• Title/Summary/Keyword: multiple logistic regression

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A Study on Factors for Sustaining Period and Willingness of Continuing of Self-employed Business (자영업의 지속기간과 지속의사의 영향요인에 관한 연구)

  • Hong Sung-Hee;Yoo Ka-Hyo;Kang Seyoung
    • Journal of Family Resource Management and Policy Review
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    • v.9 no.1
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    • pp.41-58
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    • 2005
  • The purpose of this study was to analyze the effect of the influencing factors on the continuity and the willingness of continuing self-employment. The sample of 321 was selected from self-employed workers living in Daegu. For data analysis, t-test, multiple regression, and logistic analysis were used. The major findings were as follows : 1. The sustaining period of self-employment were affected by gender, age, and educational attainment of self-employed workers, as well as the amount of starting capital, couple's partnership in business or not, and the type of industry in business. 2. Willingness to continue self-employment is more likely for those who without other income source, have positive vision with future economic prospects, have more satisfied with their self-employed work.

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Factors Related to Fall in Elderly Patients with Osteoporosis (골다공증 노인 환자의 낙상 관련요인에 관한 연구)

  • Kim, Ju-Yeun;Lee, Young-Whee;Ham, Ok-Kyung
    • Korean Journal of Adult Nursing
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    • v.21 no.2
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    • pp.257-267
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    • 2009
  • Purpose: The purpose of this study was to identify risk factors of fall and to examine its results among patients aged 60 and over diagnosed with osteoporosis. Methods: A retrospective descriptive survey was conducted with 91 patients admitted in a university hospital in a city. Data were collected using an interview method with a structured questionnaire, and were analyzed using descriptive statistics and multiple logistic regression. Results: In patients with osteoporosis, the intrinsic risk factors of falls were aging (OR = 3.742), gait disturbance (OR = 12.565), taking one or fewer medicine (OR = 7.873), and having two or more diseases (OR = 5.173). The extrinsic risk factors included the use of a bed (OR = 3.093), slippery floors (OR = 12.130), bathroom mat without anti-slip rubber backing (OR = 3.564), and presence of a night light on the passage from the bedroom to the bathroom (OR = 2.980). Conclusion: For the elderly aged over 70 who are most vulnerable to falls, screening tests such as bone mineral density (BMD) should be conducted in health examinations and the risk of fracture caused by osteoporosis should be communicated to the vulnerable elderly. Besides, development of new exercise programs combining weightbearing exercise is needed to prevent bone loss and increase functional activities.

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Prevalence and Factors Associated with Opisthorchis viverrini Infection in Khammouane Province, Lao PDR

  • Saiyachak, Khamphanavanh;Tongsotsang, Sutthiporn;Saenrueang, Thitima;Moore, Malcolm A;Promthet, Supannee
    • Asian Pacific Journal of Cancer Prevention
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    • v.17 no.3
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    • pp.1589-1593
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    • 2016
  • Opisthorchis viverrini (OV) liver flukes are common parasites found in central and southern Laos and constitute a major public health problem in the country. Laos people continue to have the habit of extensively consuming raw or half-cooked fish which are intermediate hosts. This study aimed to determine the prevalence and factors associated with OV infection in the population of Thakek district, Khammouane Province. This cross-sectional analytic study covered 237 subjects who filled out structured questionnaires. Fecal examination for OV infection was performed by Kato's thick smear method. Data analysis was carried out using STATA Version 10.0. Multiple logistic regression was applied. The results showed that the infection rate of OV was 54.8%. Factors associated with OV infections were gender, a habit of defecation in fields and raw fish (goi bplaa dip) consumption. Opisthorchiasis and associated cholangiocarcinoma development thus appear to remain as important concerns in Laos.

Methylenetetrahydrofolate Reductase Gene Germ-Line C677T and A1298C SNPs are Associated with Colorectal Cancer Risk in the Turkish Population

  • Ozen, Filiz;Sen, Metin;Ozdemir, Ozturk
    • Asian Pacific Journal of Cancer Prevention
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    • v.15 no.18
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    • pp.7731-7735
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    • 2014
  • Colorectal cancer (CRC) is the third most common cause of death due to cancer in the worldwide and the incidence is also increasing in Turkey. Our present aim was to investigate any association between germ-line methylenetetrahydrofolate reductase (MTHFR) C677T and A1298C polymorphisms and CRC risk in Turkey. A total of 86 CRC cases and 212 control individuals of the same ethnicity were included in the current study. Peripheral blood-DNA samples were used for genotyping by StripAssay technique, based on the reverse-hybridization principle and real-time PCR methods. Results were compared in Pearson Chi-square and multiple logistic regression models. The MTHFR 677TT (homozygous) genotype was found in 20.9% and the T allele frequency 4.2-fold increased in CRC when compared with the control group.The second SNP MTHFR 1298CC (homozygous) genotype was found in 14.0% and the C allele frequency 1.4-fold elevated in the CRC group. The current data suggest strong associations between both SNPs of germ-line MTHFR 677 C>T and 1298 A>C genotypes and CRC susceptibility in the Turkish population. Now the results need to be confirmed with a larger sample size.

Relationship between health behavior and oral symptoms in Korean adolescents (우리나라 청소년의 건강행태와 구강질환증상의 관련성)

  • Park, Ji-Hye;Kim, Chang-Suk
    • Journal of Korean society of Dental Hygiene
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    • v.15 no.5
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    • pp.813-821
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    • 2015
  • Objectives: The purpose of the study was to investigate the relationship between health behavior and oral symptoms in Korean adolescents. Methods: The subjects were 72,060 adolescents who were selected from the web-based survey of the 10th (2014) Korean Youth Risk Behavior of Korean Center for Disease Control. Data were analyzed by PASW statistics 18.0. A web-based self-reported questionnaire was completed by 74,167 middle and high school students. The subjects consisted of 36,470 boy students (52.2%) and 35,590 girl students (47.8%) from 400 middle schools and 400 high schools. Results: Multiple logistic regression analysis revealed that experience of oral symptoms were related with sex, age, academic achievement, economic status, alcohol drinking, moderate physical activity, muscular strength exercises, walking, fruit consumption, milk consumption, fast food consumption, snack consumption, daily tooth brushing frequency, use of fluoride toothpaste, school based oral health education, dental sealant and dental scaling. Conclusions: There were close relationship between heath behavior, oral health behavior, and experience of oral symptoms. To improve the health promotion for the adolescents, oral health program development and primary prevention strategy must be established.

Unmet Need and Inappropriate Use in Emergency Ambulance Service (응급 환자 이송서비스의 적절성: 미충족 의료와 부적절한 이용)

  • Kang, Kyunghee
    • Health Policy and Management
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    • v.24 no.4
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    • pp.357-366
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    • 2014
  • Background: The objective of this study was to evaluate the efficiency of an emergency ambulance system and to investigate socio-economic and clinical characteristics associated with emergency ambulance service. Methods: Based on 2011 Korea health panel, unmet need and inappropriate use of emergency ambulance service were measured by Gibson in 1977. Furthermore, the factors associated with unmet need and inappropriate use of emergency ambulance service were identified by Fisher's exact tests and multiple logistic regression models. Results: Unmet need, defined as the proportion of emergency patients who clinically need ambulance transportation but do not receive it, was found to be 59.8%. Inappropriate use, defined as the proportion of emergency patient receiving ambulance care who did not clinically need it, was found to be 37.2%. There were statistically significant differences between appropriate and inappropriate groups in overall variables of socio-economic and clinical characteristics. Specifically, gender, age, relationship to household, and reasons of visiting emergency department (accident/disease) were statistically significant factors associated with appropriate use of emergency ambulance service. Conclusion: Unmet ambulance need is a useful measure for patients needs assessment, and inappropriate ambulance use is a valid criteria in judging the efficiency of emergency ambulance system. To improve and understand emergency ambulance system, unmet need and inappropriate use of emergency ambulance service should be more concerned.

Factors Associated with Non-Participation in Health Screening for People with Disabilities (장애인의 건강검진 미수검에 영향을 미치는 요인)

  • Kim, Seok-Yeong;Lee, Jung-Chan;An, Byeung-Ki;Kim, Yang-Kyun
    • The Korean Journal of Health Service Management
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    • v.11 no.4
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    • pp.89-104
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    • 2017
  • Objectives : The purpose of this study was to find the determinants for non-participation in health screenings among the disabled. Methods : We used 2014-15 Korea Health Panel data and analyzed 1,073 people with disabilities older than 19 years to investigate the two-year health screening participation rates. Multiple logistic regression analyses were conducted to analyze the factors affecting non-participation in health screenings. Results : Of the 1,073 people with disabilities who were analyzed, 29.8% and 27.1% participated in NHI mass screenings and cancer screenings, respectively. In both screenings, non-participation rates were higher in people aged 19-49 and lower in people aged 50 -69 than those aged 70 or older; higher in people with lower education, higher in people with private health insurance; higher in people with fewer chronic diseases; and higher in people with severe disability ratings. Conclusions : People with disabilities should be provided with more appropriate preventive care services according to their disability types and severity compared to people without disabilities.

Comparative Application of Various Machine Learning Techniques for Lithology Predictions (다양한 기계학습 기법의 암상예측 적용성 비교 분석)

  • Jeong, Jina;Park, Eungyu
    • Journal of Soil and Groundwater Environment
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    • v.21 no.3
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    • pp.21-34
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    • 2016
  • In the present study, we applied various machine learning techniques comparatively for prediction of subsurface structures based on multiple secondary information (i.e., well-logging data). The machine learning techniques employed in this study are Naive Bayes classification (NB), artificial neural network (ANN), support vector machine (SVM) and logistic regression classification (LR). As an alternative model, conventional hidden Markov model (HMM) and modified hidden Markov model (mHMM) are used where additional information of transition probability between primary properties is incorporated in the predictions. In the comparisons, 16 boreholes consisted with four different materials are synthesized, which show directional non-stationarity in upward and downward directions. Futhermore, two types of the secondary information that is statistically related to each material are generated. From the comparative analysis with various case studies, the accuracies of the techniques become degenerated with inclusion of additive errors and small amount of the training data. For HMM predictions, the conventional HMM shows the similar accuracies with the models that does not relies on transition probability. However, the mHMM consistently shows the highest prediction accuracy among the test cases, which can be attributed to the consideration of geological nature in the training of the model.

Factors for Suicidal Ideation in Middle School Students by Gender

  • Chaung, Seung-Kyo;Kim, Chun-Gill;Yang, Soo;Lee, So Young
    • Journal of the Korean Society of School Health
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    • v.29 no.3
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    • pp.267-276
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    • 2016
  • Purpose: This study was conducted to identify the factors of suicidal ideation in middle school students by gender, and to announce the necessity of gaining upon a socio-cultural comprehension-based approach. Methods: Three middle schools were randomly selected from a pool of 21 middle schools in S City, and were stratified by school and grade. A total of 878 students were included in the analysis. Multiple logistic regression analysis was conducted to identify the factors that affect suicidal ideation by gender. Results: Suicidal ideation and depression scores of the female students were over twofold higher than those of the male students. The factor that was found to affect suicidal ideation in the male students was depression while for the female students the factors were visiting suicide-related websites, having friends who attempted to commit suicide, depression, and poor communication with one's parents. Conclusion: The findings in this study support gender differences in suicidal ideation, and suggest that building socio-cultural environments are needed to abate their negative emotions and to help youth find out their reasons to live.

Relationships between Short Sleep, Obesity, and Screen Time in High School Students (고등학생의 수면 부족, 비만, 스크린 타임 사이의 관련성 연구)

  • Ha, Yeongmi;Park, Hyunju
    • Journal of Korean Biological Nursing Science
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    • v.16 no.2
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    • pp.80-89
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    • 2014
  • Purpose: The purpose of this study was to investigate relationships between short sleep, obesity, and screen time. Methods: Data were obtained from a survey using a sample of 1,166 academic, and 597 vocational high school students. A structured questionnaire was used to assess demographics, hours spent in sleep, TV viewing, internet usage, and game playing. Obesity was determined using the body mass index. Descriptive statistics, Cochran Mantel Haenszel Chi-square test, and multiple logistic regression with dummy variables were performed. Results: Short sleep (<8 hours/day) was significantly related to obesity, not in academic school students, but in vocational school students. Academic high school students who had enough sleep (${\geq}8$ hours/day), had more time spent on TV viewing, internet usage, and game playing. Similar results were found in vocational high school students except for internet use. Interestingly, students with better school performance spent significantly less time in TV viewing, internet usage, and game playing, and therefore had a lower risk of obesity in academic school students. Conclusion: There is a significant relationship between short sleep and obesity that was found only in vocational high school students. The relationship between short sleep and screen time was not significant in Korean high school students.