• Title/Summary/Keyword: multinominal logistic regression

Search Result 32, Processing Time 0.022 seconds

An Analysis on the Determinants and Equity of the Postpartum Care Service Utilization (출산여성의 산후관리서비스 이용 결정요인과 형평성 분석)

  • Sakong, Jin;Park, Dahye
    • Health Policy and Management
    • /
    • v.27 no.4
    • /
    • pp.304-314
    • /
    • 2017
  • Background: This study aimed to analyze effects of postpartum care services to women after birth, identify the factors affecting their use, and examine the extent of income-related inequality in the postpartum care services utilization and expenditures using Korean Health Panel data between 2010 and 2013. Methods: The panel data of the year 2010-2013 of the 247 women after birth were used. First, EuroQoL-5D was used to evaluate the effects of postpartum care service to women's quality of life. Second, multinominal logistic regression analysis was used to identify determinants of the use of the postpartum care services. Finally, concentration index and HIwv (horizontal equity) index were used to find that the concentration index for the inequality in the use of postpartum care services showed negative sign, which implied pro-rich. Results: The estimation results showed that utilization of the postpartum services has a positive effect on women after birth. Also age, area of residence, and number of household members turn out to be the factors of using postpartum services. And there are inequality in the use of postpartum care services whose HIwv index showed positive sign, which implied pro-rich. Conclusion: Therefore, the government's policy of the postpartum care service is necessary to be expanded and diversified considering the personal characteristics and equity of the women after birth.

Regional Variance of Late Preterm Birth in Seven Metropolitan Cities of Korea: 2008-2012 (우리나라 대도시의 지역별 후기조기분만 발생에 관한 연구: 2008-2012)

  • Lim, Dar-Oh;Park, Sang-Hwa
    • The Korean Journal of Health Service Management
    • /
    • v.8 no.3
    • /
    • pp.147-155
    • /
    • 2014
  • The objective of the study was to analyze the regional variance of late preterm birth (LPT: 34-36 weeks) by analyzing 2008-2012 birth certificated data of seven metropolitan cities (536,984 births: primiparous singleton birth) from Korea Statistics. The odds ratio and 95% confidence intervals were calculated from multinominal logistic regression analyses to describe the regional variance of LPT adjusted for maternal and infantile variables. The highest incidence of LPT rate by region were observed in Ulsan metropolitan city (3.7 percent), and the lowest in Deajon metropolitan city (3.1 percent). After adjustment by logistic regression for infantile sex, maternal variables, there was a significant increase in the risk of late preterm birth in Ulsan metropolitan city (odds ratio: 1.21) as compared with the incidence of LPT in Deajon metropolitan city. The odds ratio of LPT by region were 1.17 in Daegu metropolitan city, 1.13 Busan metropolitan city, and 1.12 in Incheon metropolitan city. More research is required to understand the risk factors for late preterm birth in this area including socio-demographic factors, medical factors, and regional and environmental factors.

Factors and Categorization of Perception toward Social Capital for Korean Older Adults (한국 노년층의 사회자본에 대한 인식 유형화 및 영향요인)

  • Hong, Seokho;Hwang, Sunyoung;Kim, Soon Eun
    • 한국노년학
    • /
    • v.37 no.3
    • /
    • pp.707-726
    • /
    • 2017
  • Korea is proceeding to aging society at much faster pace than other countries. To alleviate various problems (health, environment, social relationships, psychology and emotion, and financial problems) of the elderly caused by aging society, there has been increasing attention to social capital. This study investigated types of ways that the elderly at individual level are aware of social capital and the characteristic. In addition, factors that influence the types were studied. Data from 1060 elderly with the age of 65 and older were collected in Korea. Excluding missing data on variables used in the study, data of 960 elderly were used for analyses. K-mean cluster analysis was conducted to investigate types of elderly awareness on social capital at individual level. Multinominal logistic regression was used to find out factors of the types. K-mean cluster analysis resulted in three types of awareness on social capital among the elderly: (1) potential of social capital; (2) severance of social capital; and (3) wealth of social capital. Multinominal logistic regression resulted in that compared to potential of social capital type, when the elderly were younger, inclination of politics was more progressive, they did not have religion, they did not reside in rural, and they did not live in multiplex housing, the elderly were more likely to be in severance of social capital type. Also, when the elderly were women, had higher education and standard of living, were Christian, and did not reside in rural regions. they tended to be in wealth of social capital type. Based on the study results about awareness on social capital among the elderly and factors related to the awareness types, practical and political suggestions that promote social capital to solve problems of the elderly were provided.

A Study of Social Network Type among Korean Older Persons: Focusing on Network Size, Frequencies of Contact, and Closeness (한국 노인의 사회적 연계망 유형: 연계망 크기, 접촉 빈도, 친밀도를 중심으로)

  • Chung, Kyunghee;Kang, Eun Na
    • 한국노년학
    • /
    • v.36 no.3
    • /
    • pp.765-783
    • /
    • 2016
  • This study examines 2014 National Survey on Older Koreans (10,279 persons aged 65 or above) to understand social networks among older Koreans. In order to classify the types of social relationships, the latent profile analysis is conducted based on such structural aspects of social networks as network size, frequencies of contact, and closeness. The results show that older Koreans can be categorized into 5 distinct social network types: disengaged (11.6%), ritual-family-focused (17.7%), close-family-focused (23.6%), close-restricted (28,4%), and diverse (18.8%). Characteristics by each social network type are compared and multinominal logistic regression analyses are applied to figure out the influencing factors of social network type. Older persons with disengaged social network ties tend to be overwhelmingly female, living alone, old-old, and of low socioeconomic status. On the other hand, older persons with diverse social network ties tend to be young-old and had highly-ranked jobs in their mid-life. Spouse/children are the focal point of social relationships in both ritual-family-focused and close-restricted social network. However, the proportion of men is higher in the close-family-focused type than in the ritual-family-focused. Older Koreans with close-restricted social network ties tend to be female, uneducated, and have engaged in agricultural and allied activities. This study discusses the implications of its findings and how research in this area should develop in the future.

A Study on Factors Influencing Consumer Purchase Intentions and Purposes in Direct-To-Consumer Genetic Test (소비자의뢰 유전자검사 구매 의도 및 목적에 영향을 미치는 요인 연구)

  • Park, Imsu;Jung, Ilyoung
    • Journal of Digital Convergence
    • /
    • v.17 no.7
    • /
    • pp.167-177
    • /
    • 2019
  • Innovation of genomics technology has recently been extended to Direct To Consumer Genetic Test (DTC-GT) which consumers purchase without requesting the service on medical institutes. In 2016, Korea has introduced the DTC-GT but the market size is small comparing to global market. This study analyzes consumers' purchase intentions and purposes and their influential factors based on 2018 consumer survey. According to the results of binominal and multinominal logistic regression, knowledge after purchase, attitude on medical care benefit, health status are statistically significant on purchase intentions. Purchase purposes are different on age group and related on medical care rather than health care. These results imply that DTC-GT is needed to improve consumer satisfaction, re-purchase and effective care service. This paper is expected to contribute on strategic directions for the new DTC-GT product development.

Factors Influencing the Stages of Change in Medication Adherence in Patients with Hypertension (고혈압 환자의 복약순응행위 변화단계에 영향을 미치는 요인)

  • Byeon, Young Soon;Kim, Soon Ock;Cho, Jeong-Hyun
    • Research in Community and Public Health Nursing
    • /
    • v.23 no.2
    • /
    • pp.189-200
    • /
    • 2012
  • Purpose: The purpose of this study is to identify factors associated with the stages of change in medication adherence in patients with hypertension. Methods: Participants were 323 patients with hypertension. Sociodemographic/medication-related characteristics, stages of change, processes of change, self efficacy and decisional balance were self-administered. Results: Stages of change were significantly different according to gender, age, job and living arrangement. A multinominal logistic regression analysis has revealed that gender, age, living arrangement, self-liberation, and self-efficacy were significantly associated with the precontemplation stage. Age and self-liberation were significantly associated with the contemplation stage. Gender, age, living arrangement, and self-liberation were significantly associated with the preparation stage. Gender and helping relationship were significantly associated with the action stage. This model explained 52.0% of the stages of change in medication adherence. Conclusion: The tailored intervention strategies based on the stages of change may be needed for improving medication adherence in patients with hypertension.

Intrinsic Motivation Factors Based on the Self-Determinant Theory for Regular Breast Cancer Screening

  • Jung, Su Mi;Jo, Heui-Sug
    • Asian Pacific Journal of Cancer Prevention
    • /
    • v.15 no.23
    • /
    • pp.10101-10106
    • /
    • 2015
  • The purpose of this study was to identify factors of intrinsic motivation that affect regular breast cancer screening and contribute to development of a program for strategies to improve effective breast cancer screening. Subjects were residing in South Korea Gangwon-Province and were female over 40 and under 69 years of age. For the investigation, the Intrinsic Motivation Inventory (IMI) was modified to the situation of cancer screening and was used to survey 905 inhabitants. Multinominal logistic regression analyses were conducted for regular breast cancer screening (RS), one-time breast cancer screening (OS) and non-breast cancer screening (NS). For statistical analysis, IBM SPSS 20.0 was utilized. The determinant factors between RS and NS were "perceived effort and choice" and "stress and strain" - internal motivations related to regular breast cancer screening. Also, determinant factors between RS and OS are "age" and "perceived effort and choice" for internal motivation related to cancer screening. To increase regular screening, strategies that address individual perceived effort and choice are recommended.

Patterns of Income and Household Expenses Arrangements and Determinants Within Dual-Income Families (맞벌이 가구의 수입관리 유형 및 가계비관리 유형과 영향요인)

  • Lee, Su-Jin
    • Journal of the Korean Home Economics Association
    • /
    • v.48 no.10
    • /
    • pp.51-64
    • /
    • 2010
  • The purpose of this study was to demonstrate the patterns of income and household expense arrangements within dual-income families. The data was obtained from the F-GENS Korea Panel Survey of Ochanomizu University. The responses were gathered from both married and unmarried people, primarily in Seoul and the metropolitan area, of ages ranging from 25 to 44. The sample for this study was comprised of data from 399 double-income households. Crosstab and multinominal logistic regression models were used to analyze the data. The results were as follows. First, dual-income families choose a pooling system as their income arrangement. Second, variables determining the income arrangement were the husband's age, school attainment, annual average income, and average working hour per day. Third, variables that affected the household expenses arrangement included the husband's level of schooling attained and the husband’s job type. Fourth, the ideology of the economic community effected both the income and household expenses arrangement.

Influencing factors of non-utilization of dental care among Korean adults: Using 2012 Korean National Health and Nutrition Survey (우리나라 성인의 치과의료이용 미수진 관련 요인)

  • Shim, Hyung-Soon;Kim, Song-Sook;Kim, Ji Hyun
    • Journal of Korean society of Dental Hygiene
    • /
    • v.15 no.5
    • /
    • pp.823-829
    • /
    • 2015
  • Objectives: The objective of the study was to investigate the related factors of non-utilization of dental care among Korean adults. Methods: Korean National Health and Nutrition Survey 2012 was carried out in South Korea. A total of 5,589 adults were interviewed and examined. A multinominal logistic regression model was used to estimate the odds ratio with 95% confidence intervals for the non-utilization of dental care. Results: The non-utilization of dental care was shown to have a badly perceived oral health status, less toothbrushing before sleeping(OR=1.18: 95% CI=1.00-1.39), periodontitis symptoms (OR=1.82: 95% CI=1.50-2.22), toothache experience (OR=2.03: 95% CI=1.75-2.34), TMJ symptom experience (OR=3.31: 95% CI=2.74-3.99), speaking problem (OR=1.87: 95% CI=1.75-2.34) and a partial dentures needs (OR=2.49: 95% CI=1.93-3.19). Conclusions: The non-utilization of dental care tended to have badly perceived oral health status, less toothbrushing before sleeping, periodontitis, toothache experience, TMJ symptom experience, speaking problem, and partial dentures needs.

Analysis of Relationship between Physical Activity and Energy Drinks Consumption in Korean Adolescents (한국 청소년의 신체활동과 에너지음료 섭취와의 관련성)

  • Yun, Haesun
    • Journal of the Korean Society of School Health
    • /
    • v.31 no.3
    • /
    • pp.196-202
    • /
    • 2018
  • Purpose: The purpose of this study was to analyze the relationship between physical activity and energy drinks consumption in Korean Adolescents. Methods: This study was a secondary data analysis using statistics from the 2017(13th) Korea Youth Risk Behavior Web-based Survey. The variables used in the study were physical activity, energy drinks consumption and socio-demographic characteristics such as gender, academic achievement, household economic status and weekly allowance. The data were analyzed by $x^2$ test and multinominal logistic regression and the results were presented in percentage. Results: As the number of days engaging in moderate and vigorous physical activities increased, the response that they consume energy drinks 'more than 5 times a week' also increased. The subjects who participated in a 'moderate' or 'high' level of moderate physical activity consumed 1.4 times more energy drinks than those who do not participate in physical activity. And the subjects who engaged in a 'low' or 'moderate' level of vigorous physical activity consumed about 1.3 times more energy drinks than those who don't work out. Conclusion: As the level and intensity of physical activity increased, the number and frequency of energy drinks consumption increased. The results of this study can be used as basic data for intervention programs to reduce energy drinks consumption and promote proper physical activity.