• Title/Summary/Keyword: stepwise regression model

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The Influence of Health Literacy and Diabetes Knowledge on Diabetes Self-care Activities in Korean Low-income Elders with Diabetes

  • Jeong, Jihye;Park, Namhee;Shin, So Young
    • Research in Community and Public Health Nursing
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    • v.25 no.3
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    • pp.217-224
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    • 2014
  • Purpose: This study aimed to assess the levels of and relationships among health literacy, knowledge about diabetes, and self-care activities in the Korean low-income elderly with diabetes and to identify factors influencing the self-care activities of this vulnerable population. Methods: This study surveyed a total of 151 low-income elderly patients with diabetes registered at 16 Visiting Health Care Services in B City, Korea. Health literacy was measured with the Newest Vital Sign. Diabetes knowledge was measured with the Diabetes Knowledge Test. The Summary of Diabetes Self-care Activities Questionnaire was used to assess diabetes self-care activities. A stepwise multiple regression analysis was conducted to identify significant factors influencing diabetes self-care activities in these patients. Results: In the regression model, diabetes knowledge (${\beta}=.322$, p<.001), exercise (${\beta}=.337$, p<.001), and experiences of diabetes education (${\beta}=.241$, p=.001) were significantly associated with increased diabetes self-care activities in low-income elderly patients with diabetes when gender, education, health literacy, and subjective health state were controlled. Conclusion: To improve diabetes self-care activities in the low-income elderly with diabetes, it is important to develop a customized program considering their knowledge, exercise, and diabetes education experience.

Predictors of Successful Aging in Korean Older Women Based on Successful Aging Theory (SAT) (Successful Aging Theory (SAT)에 근거한 여성노인의 성공적 노화 예측요인)

  • Kim, Eun-Joo;Kim, Young-Hee
    • Women's Health Nursing
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    • v.17 no.4
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    • pp.378-387
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    • 2011
  • Purpose: The purpose of this study was to explore predictors of successful aging in older Korean women based on a recent mid-range nursing theory, the Successful Aging Theory (SAT). Methods: This study utilized a descriptive correlational design. The convenience sample was composed of 174 older women living in the community. Successful aging was measured using the Successful Aging Inventory (SAI). Transcendence was measured using the Self-transcendence Scale (STS). Adaptation was measured using the Coping behavior scale. Stepwise multiple regression was used to identify significant predictors of successful aging. Results: Transcendence, adaptation, and religion were shown to be predictive of successful aging. This regression model explained 56% of the variance in successful aging. The factor with the highest influence was transcendence which explained 52% of the variance. Conclusion: Gerotranscendence-promoting interventions can be an important consideration in caring for older Korean women. Adaptation and spirituality should be included in a holistic aging care.

A Study on the Relationship between Job Stress, Self-Efficacy and Job Satisfaction in Nurses (간호사의 업무스트레스, 자기효능감과 직무만족에 관한 연구)

  • Bong, Young-Suk;So, Hyang-Sook;You, Hye-Sook
    • Journal of Korean Academy of Nursing Administration
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    • v.15 no.3
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    • pp.425-433
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    • 2009
  • Purpose: This study was conducted to examine relationships among job satisfaction, job stress, and self-efficacy and to identify predicting factors on the job satisfaction among a general hospital nurses. Method: The subjects were 266 nurses working at C university hospital in G city. Data were collected using a self-reported questionnaires. The data were analyzed using t-test, one-way ANOVA, Scheffe test, Pearson's correlation coefficients, & multiple stepwise regression by SPSS 12.0 program. Result: The job satisfaction indicated a significant relationship to self-efficacy (r=.310, p<.001) and work stress (r=-.273, p<.001) respectively. The powerful predictors of job satisfaction were general self-efficacy (22.6%), over ₩2,500,000 at monthly income (7.3%), job stress (4.9%), work period at present unit (2.6%), which explained 41.3% of total variance of job satisfaction. It has been confirmed that the regression equation model of this research may serve as a predictor of clinical nurses' job satisfaction. Conclusions: We need to develop self-efficacy promoting and stress relief program for clinical nurses in order to improve job satisfaction.

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Acculturative Stress, Social Support and Self Efficacy for Chinese Students in Korea (중국 유학생의 문화적응 스트레스, 사회적지지, 자기효능감)

  • Kim, Jeong-Ah;Kim, In-Kyung
    • The Journal of Korean Academic Society of Nursing Education
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    • v.17 no.1
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    • pp.52-61
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    • 2011
  • Purpose: The purpose of this study was not only to collect data on acculturative stress, social support and self-efficacy for Chinese students studying in Korea but also to research the correlation between them to identify factors that affect acculturative stress. Method: Subjects included 143 Chinese students studying at a university located in J city of Chungbuk province in Korea, between September 4th to 20th 2010. Data were analyzed by SPSS/WIN 18.0 version, using frequency, percentage, mean, standard deviation, t-test, ANOVA, Scheffe's test, Pearson correlation coefficient and Stepwise multiple regression. Result: Acculturative stress correlated with social support and self-efficacy. Regression model of the factors that affect acculturative stress consisted of major GPA, self-efficacy and student satisfaction of studying in Korea, with factors explaining 17.6% of the results. Conclusions: The findings suggest that on the basis of the results of this study, more studies are needed to identify additional different factors that affect acculturative stress as well as to develop nursing intervention programs for physical and psychological support, to help students studying abroad to become acculturated and devote themselves to study their studies.

The Influence of Self-efficacy and Activities of Daily Living on Depression among Elderly Nursing Home Residents (요양시설 노인의 자기효능감과 일상생활수행활동이 우울에 미치는 영향)

  • Kim, Myoung Sook
    • The Journal of Korean Academic Society of Nursing Education
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    • v.24 no.4
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    • pp.367-375
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    • 2018
  • Purpose: This purpose of this study was to examine the effects of self-efficacy and activities of daily living on the level of depression among elderly nursing home residents. Methods: A descriptive study was conducted using a self-reported questionnaires completed by 163 elderly. Data were analyzed using t-test, one-way ANOVA, Scheff? test, Pearson correlation coefficients, and multiple regression analysis using SPSS 20.0. Results: The mean score for depression was 9.24, for self-efficacy 3.19, and for activities of daily living 1.85. Stepwise multiple regression analyses were used to examine the influences of research variables. Activities of daily living and self-efficacy were significant predictors of depression. The model explained 24.0% of the variables. Conclusion: As a result of this study, the activities of daily living and self-efficacy were defined as an important influential on depression. Therefore, the development nursing intervention programs is needed to reduce depression levels in the elderly to enhance daily living activities and self-efficacy.

Factors Influencing Loneliness in Elderly Living in Nursing Homes (요양시설 노인의 외로움에 영향을 미치는 요인)

  • Kim, In-Sook;Kim, Mi-Sook;Kang, Hee-Young
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.17 no.3
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    • pp.391-399
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    • 2010
  • Purpose: This study was done to examine factors influencing loneliness in the elderly living in nursing homes. Method: The participants for this study were 150 adults, age 60 or over who had lived for one year or longer in two nursing homes in Gwangju. The questionnaires consisted of measurements of activities of daily living (ADL), social support and loneliness. Frequencies, percentages and means were used with Pearson correlation coefficients, t-test, ANOVA, and Scheffe test to analyze the data. The analysis was done with SPSS 12.0 Stepwise multiple regression was used to identify significant factors influencing loneliness in the elderly living in nursing homes. Results: Significant correlations were found between level of ADL and loneliness (r=-0.379, p<.001), support from friends and loneliness (r=-0.472, p<.001), and support from significant others and loneliness (r=-0.449, p<.001). Loneliness was significantly influenced by support from friends, ADL, and support from significant others. This regression model explained 29% of the variances in loneliness. Conclusion: The findings in this study suggest that improvement in support from friends and ADL can lead to a reduction in loneliness in the elderly living in nursing homes.

The Effects of Nursing Professionalism and Gratitude Disposition on the Happiness in Senior Nursing Students (고학년 간호대학생의 간호전문직관과 감사성향이 행복에 미치는 영향)

  • Jun, Won-Hee;Lee, Kee-Lyong
    • Journal of Korean Public Health Nursing
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    • v.30 no.3
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    • pp.434-444
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    • 2016
  • Purpose: This study aimed to provide the baseline data for improving happiness under the influences of nursing professionalism and gratitude disposition in senior nursing students. Methods: The data were collected from 205 senior students in B and D metropolitan cities by structured questionnaires between November 1 and November 30, 2015. The data were analyzed using t-test, ANOVA, Pearson correlation coefficient, and stepwise multiple regression analyses with SPSS/WIN 18.0. Results: The mean score for happiness was above-average. Happiness significantly differed by satisfaction with nursing, perceived physical health status, and reason for entering nursing school. The significant predictors of happiness included gratitude disposition, social awareness and professionalism of nursing among subscales of nursing professional value, and perceived physical health status. The regression model explained 45.5% of happiness. Conclusion: To improve the happiness of senior nursing students, nursing educators need to develop intervention programs to increase gratitude disposition and perceived physical health status, as well as specific educational programs that strengthen social awareness and professionalism in nursing students.

Critical Thinking Disposition, Problem Solving Ability, and Clinical Competence in Nursing Students (간호대학생의 비판적 사고성향, 문제해결능력 및 임상수행능력 조사연구)

  • Chaung, Seung-Kyo
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.18 no.1
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    • pp.71-78
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    • 2011
  • Purpose: The purpose of this study was to investigate the critical thinking disposition, problem solving ability, and clinical competence of nursing students in a 4-year baccalaureate university program. Methods: In this study, a descriptive survey design was used with convenience sample of 228 nursing students at a University in Chungbuk Province. Data were analyzed using descriptive statistics, independent t-test, ANOVA, Pearson correlation coefficient, and multiple stepwise regression. Results: The mean scores for critical thinking disposition, problem solving ability, and clinical competence were at the intermediate level. Significant positive correlations among critical thinking disposition, problem solving ability, and clinical competence were found. The regression model explained 46.8% of clinical competence. Problem solving confidence was the most significant predictor of clinical competence, other variables were intellectual fairness, intellectual eagerness/curiosity, and prudence. Conclusion: The study findings suggest that nursing students with higher levels of critical thinking disposition and problem solving ability will have a higher level of clinical competence. Furthermore, problem solving confidence might be the most important predictor in clinical competence. Therefore, it is necessary to introduce the new teaching strategies in nursing education, strategies that will improve critical thinking disposition, problem solving ability, and clinical competence.

Applying regional regression analysis of the hydrologic model parameters for assessing climate change impacts in the ungaged watershed (미계측 유역의 기후변화 영향평가를 위한 수문모형 매개변수의 지역회귀분석 적용)

  • Kim, Youngil;Seo, Seung Beom;Kim, Sung Jin;Kim, Young-Oh
    • Proceedings of the Korea Water Resources Association Conference
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    • 2017.05a
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    • pp.219-219
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    • 2017
  • 상대적으로 유역의 관측 자료가 충분하지 못하거나 검증되지 않았을 경우 미계측 유역으로 정의되며 수문모형의 매개변수 검정을 할 수 없으므로 다른 방법을 고안해야 한다. 이를 위해 기존 연구에서는 지역적 특성을 고려한 지역회기분석을 통해 미계측 유역의 유량을 산정하였는데, 대부분 유역의 특성과 연 평균 유출량 자료의 관계를 이용한 회귀식으로 실시간 유량의 변화를 고려하기 어려웠다. 본 연구에서는 개념적 강우-유출모형으로 많이 사용되고 있는 개념적 수문모형인 GR4J의 매개변수에 대해 미계측 유역의 특성을 고려한 변수들을 이용하여 회귀식을 구하고 그 적용성을 평가하였다. 이를 통해 미계측 유역의 유량 시계열 자료를 생성할 수 있었다. 또한 IPCC에서 발간한 AR5의 RCP 4.5 시나리오를 적용하여 미래 유출량을 산정하였다. 우선 지역회귀분석을 적용하기 위해 수문모형을 이용한 계측 유역의 유출량을 구하였으며 22개의 전국 댐 상류 지점을 기준으로 SCE 알고리즘을 이용하여 GR4J의 최적 매개변수를 구하고 각 유역별로 물리적, 지형적, 기상학적 특성을 고려하여 11개의 변수를 선택하였다. 각 변수간 다중공선성(Multicollinearity)를 고려하기 위해 VIF(Variation Inflation Factor) test를 적용하여 최종 7개의 변수를 선정하고 단계별 회귀방법(Stepwise regression)을 이용하여 GR4J의 매개변수별 회귀식을 생성하였다.

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Health Promotion Behavior and Mental Well-Being in Nursing Students (간호대학생의 건강증진행위와 정신적 웰빙)

  • Yi, Kyungmin;An, Eun Seon;Jun, Won Hee
    • Journal of Korean Academic Society of Home Health Care Nursing
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    • v.25 no.3
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    • pp.164-172
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    • 2018
  • Purpose: The purpose of this study was to investigate levels of health promotion behavior and mental well-being and to analyze the factors affecting mental well-being in nursing students. Methods: A total of 164 nursing students participated in the study. Data were analyzed by frequencies, t-tests, ANOVA, Pearson correlation coefficients, and stepwise multiple regression with SPSS 25.0 software. Results: The mean scores for health promotion behavior and mental well-being were found to be above and below average, respectively. There were significant mean differences in health promotion behavior and mental well-being according to satisfaction with major and perceived physical health status. Health promotion behavior positively correlated with mental well-being. The significant predictors of mental well-being included self-actualization, stress management, and exercise of health promotion behavior. The regression model explained 49.1% of mental well-being. Conclusion: Improving self-actualization capability and stress management skills and developing a habit of regular exercise will increase mental well-being among nursing students.