• Title/Summary/Keyword: Regressions Model

Search Result 157, Processing Time 0.028 seconds

The Impact of Social Isolation on Health-related Quality of Life of Older Adults Living Alone (독거노인의 사회적 고립이 건강관련 삶의 질에 미치는 영향)

  • Kim, Ahrin
    • Journal of Digital Convergence
    • /
    • v.18 no.8
    • /
    • pp.343-351
    • /
    • 2020
  • The purpose of this study was to investigate social networks, loneliness, and sleep quality related to health-related quality of life in older adults living alone. Data were collected from 111 community-dwelling elderly. The data were analyzed using descriptive statistics, independent t-test, one-way ANOVA, Pearson's correlation coefficients, and multiple linear regressions with IBM SPSS 26.0 program. In multiple regression analysis, physical component summary (PCS) was predicted by the level of education (β=.20, p=.020), social networks (β=.31, p=.012), and sleep quality (β=-.23, p=.011). The model including these variables accounted for 25.7% of the variance in the PCS. Mental component summary (MCS) was predicted by loneliness (β=-.37, p=.004). Loneliness accounted for 31.7% of the variance in the MCS. In order to enhance the health-related quality of life of the older adults living alone, the intervention program to resolve social isolation should be provided for them.

Analysis of the Mechanism of Automated Speed Enforcement Systems on Traffic Safety (자동과속단속시스템의 교통안전개선 메커니즘 분석)

  • 강정규;현철승;오세리
    • Journal of Korean Society of Transportation
    • /
    • v.17 no.1
    • /
    • pp.187-196
    • /
    • 1999
  • The increasing interest in the use of Automated Speed Enforcement (ASE) systems in Korea enables to enforce speed violation by National Police Agency. We have analyzed the mechanism of ASE systems on traffic safety throughout Korea. 1 The data collected on a 2km road-section of each 32 ASE stations during one rear period indicate significant safety improvement. The results were (a) a decrease in the total number of accidents of 28%, (b) a decrease in the number of fatalities of 60%. 2. The study also that ASE systems are effective to reduce average speed, speed variance, and short headway. 3. Based on the operational data collected at 15 locations, an aggregate safety prediction model is proposed as a multiple regressions form. The primary operational variables that appear to affect the frequencies of accident are : average speed, speed variance, and the number of vehicles exceeding 30km/h of posted speed limit.

  • PDF

Identifying and Predicting Adolescent Smoking Trajectories in Korea (청소년기 흡연 발달궤적 변화와 예측요인)

  • Chung, Ick-joong
    • Korean Journal of Social Welfare Studies
    • /
    • no.39
    • /
    • pp.5-28
    • /
    • 2008
  • The purpose of this study is two-fold: 1) to identify different adolescent smoking trajectories in Korea; and 2) to examine predictors of those smoking trajectories within a social developmental frame. Data were from the Korea Youth Panel Survey(KYPS), a longitudinal study of 3,449 youths followed since 2003. Using semi-parametric group-based modeling, four smoking trajectories were identified: non initiators, late onsetters, experimenters, and escalators. Multinomial logistic regressions were then used to identify risk and protective factors that distinguish the trajectory groups from one another. Among non smokers at age 13, late onsetters were distinguished from non initiators by a variety of factors in every ecological domain. Among youths who already smoked at age 13, escalators who increased their smoking were distinguished from experimenters who almost desisted from smoking by age 17 by self-esteem and academic achievement. Finally, implications for youth welfare practice from this study were discussed.

Development of Climate Data Management System Based on Satellite Imagery for Asia-Pacific Regions (아시아-태평양 지역 대상 위성영상 기반 기후 자료 관리 시스템 개발)

  • Park, Jihoon;Park, Kyungwon;Jung, Imgook;Cho, Wonil
    • Proceedings of the Korea Water Resources Association Conference
    • /
    • 2019.05a
    • /
    • pp.23-23
    • /
    • 2019
  • 본 연구의 목적은 아시아-태평양 지역을 대상으로 위성영상 기반 고해상도의 신뢰성이 있고 쉽게 접근할 수 있는 강수 자료를 제공하는 데 있다. 본 연구에서 개발한 기후 관리 시스템은 총 3가지의 위성자료(원시위성자료, 편의보정한 위성자료, 공간상세화한 위성자료)를 제공한다. 위성자료의 공간해상도는 $0.1^{\circ}$, $0.05^{\circ}$이며, 시간해상도는 1 day이다. 비교적 신뢰성이 높은 기후 자료가 구축된 한반도를 대상으로 위성영상 편의보정, 공간상세화 기법을 검증하고, 개발한 기법을 아시아-태평양에 위치한 바누아투에 적용하여 기후 자료를 생산하였다. 원시위성자료는 TRMM (Tropical Rainfall Measurement Mission) 위성과 GPM (Global Precipitation Mission) 위성을 사용하여 구축하였다. 편의보정은 GRA-IDW (Geographical Ratio Analysis-Inverse Distance Weighted), GRA-Kriging, QM (Quantile Mapping) 기법을 검토하여 본 연구에 적합한 알고리즘을 개발하고 이 중 최적의 결과를 보여주는 GRA-IDW 기법을 최종적으로 선정하였다. 공간상세화는 PRISM (Parameter-elevation Regressions on Independent Slopes Model)을 선정하여 수행하였다. 원시위성자료를 검증한 결과를 살펴보면 상관계수는 1998년부터 2017년까지 0.775로 비교적 정확도가 높게 나왔다. bias 값은 원시위성자료 값이 지상관측자료보다 과대추정하는 것으로 나타났다. 최종적인 편의보정 기법으로 GRA-IDW 기법을 선정하여 편의보정한 위성자료를 생산하였다. 공간상세화한 위성자료를 검증한 결과를 앞서 분석한 원시위성자료, 편의보정한 위성자료와 비교하면, 공간상세화를 수행하기 전보다 상관계수는 다소 작아지고, RMSE는 커지는 것으로 나타나나 그 차이가 크지 않아 공간상세화한 위성자료를 응용분야에 직접 사용할 수 있을 것으로 분석된다. 본 연구를 통해 개발된 기법을 활용하면 아시아-태평양에 신뢰성 있는 기후 관측 자료를 제공할 수 있다. 향후 본 연구에서 선정한 대상지역 이외에 기상관측소의 수가 희박하고 불균등하게 분포하고 있는 아시아-태평양 지역에 본 과업에서 개발한 시스템을 적용하여 신뢰성 있는 기후 자료를 제공할 수 있을 것으로 사료된다.

  • PDF

Family Consumption-Saving and Work-Leisure Behavior As the Correlates and Determinants of Fertility in Korea (가계 소비.저축 및 근로.여가 형태와 출산율간의 인과관계분석)

  • 노공균;조남훈
    • Korea journal of population studies
    • /
    • v.8 no.2
    • /
    • pp.93-99
    • /
    • 1985
  • There have been numerous studies in Korea and other countries of which the major hypotheses are identifying and dearibing the conditions under which the value of children has been formed. The present study proposes to view the formation of the value of children as a correlate of family's consumption-saving and work4eisure behavior pattern. The objectives of the proposed study are to identify the socio-economic and demographic factors determining the family's consumption-saving and work-leisure behavior pattern and to analyse the relationship between the value of children and this behavior pattern. The conceptual framwork of the analysis is that an individual family's socio-economic and demographic factors influence and shape the consumption-saving and work-leisure behaviors and these behaviors in turn influence and reflect the correlates and proximate determinants of the family'sfertility. In this paper, regression model is used to analyse the hypothesized relationship among the various variables. The regression methods used are first and second stage multiple regressions. In addition, MONOVA has been used to show the interactions. Data used are collected from the government publicactions. The major findings from this study are as follows: As the living Standard improves, n individual family's consumption of necessities and its working hours decline, while savings and leisure activities increase. The phenomena result in the fertility reduction as can be seen in the more developed conntries. Child-bearing and rearing activities are found to be the important component to determine the condumption-saving and work-leisure activies. The married women's labor participation, and the investment in education and health are also found to be the factors reducing fertility rate.

  • PDF

Association between Residential Area and Unmet Healthcare Needs due to Physical Accessibility (거주지역에 따른 물리적 접근성으로 인한 미충족 의료경험)

  • Kim, Ji Eun;Hahm, Myung-IL
    • Health Policy and Management
    • /
    • v.31 no.2
    • /
    • pp.197-206
    • /
    • 2021
  • Background: The purpose of this study was to identify factors affecting unmet healthcare needs due to physical accessibility by residential area by utilizing the Korea Community Health Survey (KCHS). Methods: Andersen's medical service behavioral model was applied to analyze the enabling factors, predisposing factors, and needs factors of unmet healthcare needs focusing on residential areas. This study used data from the KCHS (2017-2019, n=440,792). We used multivariate survey logistic regression analysis in order to identify affecting factors. Sub-group analysis was conducted in order to evaluate the effects of residential areas. Results: Some participants (2,621, 0.59%) had experienced unmet healthcare needs due to physical accessibility and 2,047 subjects (78.1%) of them lived in rural areas. Multivariate survey logistic regressions revealed that experience of unmet healthcare needs due to physical accessibility increased when people lived in rural areas (odds ratio [OR], 3.95; 95% confidence interval, 3.46-4.51). Conclusion: This study showed that despite the development of transportation and efforts to alleviate medical inequality, residents in rural areas may still have higher experience of unmet healthcare needs due to physical accessibility compared to the metropolitan city regardless of any other sub-group differences (OR range, 1.90-6.31). This study suggested that government and policymakers should identify the causes of the experience of unmet healthcare needs due to physical accessibility and should develop policies to alleviate those healthcare disparities.

Factors Affecting Turnover Intention of Nurses Working in Neonatal Intensive Care Units (신생아 집중치료실 간호사의 이직의도에 미치는 영향요인)

  • Jun, Sun Hwa;Lee, Mi Hyang;Shim, Moon Sook;Lim, Hyo Nam
    • Journal of Korean Clinical Nursing Research
    • /
    • v.27 no.1
    • /
    • pp.45-53
    • /
    • 2021
  • Purpose: This study was conducted to assess the factors affecting turnover intention of the nurses working in neonatal intensive care units, including the extent of fatigue, work stresses, and work overload related to infection control. Methods: This was a descriptive correlational study to test factors affecting the turnover intention of the nurses working in neonatal intensive care units. Data was analyzed utilizing descriptive statistics, t-test, One-way ANOVA, Pearsons' Correlation Coefficient, and multiple regressions by using the IBM SPSS Statistics 23.0 Program(IBM Corp., Armonk, NY). Results: The turnover intention of nurses had a positive correlation with the extent of fatigue (r=.54, p<.001), work stress (r=.40, p<.001), and with the work overload (r=.43, p<.001) related to infection control. In addition, factors affecting the turnover intention of nurses included the extent of fatigue (β=.52, p<.001) related to infection control and the number of pediatric patients assigned to each nurse (β=.26, p=.001) and the variances explained by the regression model was 37.0%. Conclusion: It is necessary to establish and implement strategies to lower the extent of fatigue related to infection control by reducing the nurses' workload. Securing additional nurses to ensure an appropriate number of pediatric patients assigned to each nurse, and providing efficient management and available resources to reduce the turnover intention of nurses working in neonatal intensive care units are suggested.

Post-traumatic Growth and it's associations with Deliberate Rumination, Self-disclosure, and Social Support among Intensive Care Unit Nurses (중환자실 간호사의 의도적 반추, 자기 노출, 사회적 지지가 외상 후 성장에 미치는 영향)

  • Min, Sae Mi;Kim, Hee Jun;Kim, Chun-Ja;Ahn, Jeong-Ah
    • Journal of Korean Critical Care Nursing
    • /
    • v.15 no.2
    • /
    • pp.50-63
    • /
    • 2022
  • Purpose : This study aimed to identify intensive care units (ICU) nurses' experience of traumatic events, deliberate rumination, self-disclosure, social support, and post-traumatic growth (PTG), and to explore relationships among the variables. Methods : Participants were 157 nurses who have provided direct patient care for six months or more in ICUs at a university hospital. Collected data were analyzed using descriptive statistics, independent t-tests, one-way ANOVAs, Pearson correlations, and multiple linear regressions using the SPSS/WIN version 23.0. Results : The PTG was found to be significantly associated with deliberate rumination (r=0.36, p<.001), self-disclosure (r=0.39, p<.001), and social support (r=0.54, p<.001). Factors that affect PTG significantly were found in the order of social support (𝛽=0.40, p<.001), self-disclosure (𝛽=0.25, p<.001), and deliberate rumination (𝛽=0.24, p<.001). The final regression model explained 40.1% of the variance of PTG (F=26.33, p<.001). Conclusion : The influencing factors identified in this study on PTG, including social support, self-disclosure, and deliberate rumination should be included in programs to promote PTG for ICU nurses who may experience traumatic events repeatedly.

Effects of campus dining sustainable practices on consumers' perception and behavioral intention in the United States

  • Borham Yoon ;Kyungyul Jun
    • Nutrition Research and Practice
    • /
    • v.17 no.5
    • /
    • pp.1019-1027
    • /
    • 2023
  • BACKGROUND/OBJECTIVES: Sustainability has become one of the top priorities in the foodservice industry. With an increase in consumer interest in sustainability and educational opportunities in higher education, it is important to know what sustainable practices are implemented in campus dining and how sustainable practices affect consumers' responses. This study aims to identify the key sustainable practices in the campus dining context, and investigate the relationship by applying the stimulus-organism-response framework to determine whether the key sustainable practices influence consumers' perception and behavioral intentions. SUBJECTS/METHODS: The self-administered online survey was distributed to college students in 8 dining halls at a large southeastern university in the United States from September 20-October 10, 2019. A total of 382 valid questionnaires were collected, and factor analysis and multiple regressions were utilized to test the research model. RESULTS: This study identified 4 dimensions of campus sustainability with a total of sustainable practices: sustainable food, waste management, energy/water conservation, and recycling/reuse. Three dimensions of sustainable campus practices (i.e., sustainable food, waste management, recycling/reuse) played a significant role in consumers forming a perceived value while energy/water conservation did not significantly influence the consumers' perceived value toward the campus dining. Waste management was identified as the most important practice to enhance consumers' perceived value (β = 0.330). Using sustainable food and recycling/reuse were ranked second and third, respectively (β = 0.262, β = 0.154). The findings confirmed the significant positive relationship between perceived value and revisit intentions. CONCLUSIONS: The findings support the inclusion of dining sustainability as a critical component in explaining college students' perceived value and revisit intention toward campus dining. Furthermore, this study provides practical implications for university administrators and foodservice operators to consider the key sustainable practices to meet the consumers' value and revisit intentions.

Exploring factors of nutrition teachers' intentions for sustainable dietary education in South Korea: an application of the theory of planned behavior

  • Eunseo Yang;Borham Yoon
    • Korean Journal of Community Nutrition
    • /
    • v.29 no.2
    • /
    • pp.114-128
    • /
    • 2024
  • Objectives: The purpose of this study was to investigate the perception of nutrition teachers and the factors influencing their intention toward sustainable dietary education utilizing the theory of planned behavior (TPB). Methods: The self-administered online survey was completed by nutrition teachers in Jeollanam-do, South Korea. A total of 151 valid questionnaires were analyzed. Factor analysis and multiple regressions were employed to test the research model. Results: The study findings demonstrated that all TPB variables significantly influenced the sustainable dietary educational intention, with the degree of influence ranking as follows: external perceived behavioral control (β = 0.417), attitude (β = 0.240), internal perceived behavioral control (β = 0.207), and subjective norms (β = 0.181). For external perceived behavioral control, nutrition teachers and elementary schools exhibited higher levels compared to dietitians and middle/high schools, respectively. The participants in sustainable dietary education training programs exhibited a higher level of internal perceived behavioral control compared to those who did not participate. The highest perception levels were reported for attitude (4.26), followed by subjective norms (4.02), internal perceived behavioral control (3.67), and external perceived behavioral control (3.20). Conclusions: This study affirmed that the TPB variables elucidated the sustainable dietary educational intentions of nutrition teachers. The significant impacts of external and internal perceived behavioral control, attitude, and subjective norms on educational intentions were confirmed. Consequently, proactive support from schools and governments is essential to enhance the facilitating factors and mitigate the barriers toward sustainable dietary education in schools.