• Title/Summary/Keyword: multiple logistic regression

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Effect of Physical Activity on Blood Sugar Control in Young and Middle-aged Diabetic Patients Using the 8th Korea National Health and Nutrition Examination Survey Data (국민건강영양조사 자료를 이용한 청년 및 중·장년층 당뇨병 환자의 신체활동량이 혈당조절에 미치는 영향 분석)

  • Tae-Hyeon Lee;Il-Su Park
    • Journal of The Korean Society of Integrative Medicine
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    • v.12 no.3
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    • pp.227-236
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    • 2024
  • Purpose : The number of young patients with diabetes is on the rise, and they face challenges in managing their blood sugar levels. This study aimed to investigate the effect of physical activity on blood sugar control in young and middle-aged patients with diabetes aged 19-64 years using data from the 8th Korea National Health and Nutrition Examination Survey (2019-2021). Methods : Blood sugar control in patients with diabetes was determined based on FBG 110 mg/㎗, and physical activity was measured using physical activity categories that considered the sum of walking, moderate intensity, and high intensity. Statistical analysis was conducted using SAS 9.4, and the Rao-Scott chi-square test was conducted to determine differences in blood sugar control based on the sociodemographic characteristics and physical activity of patients with diabetes. Complex-sample multiple logistic regression analysis was conducted to assess the effect of physical activity on blood sugar control. Results : There were statistically significant differences in blood sugar control between young and middle-aged patients with diabetes, depending on sex, age, marital status, obesity, and amount of physical activity. As a result of the complex sample simple logistic regression analysis without adjusting for variables, the non-physical activity group was found to have a higher risk of blood sugar dysregulation than the health-promoting physical activity group (OR: 2.80). Complex-sample multiple logistic regression analysis with control variables showed that the non-physical activity group had a higher risk of blood sugar dysregulation than the health-promoting physical activity group (OR: 3.70). Conclusion : Multifaceted efforts are needed to develop health intervention programs that can increase physical activity, diabetes awareness, and treatment rates, including controlling blood sugar levels and preventing complications in young and middle-aged patients with diabetes.

Variables Affecting Turnover Among Korean Early Childhood Educators (근무여건과 개인적인 특성에 따른 소진이 유아교육 교사의 이직에 미치는 영향)

  • Shim, Sook-Young
    • Korean Journal of Child Studies
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    • v.20 no.3
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    • pp.339-349
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    • 1999
  • Multiple regression and stepwise logistic regression was conducted to examine the relationships of work conditions, individual characteristics, and burnout (emotional exhaustion, depersonalization, personal fulfillment). Subjects were 144 early childhood educators. Teachers most likely to leave the profession were more educated, has less teaching experience and reported higher levels of burnout (i.e. high emotional exhaustion and lower personal fulfillment). Turnover was also predicted by high depersonalization, lower personal fulfillment, working overtime, and perceived choice of other jobs. Implications of these results for early childhood programs were discussed.

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Low Back Pain of Some Taxi Drivers in Gimhae City, Kyung Nam and Related Factors (경남 김해시 소재 일부 택시 운전기사들의 요통경험 및 관련요인)

  • Kim, Sung-Mi;Wang, Cheol-Min;Ahn, Duck-Hyun
    • Physical Therapy Korea
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    • v.12 no.3
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    • pp.84-93
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    • 2005
  • The purpose of this study was to find prevalence and the relevant factors of low back pain among taxi-drivers. Information were obtained by a self-administered questionnaire during september, 2004, from 83 taxi-drivers in Gimhae, Kyung Nam province. The data were analyzed by chi-square test and Multiple Logistic Regression(if this is a proper noun, it needs to be capital, if not it needs lower case) by using SPSS 10.0 program. The result were as follows: 1) The prevalence rate of low back pain during lifetime was 81.9% among 83 taxi-drivers. 2) Statistically significant factors related to low back pain during lifetime were sleeping time(p<.05). 3) Through the multiple logistic regression, significantly relevant factors with low back pain were alcohol drinking (OR=.017, 95% CI=.001~.509), and sleeping time (OR=.111, 95% CI=.020~.636). It is necessary to study on a preventive measure of low back pain and systematic human engineering approach through objective clinical research.

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Fall Experience and Risk Factors for Falls among the Community-dwelling Elderly (지역사회 재가노인의 낙상경험과 낙상위험요인)

  • Kim, Young Hee;Yang, Kyung Hee;Park, Kum Sook
    • Journal of muscle and joint health
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    • v.20 no.2
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    • pp.91-101
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    • 2013
  • Purpose: The purpose of this study was to investigate the experience of falls and identify risk factors associated with falls. Methods: The participants were 233 community-dwelling elderly people in two cities. Data were collected by interviewing the elderly with structured questionnaires from May to June, 2012. For data analysis, descriptive statistics and multiple logistic regression were performed using SPSS version 17.0. Results: Age, educational level, living arrangement, health status, the use of assistive devices, the number of medication, hypertension, arthralgia, dizziness, fall efficacy, fear of falling, activity of daily living, and quality of life were significant associated with fall experience. Through multiple logistic regression analysis, arthralgia, dizziness, fall efficacy, and fear of falling were identified as significant predictors of falls. Conclusion: It is important to identify the risk factors for falls among the elderly living in community. Fall prevention interventions should be multifactorial, especially for the elderly who were identified as the high risk group.

Personal and Social Environmental Factors Affecting Leisure Time Physical Activity in Adults Living in Rural Areas (읍면지역 성인의 여가시간 신체활동에 영향을 미치는 개인적, 사회적 환경 요인)

  • Kim, Bongjeong
    • Journal of Korean Public Health Nursing
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    • v.32 no.1
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    • pp.56-68
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    • 2018
  • Purpose: This study was conducted to examine the personal and social environmental factors affecting leisure time physical activity (LTPA) among adults living in rural communities. Methods: A cross-sectional study was conducted with a convenience sample of 282 adults living in three rural towns of Chungcheongbuk province. Leisure time physical activity was assessed through the Korean version of the Global Physical Activity Questionnaire (GPAQ), and social influence and social cohesion of social environment were assessed using reliable and validated measures. Multiple logistic regression analysis was conducted to explore personal and social environmental factors associated with LTPA. Results: The overall prevalence of leisure-time physical activity (LTPA) was 40.0%. Multiple logistic regression analysis showed that LTPA participation was associated with gender (OR=2.60, 95% CI=1.47-4.58), healthy eating (OR=1.15, 95% CI=1.01-1.31), unhealthy eating (OR=0.70, 95% CI=0.53-0.93) and social influence for physical activity (OR=1.11, 95% CI=1.03-1.20). However, social cohesion was not correlated with engaging in LTPA. Conclusion: Both personal and social environmental factors are associated with LPTA among rural adults living in Eup-Myen regions. Interventions to promote LTPA would likely benefit from considering healthy dietary intake and social influence for physical activity.

Sleep Patterns and Factors Associated with Excessive Daytime Sleepiness in University Students (대학생의 수면양상과 주간졸음증에 영향을 미치는 요인)

  • Yi, Hyeryeon;Shin, Mee-Kyung;Won, Jongsoon
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.19 no.4
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    • pp.425-433
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    • 2012
  • Purpose: The purpose of this study was to investigate sleep patterns and predictors of excessive daytime sleepiness (EDS) in university students. Methods: Participants were 120 university students who were attending two universities in S-city and C-city. Data were collected from May 20 to June 15, 2012 using self-report questionnaires which included Johns' Epworth Sleepiness Scale, Yi's Sleep Quality Scale, and Beck Depression Inventory. Data were digitalized and analyzed using frequency, percentages, means and standard deviations, Wilcoxon rank sum test, Chi-square test, Fisher's exact test, and multiple logistic regression with SAS 9.0. Results: Mean total sleep time was 6.6 hours on weekdays, 8.1 hours on weekends. Mean sleep latency was 19.1 minutes and the score for mean sleep quality was 22.6. Prevalence of EDS was 12.5%. Depression was significantly different between EDS and Non-EDS students (t=2.17, p=.030). Multiple logistic regression showed that the only factor associated with EDS was depression (adjusted odds ratio of depression=5.33, 95% Confidence Interval=1.49-19.04). Conclusion: Results of this study indicate that university students experience short sleep time, low sleep quality, and common EDS with depression, suggesting that students with complaints of EDS should be completely assessed for depression as well as sleep problems.

Factors Associated with Physical Activity and Sedentary Behavior among Elementary School Students (일부 초등학교 5, 6학년 학생의 신체활동과 좌식생활 관련 요인)

  • Kim, Bong-Jeong
    • Korean Journal of Health Education and Promotion
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    • v.27 no.3
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    • pp.33-47
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    • 2010
  • Objectives: The purpose of this study was to identify personal and social environmental factors associated with physical activity and sedentary behavior among elementary school students. Methods: Cross-sectional self-reported data were collected from a conveniently clustering sample population of 1538 grade 5 to 6 students attending 19 elementary schools in Seoul metropolitan city and Gyeonggi province. Data were statistically analyzed using Chi-square test and multiple logistic regression analysis. Results: In multiple logistic regression analyses, significant factors that were associated with schoolchildren's physical activity were gender, father's job, social support for physical activity, friend support, participation in school physical education class. Father's education level, mother's job, family functioning and urban residents were significantly associated with TV viewing and gender, age, BMI(obesity), mother's job, family functioning and urban residents were significantly associated with playing computer games among elementary schoolchildren. These results showed that physical activity among elementary school students was most associated with social environmental factors and sedentary behavior among school students was most associated with personal and family environment factors. Conclusion: Health care providers should develop interventions to improve these family and social environmental factors to increase physical activity levels and to decrease sedentary behavior among elementary schoolchildren.

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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Predictors associated with Occurrence of Needlestick Injuries in Clinical Practicum among Nursing Students (간호대학생의 임상실습 중 주사침 자상 발생 예측요인)

  • Lee, Jae-Young;Park, Jeong Sook
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.24 no.1
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    • pp.84-94
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    • 2017
  • Purpose: The purpose of this study was to identify prevalence and risk factors of needlestick injuries (NSI) among nursing students. Methods: Data were collected using self-administered questionnaires which included general and practical characteristics, safe environment risk factors, knowledge, attitude, and preventive behavior associated with NSI. Data were conducted from December 14-20, 2014 and analyzed using $x^2$ test and multiple logistic regression. Results: The incidence rate of NSI was 20.2%. Multiple logistic regression analysis identified four predictors for NSI which were statistically significan; carelessness (OR=1.49, 95% CI=1.04~2.11), status of hospital, university affiliated (OR=1.93, 95% CI=1.35~2.75), knowledge about handing the needle after NSI (OR=1.42, 95% CI=1.00~2.03), and barriers to NSI preventive behavior (OR=1.48, 95% CI=1.04~2.12). Conclusion: Management of carelessness and barriers to NSI preventive behavior are essential elements for reducing the risk of NSI in nursing students. It is necessary to develop a specific NSI precaution program for nursing students.

Effects of job satisfaction and patients satisfaction on medical profit at public hospitals (공공병원 직원의 직무만족도 및 환자 만족도가 의료수익에 미치는 영향)

  • Hwang, Eun Jeong
    • Korea Journal of Hospital Management
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    • v.19 no.2
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    • pp.12-21
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    • 2014
  • Purpose: This study was conducted to examine the factors associated with medical profit per bed related job satisfaction and patients satisfaction in public hospitals. Method: A cross-sectional survey was conducted through staff and patients in 39 hospitals (34 local province hospitals, and 5 red-cross hospitals) from September to October in 2011. A questionnaire was designed to collect information on job satisfaction, inpatients and outpatients satisfaction. The data of medical profit per bed was collected in 2011 annual financial reports from each 39 hospitals. Finally, data from 5,521 staff, 1,730 in-patients and 1,730 out-patients were analyzed. Multiple logistic regression analysis was performed to determine factors associated with medical profit per bed related job satisfaction and patients satisfaction in public hospitals. Results: The medical profit was positively correlated with job satisfaction of staff. As the results of multiple logistic regression, the significant variables of medical profit per bed, were communication satisfaction of staff(OR=0.48, 95% CI=0.25-0.91), hospital environment satisfaction of in-patients(OR=1.53, 95% CI=1.05-2.22). Conclusion: The satisfaction of patient and staff were significantly effect to medical profit in public hospitals. The Government and administrators have make an effort to improve satisfaction of staff and patients in public hospitals.

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