• Title/Summary/Keyword: Hierarchical logistic regression analysis

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Factors Affecting Opinions on Marriage of Unmarried Women in Their 30's in Korea: Based on 2012 Social Survey (한국 30대 미혼여성의 결혼견해 영향요인: 2012 사회조사 기반)

  • Lee, Sung-Hee;Gweon, Hyun-Soo
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.1
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    • pp.606-616
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    • 2015
  • This study was conducted in order to identify factors affecting opinions on marriage of unmarried women in their 30's in Korea. Analysis of data on 529 unmarried women in their 30's, which were taken from the 2012 social survey, was analyzed. Data were analyzed using ${\chi}^2$ test, hierarchical logistic regression analysis as well as descriptive statistics by SPSS version 20.0. Results showed that age(Exp(b)=.90,p=.025), opinions on divorce(Exp(b)=3.81,p<.001) and remarriage(Exp(b)=3.09,p=.001), and value on marriage(Exp(b)=.80,p<.001) were independent predictors of opinions on marriage. Economic activity(Exp(b)=19.58,p=.003) was found to be an independent predictor of opinions on marriage for the 35-39 year old women differ from 30-34 year old women predictors. Findings of this study indicate a need for developing family and marriage value-centered education and the low-fertility policy for the 35-39year old actively working women considering factors affecting opinions on marriage.

Association between Awareness of Nutrition Labels and Menstrual Cycle Irregularity in Korean Women: The Fifth Korea National Health and Nutrition Examination Survey (2010~2012)

  • Yoo, Hae Young;Ryu, Eunjung;Kim, Ji-Su;Han, Kyung-do
    • Journal of Korean Academy of Nursing
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    • v.47 no.1
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    • pp.133-141
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    • 2017
  • Purpose: The aim of this study was to identify the relationship between awareness of nutrition labeling and menstrual cycle irregularity in women from a nationally representative sample of the Korean population. Methods: A cross-sectional analysis was performed using hierarchical multi-variable logistic regression analysis models. A total of 4,324 women aged 19~54 years from the 2010~2012 Korean National Health and Nutrition Examination Survey participated in the study. The participants were classified into three groups based on self-report responses to a questionnaire about their awareness of nutrition labels: Reading, Not-Reading, and Not-Knowing Groups. Results: The Reading, Not-Reading, and Not-Knowing Groups comprised 46.4%, 44.9%, and 8.7% of the participants, respectively, and 53.6% of the participants had never used nutrition labels. In the Not-Knowing Group, irregular menstrual cycles for more than 3 months were significantly more common than women with irregular menstrual cycles for up to 3 months and women with regular menstrual cycles. Women in the Not-Knowing Group were more likely to exhibit menstrual cycle irregularity (adjusted odds ratio: 1.63, 95% confidence interval: 1.10~2.41) compared to women in the Reading Group after adjusting for age, body mass index, smoking status, alcohol intake, exercise regularity, stress, depression, suicidal ideation, metabolic syndrome, age at menarche, parity, and use of oral contraceptives. Conclusion: No awareness of nutrition labeling appears to be associated with a higher prevalence of menstrual cycle irregularity in a nationally representative group of Korean women.

Community Health Convergence through Analysis of Chronic Disease Influencing Factors -Focusing on 30-40s Adults in Sejong City- (만성질환 영향요인 분석을 통한 지역사회 건강융합 -세종특별자치시 30-40대를 중심으로-)

  • Lee, Mi-Kyoung;Jo, Ahra;Lim, Sun-Og
    • Journal of the Korea Convergence Society
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    • v.8 no.5
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    • pp.127-135
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    • 2017
  • The study was investigated for verifying the rate of diagnosis influencing factors for chronic diseases the people living in the Dong and Myeon in Sejong city. This study was secondary analysis based on the data from the Community Health Survey(2013-2015), totaling 1,067 people. The data were analyzed using a hierarchical logistic regression. The results showed that the probability of getting diagnosed with chronic diseases was 7.34 times higher for men than for women in the people living in the Dong. Also the group with less than three days of walking was 2.2 times higher than the other group who walked more than 3days. However, smoking group in the people living in the Myeon was 1.19 times higher than non-smoking group. As a result of the study, it was confirmed that it is necessary to develop a differentiated chronic disease prevention health care program adequate to Sejong city dweller.

The Analysis of Family Values and Depression of Korean Women Using LSTM :Based on the 2007-2018 Of Korean Longitudinal Survey of Women and Families (LSTM을 활용한 한국 여성의 가족가치관과 우울의 군집분석: 여성가족패널 2007-2018년 자료를 중심으로)

  • Oh, Young-Eun;Choo, Joo-Hee;Oh, Seung-Won
    • The Journal of the Korea Contents Association
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    • v.22 no.4
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    • pp.433-444
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    • 2022
  • This study aimed to identify the change trajectories and clusters of Korean women's family values and depression levels, and the factors affecting depression, to use balanced panel data from the 1st to 7th rounds of the Korea Longitudinal Survey of Women and Families(KLSWF). The subjects of this study were 5,048 female panelists who participated in the KLSWF, and LSTM analysis was conducted using Python to divide the clusters of Korean women suffering from depression. In addition, descriptive statistical analysis, ANOVA, multinomial logistic regression analysis, and hierarchical regression analysis were analyzed using SPSS 23.0. Results, It was confirmed that women's depression increased with age, and family values had a significant impact on depression. It was found that the more open the marriage values of women in the married group, the higher the level of depression. The family values trajectory and depression level of the analyzed subjects were not a single pattern, but included four clusters. To prevent depression among Korean women and provide more concrete interventions, a humanities and sociological system that can identify depression groups should be prepared.

A Study on the Relationship between Individual Patient Behavior, Medical Care Level and Therapeutic Compliance: Community Health Survey (개인 건강행태 및 지역보건의료 수준과 치료순응의 관계: 지역사회 건강조사 바탕으로)

  • Kim, Young-Ran;Lee, Tae-Yong;Park, Chang-Soo
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.5
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    • pp.104-115
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    • 2016
  • Objective: This study was conducted in order to investigate the effects of individual patient behavior regarding the health and medical care level on their therapeutic compliance for people diagnosed with high blood pressure by a physician, in order to evaluate the impact of treatment compliance. In this study, the therapeutic compliance was defined as the hypertension drug cure rate. The current blood pressure controls were persons about 30 years of age diagnosed with high blood pressure by their doctor one month fraction of the people who take more than 20 days (30 days). Methods: The data was analyzed by using the X2-test for different comparisons of the therapeutic compliance in the individual characteristics and using a two-stage multilevel logistic regression to identify the community variance of the related index of high blood pressure therapeutic compliance using the data from 229 adults over the age of 19 in a community health survey conducted in 2010. The Spss 18.0 statistical program was used with HLM 7 (hierarchical linear model) Results: It was found that the rate of therapeutic compliance was affected by the individual health behavior and health and medical care levels. Conclusion: In this study, although the odds ratio of the variable region of the high level of health care, I was able Unlike previous studies and focuses on the personal level of variation found variations in the local health care level was a significant. More studies on multilevel analysis are needed in the future considering regional level data.

A Study on Medical Costs for Patients with Vertigo Based on 2014 Health Insurance Review & Assessment Service-National Patients Sample Data (2014년 건강보험심사평가원 환자표본데이터 분석을 이용한 현훈환자의 의료비용에 관한 연구)

  • Kim, Bong Joo;Kang, Hyung Won;Kim, Nam-Kwen;Seo, Eun-Sung
    • Journal of Oriental Neuropsychiatry
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    • v.29 no.3
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    • pp.135-144
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    • 2018
  • Objectives: The purpose of this study was to analyze the medical cost for patients with vertigo and to examine associations between chronic vertigo and mental disorder using 2014 Health Insurance Review & Assessment Service-National Patients Sample (HIRA-NPS). Methods: We analyzed sociodemographic characteristics, medical cost and medical care use pattern for vertigo patients. We used hierarchical multiple logistic regression analysis to examine odds ratio between chronic vertigo and mental disorder. Results: A total of 46,502 people and 118,504 claims data were identified for vertigo cases. Characteristics of vertigo patients have significant differences on proportion of female patients (68.36%), patients' average age (54.98) and proportion of medical assistance (5.76%) compared with non-vertigo patients. Results revealed that Korean medicine are one of frequent methods among total treatments for vertigo patients. Total days of medical care and total costs are 2.78 days and 111,362 won, respectively, and days for outpatients in Korean medical care (mean: 2.26 days) are more than those (mean: 5.05 days) in Western medical care. There is significant difference relative to sex between acute vertigo and chronic vertigo. The odds ratio between chronic vertigo and mental disorder is estimated as 1.34, that means risk of becoming chronic is 34% higher for vertigo patients with mental disorder. Conclusions: This study assessed socio-demographic characteristics, medical care use and expenses related to vertigo, and estimated associations between chronic vertigo and mental disorder. Findings provide a basis for economic evaluation studies on vertigo patients and development of clinical practice guidelines for vertigo patients with mental disorder.

Nutritional Status and the Characteristics Related to Malnutrition in Children Under Five Years of Age in Nghean, Vietnam

  • Hien, Nguyen Ngoc;Kam, Sin
    • Journal of Preventive Medicine and Public Health
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    • v.41 no.4
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    • pp.232-240
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    • 2008
  • Objectives: This study was conducted to assess the nutritional status and characteristics related to malnutrition in children less than five years of age in Nghean, Vietnam. Methods: In this study, which was conducted in November 2007, 650 child-mother pairs were selected using a two-stage cluster sampling methodology. A structured questionnaire was then administered to the mothers in their home settings. Anthropometric measurement was then used to determine if children were underweight (weight-for-age), wasting (weight-for-height) and stunting (height-for-age) based on reference data from the National Center for Health Statistics (NCHS)/World Health Organization (WHO). Logistic regression analysis was then used to describe the hierarchical relationships between potential risk factors and malnutrition. Results: The mean Z-scores for weight-for-age, height-for-age and weight-for-height were -1.46 (95% CI=-1.57, -1.35), -1.44 (95% CI=-1.56, -1.32) and -0.71 (95% CI=-0.82, -0.60), respectively. Of the children included in this study, 193 (31.8%) were underweight, 269 (44.3%) were stunting and 72 (11.9%) were wasting. Region of residence, the mother's level of education and occupation, household size, number of children in the family, weight at birth and duration of exclusive breastfeeding were found to be significantly related to malnutrition. Conclusions: The findings of this study indicate that malnutrition is still an important problem among children less than five years of age in Nghean, Vietnam. In addition, maternal, socio-economic and environment factors were found to be significant factors for malnutrition among children under five.

Risk Factors for Suicidal Ideation across the Life Cycle among Korean Adults: Korean Psycho-social Anxiety Survey (한국 성인의 생애주기별 자살생각의 위험요인: 한국 사회·심리적 불안 조사)

  • Lee, Si Eun
    • Korean Journal of Adult Nursing
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    • v.29 no.2
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    • pp.109-118
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    • 2017
  • Purpose: To identify the risk factors for suicidal ideation across the life cycle among Korean adults using data from 2015 Korean Psycho-social Anxiety Survey. Methods: The data were statistically analyzed using hierarchical logistic regression analysis. Results: The factors associated with suicidal ideation among the young adult group were education level (odds ratio [OR] 1.62, 95% confidence interval [CI] 1.05~2.49), self-esteem (OR 1.19, 95% CI 1.12~1.27), stress (OR 3.26, 95% CI 2.07~5.15), anger control problems (OR 3.58, 95% CI 2.34~5.50), and depression (OR 2.59, 95% CI 1.66~4.04) whereas among the middle-aged adults the factors were education level (OR 1.58, 95% CI 1.12~2.23), existence of a spouse (OR 2.55, 95% CI 1.72~3.78), self-esteem (OR 1.13, 95% CI 1.08~1.18), stress (OR 2.46, 95% CI 1.81~3.33), anger control problems (OR 1.70, 95% CI 1.22~2.36), and depression (OR 2.64, 95% CI 1.91~3.64). Among the older adult group the findings were the existence of a spouse (OR 2.16, 95% CI 1.37~3.39), self-esteem (OR 1.22, 95% CI 1.13~1.32), stress (OR 2.21, 95% CI 1.38~3.54), anxiety (OR 2.42, 95% CI 1.46~4.02), and depression (OR 2.48, 95% CI 1.30~4.72). Conclusion: The findings suggest that there may be a need for different suicide intervention programs to decrease suicidal ideation across the life cycle.

West African Pregnancy Experienced Women's Self-Rated Health and Related Factors: Case of Democratic Republic of the Congo (서아프리카 임신경험 여성들의 주관적 건강상태와 관련 요인: 콩고민주공화국 사례를 중심으로)

  • Lee, Hyeong Il;Nam, Eun Woo;Song, Jin Sung
    • Health Policy and Management
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    • v.24 no.1
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    • pp.85-91
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    • 2014
  • Background: This study aims to analyze West African pregnancy experienced women's self-rated health and related factors in Democratic Republic (DR) of the Congo, and provide basic data which can be used in developing maternal and child heath projects and health promotion programs to enhance women's self-rated health in the DR Congo. Methods: A survey was conducted among 400 women, 300 of whom were from Kenge and 100 from Boko in Bandundu Province. Three hundred and fifty-two questionnaires were administered on factors expected to affect the self-rated health, categorized into basic information and economic status of respondents, healthcare service, and illness patterns. The hierarchical logistic regression analysis was performed taking each variable into account. Results: The results show that those who have had nutrition education, work in the office, have no health insurance, or have had no illness for the last one year perceive themselves to be in good health. Conclusion: To improve the self-rated health status and promote maternal and child health in DR Congo, the results suggest that the government or relevant agencies should develop programs to educate people regarding health and nutrition, and policies based on the right status of each country. Systems are also required for healthcare at all social levels along with aspects to avoid illness in daily life.

Risk Factors for Falls in the Elderly by Life-cycle (노인생애주기에 따른 낙상요인)

  • Kim, Jong-Min;Suh, Hye-Kyung
    • Korean Journal of Health Education and Promotion
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    • v.27 no.1
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    • pp.21-34
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    • 2010
  • Objectives: The objective of this study was to investigate risk factors for falls in the elderly by life-cycle. Methods: This study used the data on 435 male and female elderly generated from a survey taken at 21 Welfare Centers for the Elderly in Seoul. The incidence of demographic characteristics, physical changes brought about with ageing, health-related behavior, chronic diseases, and environmental characteristics on falls in the elderly was analyzed. Hierarchical Logistic Regression analysis was also conducted to investigate the incidence by life-cycle (early-mid-late stage) and the results were used for predicting falls. Results: The incidence of risk factors on falls varied across life-cycle. Among the elderly in the early (ages from 65 through 74), marital status, the existence of a companion, the quality of sleep, the chronic diseases, and the condition of the bathroom floor were found to be related to falls. Among those in the mid-stage (ages from 75 through 84), sex, marital status, the existence of a companion, hearing capacity, sense of balancing, chronic diseases, the exclusive use of rooms, and the side bar with bath tub were found to affect falls. Finally, for the elderly in their late stage (85 years of age and older), drinking and vision were found to be related to falls. Conclusion: The incidence of risk factors on falls was found to vary according the stage in the elderly. A key implication of this finding is that falls prevention programs and interventions must be catered to specific age sub-groups.