Urine pH in University Students (대학생의 대사증후군 위험요인과 혈청 요산 및 소변 내 산도와의 관련성)

  • Lee, Jinhwa;Park, Hyunju
    • Journal of Korean Biological Nursing Science
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    • v.15 no.4
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    • pp.237-246
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    • 2013
  • Purpose: A few Korean studies have reported that low urine acidity and hyperuricemia are related to metabolic syndrome. Therefore, we evaluated the relationships between urine pH, serum Uric Acid (UA), and metabolic risk factors in university students. Methods: Data were obtained from student health examinations in one university. Participants were 3,412 male and 4,214 female students. Descriptive statistics, t-test, logistic regressions and multiple logistic regression using SPSS version 18.0 were performed. Results: No significant relationship was found between metabolic risk factors and urine pH. From the univariate analysis, serum UA was significantly higher in obese ($BMI{\geq}25$), elevated blood pressure ($SBP{\geq}130$ and $DBP{\geq}85$), and higher triglyceride (${\geq}150$) groups for males and in obese, higher triglyceride and fasting blood sugar (${\geq}100$), and lower HDL-cholesterol (<50) groups for females. From the results of multivariate analysis, age, BMI, and triglyceride were significantly related to serum UA in males, BMI and HDL-cholesterol were significantly related to serum UA in females. Conclusion: Although there was no significant relationship between urinary pH and metabolic risk factors, significant associations between some of the metabolic risk factors and serum UA were found in the young adult population. Further studies are required to know the exact pathway between serum UA and metabolic syndrome.

Factors Influencing Mothers' Acceptance of Human Papillomavirus Vaccination to Prevent Cervical Cancer in their Daughters (딸의 자궁경부암 예방 관련 HPV 백신접종에 대한 어머니 수용도와 영향요인)

  • Kim, Hae-Won
    • Women's Health Nursing
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    • v.17 no.2
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    • pp.137-147
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    • 2011
  • Purpose: This study was done to examine mothers' acceptance and its influencing factors in daughters' human papillomavirus (HPV) vaccination to prevent cervical cancer. Methods: From July 20 to August 31, 2010, 220 mothers of unmarried daughters responded to self-administered questionnaires about their acceptance of HPV vaccination for their daughters and the optimal age for HPV vaccination. Descriptive statistics, univariate logistic and multiple logistic regression were used for data analysis with SPSS/WIN 12.0. Results: Mothers indicating their willingness to pay for their daughters to receive HPV vaccination accounted for 61.8%, and willingness with health insurance coverage, 84.5%. Mean optimal age for HPV vaccination was $19.78{\pm}3.96$) years. With self-payment the factor influencing mothers willingness was necessity of HPV vaccination (OR= 30.45, 95% CI=10.33~89.15). With health insurance coverage, income (OR=3.02, 95% CI: 1.19~7.62), necessity of HPV vaccination (OR=15.05, 95% CI=4.15~54.64), concern about HPV vaccine safety (OR=2.99, 95% CI=1.15~7.76), and experience of Pap test (OR=3.16, 95% CI=1.24~8.05) were factors influencing mothers willingness. Other influencing factors were optimal age for HPV vaccination, knowing about HPV (OR=7.66, 95% CI=2.19~26.82), and age of youngest daughter (OR=3.95, 95% CI=1.34~11.68). Conclusion: Financial support is anticipated for low income families in a primary approach to increase HPV vaccination. And focusing on earlier age and concerns about vaccination are necessary to gain mothers' acceptance.

A Study on the Outcome of International Trade Practice in Commitment of Electronic Trade (전자무역의 몰입이 무역업무성과에 미치는 영향에 관한 연구)

  • Lee, Jeong-Ho
    • International Commerce and Information Review
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    • v.14 no.4
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    • pp.545-562
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    • 2012
  • This study tried to analyzed the relationship outcome and commitment in order to suggest to a outcome for commitment decision-making of e-trade. 6 hypothesis were constructed for analysis based on previous literature review. The subject of this study is to analyse on electronic trade practice outcome on the international trade practice commitment. This paper investigates the outcome determinants of e-trade commitment. There are 250 sended samples and 188 returns, 168 of them are analyzed on commitment for a electronic trade outcome. The first, multiple regression result shows that the international trade practice outcome are positively affected by the "Overseas market research commitment", "e-L/C Practice commitment", "Clearance Practice commitment", "e-B/L or global logistic commitment", "Payment or e-Nego commitment". However, The "Commerce practice commitment" factors does not affect in the electronic trade practice outcome.

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