• 제목/요약/키워드: Explained Variance

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A Comparative Study of Consumers and Providers on Nursing Service Quality, Satisfaction, and Hospital Revisiting Intent (간호서비스 질, 만족 및 병원 재이용 의도에 관한 소비자와 제공자간의 지각차이 비교)

  • Lee, Mi-Aie;Yom, Young-Hee
    • Journal of Korean Academy of Nursing Administration
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    • 제11권4호
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    • pp.425-437
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    • 2005
  • Purpose: The purposes of this study were to compare the nursing service quality, gap, overall nursing service satisfaction, overall medical service satisfaction and intent to revisit the hospital perceived by consumers and providers. Methods: Data were collected with self-administered questionnaire and analyzed using frequency, %, mean, standard deviation, t-test, Pearson correlation coefficient, and multiple regression analysis. Result: Nursing service gap perceived by consumers was smaller than that of providers. Consumer's overall satisfaction with nursing and medical service was higher than that of nurses. In consumers, nursing service satisfaction alone accounted for 62.9% of the variance in their intent to revisit the hospital, while explained 3% of the variance in providers. Conclusion: There are definitely perception gap between consumers and providers. Therefore nursing and hospital managers must recognize it, and carry out the internal marketing strategies for nurses.

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Data Visualization using Linear and Non-linear Dimensionality Reduction Methods

  • Kim, Junsuk;Youn, Joosang
    • Journal of the Korea Society of Computer and Information
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    • 제23권12호
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    • pp.21-26
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    • 2018
  • As the large amount of data can be efficiently stored, the methods extracting meaningful features from big data has become important. Especially, the techniques of converting high- to low-dimensional data are crucial for the 'Data visualization'. In this study, principal component analysis (PCA; linear dimensionality reduction technique) and Isomap (non-linear dimensionality reduction technique) are introduced and applied to neural big data obtained by the functional magnetic resonance imaging (fMRI). First, we investigate how much the physical properties of stimuli are maintained after the dimensionality reduction processes. We moreover compared the amount of residual variance to quantitatively compare the amount of information that was not explained. As result, the dimensionality reduction using Isomap contains more information than the principal component analysis. Our results demonstrate that it is necessary to consider not only linear but also nonlinear characteristics in the big data analysis.

The Effects of Self-efficacy and Self-stigma on Self-care in People with Diabetes

  • Seo, Kawoun
    • Research in Community and Public Health Nursing
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    • 제32권1호
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    • pp.86-94
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    • 2021
  • Purpose: This descriptive study investigated the effects of self-efficacy and self-stigma on self-care in people with diabetes. Methods: The study included a total of 377 patients with diabetes enrolled in university hospitals in D city and public health centers in S city. Data were collected from 1 July to 31 August, 2017, and were analyzed using descriptive statistics, t-test, analysis of variance, Pearson's correlation coefficient, and hierarchical multiple regression. Results: Diabetes self-care was positively correlated with diabetes self-efficacy, whereas it was negatively correlated with diabetes self-stigma. Participants' education level, marital status, perceived health status, type of medication, self-efficacy, and self-stigma explained 42.4% of the variance in diabetes self-care. Conclusion: The findings indicate that diabetes self-efficacy and self-stigma are important factors for improving self-care in patients with diabetes. Therefore, systematic programs for enhancing self-efficacy and reducing self-stigma of these individuals should be developed.

Observations on the Reproductive Behavior of the Marine Medaka, Oryzias dancena (해산송사리, Oryzias dancena의 산란행동 분석)

  • Lim, Sang-Gu;Han, Hyung Kyun;Kim, Kwang Seog;Kim, Bong Seok;Baek, Hyun Min;Park, In-Seok;Gil, Hyun Woo
    • Korean Journal of Ichthyology
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    • 제24권3호
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    • pp.220-226
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    • 2012
  • The aim of this study is to observe the reproductive behavior of the marine medaka, Oryzias dancena, and determine the factors of reproductive behavior to provide useful information for improving their artificial reproduction techniques. The reproductive behavior of the marine medaka was observed in laboratory aquaria. Once the experiment began, all of the males chased the females. The males attempted to stimulate the urogenital openings of the females. While chasing a female, a large male would bite a relatively small male's anus. Larger males expelled smaller males with biting, and the defeated males were barred from the female. After the other males were expelled, the remaining male approached and drew alongside the female. The male's dorsal and anal fins covered the female's body. Spawning began after complete covering took place. Spawning of males and females occurred simultaneously. The loadings for 2 factors were calculated. The calculation was restricted to 2 factors because these 2 factors explained about 81% of the total common variance (P<0.05) and the following factors possessed no practical significance. Two movements (biting, expelling) had high positive values for factor one. This factor related a male's defensive behavior to courtship behavior and spawning, and explained 23.1% of the total common variance (P<0.05). The second factor had high positive values for chasing, rejection, covering, and parallel swimming. This factor related a male's courtship behavior and female's defensive behavior to spawning, and explained 59.7% of the total common variance (P<0.05). This research provided basic biological data for the conservation of this species and useful information for improving their artificial reproduction techniques.

Morphological Analysis on the Kalopanax pictus (Araliaceae) of Korean Populations (한국 음나무(두릅과) 집단의 형태적 분석)

  • Jung, Sang-Duk;Hong, Jung-Hee;Bang, Kyung-Hwan;Huh, Man-Kyu
    • Journal of Life Science
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    • 제14권3호
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    • pp.400-405
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    • 2004
  • Morphological characteristics of Kalopanox pictus Nakai were studied to examine population differentiation of this species. Based on a phenogram of using 23 morphological characteristics, differentiation of regions were distinct. Collections of 138 specimens from nine populations served as operational taxonomic unit (OTU's) were examined for phenotypic similarity and morphological variation using clustering (Ward's minimum variance method) and principal component analysis (PCA). The first three principal components were responsible for 77.0% of the total variance. Principal component 1 explained 52% of the total variance and was contributed to by the number of palmately parted, the number of pinnately lobed, and width between two lateral lobe apex.

Analysis of Diurnal and Semidiurnal Cycles of Precipitation over South Korea (한반도 강수의 일주기 및 반일주기 성분 분석)

  • Lee, Gyu-Hwan;Seo, Kyong-Hwan
    • Atmosphere
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    • 제18권4호
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    • pp.475-483
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    • 2008
  • The hourly precipitation data from 1973 to 2007 observed at 60 weather stations over Korea are used to characterize the diurnal and semidiurnal cycles of total precipitation amount, intensity and frequency and examine their spatial patterns and interannual variations. The results show that the diurnal cycle peaks in the morning (03-09LST) and the semidiurnal cycle peaks in the late afternoon (16-20LST). It is found that the spatial variations of the peak phase of diurnal or semidiurnal cycle relative to their corresponding seasonal mean cycle are considerably small (large) for total precipitation amount and intensity (frequency, respectively) in both winter and summer seasons. Also, the diurnal phase variations for individual years relative to the seasonal mean precipitation show the significant interannual variability with dominant periods of 2-5 years for all three elements of precipitation and the slightly decreasing trend in total precipitation amount and intensity. To compare the relative contributions of frequency and intensity to the diurnal and semidiurnal cycles (and their sum) of total precipitation amount, the percentage variance of each cycle of precipitation amount explained by frequency is estimated. The fractional variance accounted for by precipitation intensity is greater than that of frequency for these three cycles. All above analyses suggest that intensity plays a more important role than frequency in the diurnal variations of total precipitation amount.

Factors affecting Quality of Life according to BMI of Women College Students (여대생의 체질량지수 군에 따른 삶의 질 영향 요인)

  • Yom, Young-Hee;Chang, Hae Kyung
    • Journal of Korean Academy of Fundamentals of Nursing
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    • 제20권2호
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    • pp.168-176
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    • 2013
  • Purpose: The purpose of this study was to identify factors affecting quality of life according to Body Mass Index (BMI) of women college students. Methods: The research design was a descriptive survey design using a convenience sampling. Data were collected using self-report questionnaires. Participants were 348 women college students. Data analysis was done using SPSS/WIN 18.0 program for descriptive statistics, Pearson correlation coefficients and hierarchial multiple regression. Results: According to BMI, 3 groups of students were identified. Differences between the groups for quality of life were significant. The major factors affecting quality of life in the underweight group were departments (college), body stress and ego-resilience which explained 27.9% of the variance in quality of life. Body stress and ego-resilience were significant predictors explaining 23.1% of the variance in quality of life in the normal weight group. Ego-resilience was also a significant predictor in the overweight group explaining 15.2% of the variance in quality of life. Conclusion: Findings indicate a need to decrease body stress and strengthen ego-resilience to improve quality of life of women college students. Further studies are needed to examine nursing intervention strategies for improving quality of life for women college students.

A Study on the Development of the Korean Family Functioning Scale. (한국형 가족 기능 측정 도구 개발을 위한 연구 - 만성질환아 가족을 대상으로 -)

  • ;;;;Hesook Suzie, Kim
    • Journal of Korean Academy of Nursing
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    • 제32권3호
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    • pp.395-405
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    • 2002
  • The purpose of this study was to develop the instrument to measure family functioning for Korean family with a chronic ill child, and to test the validity and reliability of the instrument. Method: The items of instrument were consisted based on researchers' previous study of concept analysis of the Korean family functioning. Twenty six item scale was developed with six domains. In order to test reliability and validity of the scale, data were collected from the 231 families, who have a child with a chronic illness. Data was collected between August and September in 2001 in a General Hospital in Seoul, Korea. Result: The results were as follows: As a result of the item analysis, 24 items were selected from the total of 26 items, excluding items with low correlation with total scale. Six factors were evolved by factor analysis. Six factors explained 61.4% of the total variance. The first factor 'Affective bonding' explained 15.4%, 2nd factor 'External relationship' 11.8%, 3rd factor 'Family norm' 10.5%, 4th factor 'Role and responsibilities' 8.3%, 5th factor ' Communication' 7.9%, and the 6th factor 'Financial resource' explained 7.3%. Cronbach's $\alpha$ coefficient of this scale was .87 and Guttman spilt- half coefficient was .84. Conclusion: The study support the reliability and validity of the scale. There were distinct differences in dimensions of family functioning scales developed in the U. S.

A Prediction Model for Unmet Needs of Elders with Dementia and Caregiving Experiences of Family Caregivers (재가치매 환자의 미충족요구와 가족부양자의 돌봄경험 예측모형)

  • Choi, Sora;Park, Myonghwa
    • Journal of Korean Academy of Nursing
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    • 제46권5호
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    • pp.663-674
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    • 2016
  • Purpose: The purposes of this study were to develop and test a prediction model for caregiving experiences including caregiving satisfaction and burden in dementia family caregivers. Methods: The stress process model and a two factor model were used as the conceptual frameworks. Secondary data analysis was done with 320 family caregivers who were selected from the Seoul Dementia Management Survey (2014) data set. In the hypothesis model, the exogenous variable was patient symptomatology which included cognitive impairment, behavioral problems, dependency in activity of daily living and in instrumental activity of daily living. Endogenous variables were caregiver's perception of dementia patient's unmet needs, caregiving satisfaction and caregiving burden. Data were analysed using SPSS/WINdows and AMOS program. Results: Caregiving burden was explained by patient symptomatology and caregiving satisfaction indicating significant direct effects and significant indirect effect from unmet needs. The proposed model explained 37.8% of the variance. Caregiving satisfaction was explained by patient symptomatology and unmet needs. Mediating effect of unmet needs was significant in the relationship between patient symptomatology and caregiving satisfaction. Conclusion: Results indicate that interventions focusing on relieving caregiving burden and enhancing caregiver satisfaction should be provided to caregivers with high levels of dementia patients' unmet needs and low level of caregiving satisfaction.

Understanding expected number of children of childless married and single men and women (미혼 및 기혼 무자녀 남성과 여성의 출산 의사 고찰과 미래 예상 출산 자녀수 관련 변인 탐색)

  • Kwon, Young In
    • Korean Journal of Human Ecology
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    • 제23권2호
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    • pp.251-268
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    • 2014
  • Applying the data from 64 single(26 men and 38 women) and 71 childless married men and women(37 men and 34 women) aged between 30 and 45, this study is to understand their future fertility intention. For this purpose, ideal and real number of children that participants plan to have were compared using paired t-test. Second, demographic variables(sex, age, marital status), child care related variables(thoughts about caring children, child care value), individual characteristics(gender role attitude, relation orientation) and social context variables(perceived economic condition, recognition of low fertility policies) were included in a stepwise regression model to explain expected number of children participants plan to have in the future. Results showed that ideal number of children participants wish to have was significantly higher than real number of children they expect to have in the Korean society. The stepwise regression model explained 35% of the variance of the dependent variable. Among four types of variables, child care related variables most powerfully explained expected number of children study participants plan to have in the future. Finally, age, child care value, gender role attitude, and relation orientation significantly explained expected number of children in the future.