• 제목/요약/키워드: Explanatory power

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Body Height Effect on Brain Volumes in Youth Decreases in Old Age in Koreans

  • Koh, In-Song
    • Interdisciplinary Bio Central
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    • 제3권3호
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    • pp.11.1-11.5
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    • 2011
  • The MRI (magnetic resonance imaging) volumetric analysis of the brain was performed in 59 healthy elderly Koreans (aged 62-76 years; 34 male, 25 female) to investigate whether the previously reported significant correlations between body height and brain volumes in the young aged Koreans (20's) still exist in the old aged Koreans (60's and 70's). Unlike previously reported significant correlations in the young aged Koreans, neither the correlation between whole brain volume and body height in male nor the correlation between cerebellar volume and body height in female show any significance in the old aged Koreans. The significant correlation between body height and whole brain volume was still observed when both male and female data were combined (r=0.27, P<0.05), but the correlation coef-ficient and the level of significance markedly decreased from those of previously reported Korean youth data (r=0.67, P<0.01). Simple linear regression analysis shows decrease of explanatory power of height (measured in $r^2$) from 44% in the youth group to 7% in the old age group on the variance of whole brain volume. Multiple linear regression analysis shows that age and sex, rather than height, are major explanatory variables for whole brain volume in the old aged Koreans. The loss of correlations in the aged group is suspected to be mainly due to age related brain volume changes.

Do Industry 4.0 & Technology Affect Carbon Emission: Analyse with the STIRPAT Model?

  • Asha SHARMA
    • 4차산업연구
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    • 제3권2호
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    • pp.1-10
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    • 2023
  • Purpose - The main purpose of the paper is to examine the variables affecting carbon emissions in different nations around the world. Research design, data, and methodology - To measure its impact on carbon emissions, secondary data has data of the top 50 Countries have been taken. The stochastic Impacts by Regression on Population, Affluence, and Technology (STIRPAT) model have been used to quantify the factors that affect carbon emissions. A modified version using Industry 4.0 and region in fundamental STIRPAT model has been applied with the ordinary least square approach. The outcome has been measured using both the basic and extended STIRPAT models. Result - Technology found a positive determinant as well as statistically significant at the alpha level of 0.001models indicating that technological innovation helps reduce carbon emissions. In total, 4 models have been derived to test the best fit and find the highest explaining capacity of variance. Model 3 is found best fit in explanatory power with the highest adjusted R2 (97.95%). Conclusion - It can be concluded that the selected explanatory variables population and Industry 4.0 are found important indicators and causal factors for carbon emission and found constant with all four models for total CO2 and Co2 per capita.

Prediction of Galloping Accidents in Power Transmission Line Using Logistic Regression Analysis

  • Lee, Junghoon;Jung, Ho-Yeon;Koo, J.R.;Yoon, Yoonjin;Jung, Hyung-Jo
    • Journal of Electrical Engineering and Technology
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    • 제12권2호
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    • pp.969-980
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    • 2017
  • Galloping is one of the most serious vibration problems in transmission lines. Power lines can be extensively damaged owing to aerodynamic instabilities caused by ice accretion. In this study, the accident probability induced by galloping phenomenon was analyzed using logistic regression analysis. As former studies have generally concluded, main factors considered were local weather factors and physical factors of power delivery systems. Since the number of transmission towers outnumbers the number of weather observatories, interpolation of weather factors, Kriging to be more specific, has been conducted in prior to forming galloping accident estimation model. Physical factors have been provided by Korea Electric Power Corporation, however because of the large number of explanatory variables, variable selection has been conducted, leaving total 11 variables. Before forming estimation model, with 84 provided galloping cases, 840 non-galloped cases were chosen out of 13 billion cases. Prediction model for accidents by galloping has been formed with logistic regression model and validated with 4-fold validation method, corresponding AUC value of ROC curve has been used to assess the discrimination level of estimation models. As the result, logistic regression analysis effectively discriminated the power lines that experienced galloping accidents from those that did not.

임상간호사의 자율성과 직무만족 관련요인의 인과관계 분석 (The Causal Relationships among Nurses' Perceived Autonomy, Job Satisfaction and Realated Variables)

  • 이상미
    • 간호행정학회지
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    • 제6권1호
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    • pp.109-122
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    • 2000
  • The present study examined the causal relationships among nurses' perceived autonomy, job satisfaction, work environment (work overload, role conflict, situational support, head nurses' leadership), personal aspects(experiences, need for achievement, professional knowledge and skill) by constructing and testing a theoretical framework. Based on literature review nurses' perceived autonomy and job satisfaction were conceived of as outcomes of the interplay among work environment and personal characteristics. Work environment factors involved work overload, role conflict, situational support, and head nurses' leadership (task oriented leadership, relation oriented leadership). Personal charateristics included experiences, need for achievement, and professional knowledge and skill. Three large general hospital in Chonbuk were selected to participate. The total sample of 516 registered nurses represents a response rate of 92 percent. Data for this study was collected from July to September in 1998 by Questionnaire. Path analyses with LISREL 7.16 program were used to test the fit of the proposed conceptual model to the data and to examine the causal relationship among variables. The result showed that both the proposed model and the modified model fit the data excellently. It needs to be notified, however, that path analisis can not count measurement errors; measurement error can attenuate estimates of coefficient and explanatory power. Nevertheless the model revealed relatively high explanatory power. 42 percent of nurses' perceived autonomy was explained by predicted variables; 32 percent of nurses' job satisfaction was explained by by predicted variables. Tn predicting nurses' perceived autonomy the findings of this study clearly demonstrated the work overload might be the most important variable of all the antecedent variables. Head nurses' relation oriented leadership, situational supports, need for achievement, and role conflict were also found to be important determinants for nurses' perceived autonomy. As for the job satisfaction, role conflict, situational supports, need for the achievement, and head nurses' relation oriented leadership were in turn important predictors. Unexpectedly the result showed perceived autonomy have few influence on job satisfaction. The results were discussed, including directions for the future research and practical implication drawn from the research were suggested.

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소비자의 의복 구매성향과 구매기준에 관한 연구 -슈트와 블라우스를 중심으로- (Consumer Clothing Shopping Orientations and Purchase Criteria -With a Suit and Blouse-)

  • 이명희
    • 대한가정학회지
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    • 제33권5호
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    • pp.75-88
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    • 1995
  • The objectives of this study were to classify the contents of clothing shopping orientation, to group women into shopper types, and to examine the differences in clothing purchase criteria according to the shopper types. Samples were 335 women(20-49 years of age) in Seoul, Korea. The data were analyzed using factor analysis, cluster analysis, one-way ANOVA, Duncan's multiple range test, X2 test, paired t-test, multiple regression analysis. The results of the study were the followings. 1. Five factors of clothing shopping orientation derived by factor analysis : F.1 'impulsive shopping' ; F.2 'rational shopping' ; F.3 'independent shopping' ; F.4 'economic shopping' ; F.5 'convenient shopping'. Three shopper types were classified by cluster analysis of the 5 factors : T.1 'convenient shopper' ; T.2 'impulsive shopper' ; T.3 'rational shopper'. 2. Significant differences were found among the 3 shopper types in all clothing purchase criteria. Rational shopper perceived all purchase criteria as more important than did the other 2 types. Impulsive shopper perceived 'fashion', 'attractiveness', 'style', and 'bland' as more important than did convenient shopper. 3. Married women and unemployed women were more distributed in rational shopper, while the unmarried and the employed more in impulsive shopper. Impulsive shopper used more credit care, purchased suits and blouses at department store and brand specialty store more than did rational shopper. Rational shopper purchased at discount store and wholesale store more than did impulsive shopper. 4. Women assessed 'color and fabric design' as most important in suit and blouse purchase criteria. 'Care' was perceived more important in blouses than in suits, and the other 9 purchase criteria(fashion, attractiveness, style, color and fabric design, fabric, durability, costruction, comfort, and brand) were perceived more important in suits than in blouses. 5. Rational and economic shopping orientation scores were higher in suit purchase than in blouse, while impulsive, independent, and convenient shopping orientation scores were higher in blouse purchase. 6. Post-purchase suit satisfaction was influenced by rational shopping orientation, educational level, style, income, and comfort. The explanatory power of the 5 variables was 17.2%. Post-purchase blouse satisfaction was influenced by style, care, rational shopping orientation, and independent shopping orientation. The explanatory power of the 4 variables was 10.2%.

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여대생의 지각된 스마트폰 중독여부와 신체건강과 정신건강과의 관련성 (The Relationship between Perceived Smartphone Addiction and Physical and Mental Health in Female College Students)

  • 오윤정;김향동
    • 한국학교보건학회지
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    • 제33권1호
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    • pp.48-57
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    • 2020
  • Purpose: The purpose of this study is to identify the relationship between perceived smartphone addiction and physical and mental health among female college students. Methods: Data were collected using a questionnaire to measure perceived smartphone addiction and physical and mental health of 314 female students attending a college located in D city from April 9 to May, 31, 2019. The collected data were analyzed using descriptive statistics, 𝑥2 test, t-test and stepwise multiple regression with SPSS 18. Results: The respondents were classified into two groups, the perceived smartphone addiction group (29.3%) and the perceived smartphone non-addiction group (70.7%). Perceived smartphone addiction was significantly different according to daily smartphone usage time (p<.001), smartphone usage fee (p=.005), most satisfying thing about using smartphones (p=.006) and importance of smartphones in daily life (p<.001). The perceived smartphone addiction group had more physical health problems (p=.001) and more mental health problems (p<.001). The factors affecting physical health were perceived smartphone addiction and importance of smartphones in daily life, with 62% of explanatory power (F=10.15, p<.001). As for mental health, the affecting factors were also perceived smartphone addiction and importance of smartphones in daily life, with 87% of explanatory power (F=14.52, p<.001). Conclusion: It is important to raise awareness of smartphone addiction including its negative impact on physical and mental health, reduce smartphone usage time, and build offline social relationships.

한국형진단명기준환자군 분류체계의 동질성 평가 (Evaluation of the Homogeneity of Korean Diagnosis Related Groups)

  • 김형선;이선희;남정모
    • 보건행정학회지
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    • 제23권1호
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    • pp.44-51
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    • 2013
  • Background: This study designed to evaluate the homogeneity of Korean diagnosis related group (KDRG) version 3.4 classification system. Methods: The total 5,921,873 claims data submitted to the Health Insurance Review and Assessment Service during 2010 were used. Both coefficient of variation (CV) and reduction in variance of cost were measured for evaluation. This analysis was divided into before and after trimming outliers at the level of adjacent DRG (ADRG), aged ADRG (AADRG) split by age, and DRG split by complication and comorbidity. Results: At the each three level of ADRG, AADRG, and DRG, there were 38.9%, 38.7%, and 30.0% of which had a CV > 100% in the untrimmed data and there were 1.4%, 1.4%, and 1.9% in the trimmed one. Before trimming outliers, ADRGs explained 52.5% of the variability in resource use, AADRGs did 53.1% and DRGs did 57.1%. The additional explanatory power by age and comorbidity and complication (CC) split were 0.6%p and 4.6%p for each, which were statistically significant. After trimming outliers, ADRGs explained 75.2% of the variability in resource use, AADRGs did 75.6%, and DRGs did 77.1%. The additional explanatory power were 0.4%p and 2.0%p for each, which were statistically significant too. Conclusion: The results demonstrated that KDRG showed high homogeneity within groups and performance after trimming outliers. But there were DRGs CV > 100% after age or CC split and the most contributing factor to high performance of KDRG was the ADRG rather than age or CC split. Therefore, it is recommended that the efforts for improving clinical homogeneity of KDRG such as review of the hierarchical structure of classification systems and classification variables.

행동경제학 관점에서 프라이버시 역설에 관한 연구 (A Study on Privacy Paradox from the Behavioral Economics Perspective)

  • 김종기;김상희
    • 정보화정책
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    • 제22권3호
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    • pp.16-35
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    • 2015
  • 최근 프라이버시 분야에서는 태도와 행동의 일관성 가정을 토대로 진행되어온 기존의 프라이버시 연구를 부정하고, 프라이버시 태도가 더 이상 행동에 영향을 미치지 않는다고 주장하는 프라이버시 역설 관점의 연구가 점점 증가하고 있는 추세이다. 본 연구에서는 정보제공의도와 정보제공행동 간의 관계에서 프라이버시 역설 현상이 실제로 존재하는지 확인하고, 왜 이러한 현상이 나타나는지 행동경제학에서 논의되는 이중 프로세스 이론을 통해 설명하고자 하였다. 실증분석 결과, 정보제공의도와 정보제공행동 간에는 통계적으로 유의한 차이가 있는 것으로 나타나 프라이버시 역설의 존재가 확인되었다. 다음으로, 프라이버시 위험은 합리적 사고에 의해 지배되는 프라이버시 의사결정의 결과인 정보제공의도에, 프라이버시 신뢰는 직관적 사고에 의해 지배되는 실제 교환관계의 결과인 정보제공행동에 영향을 미치는 것으로 분석되어 이들이 상황에 따라 차별적 역할을 한다는 것이 확인되었다.

환자와 간호사가 인지한 간호서비스만족의 융복합적 영향요인에 관한 연구 (A Study on the Convergent Influencing Factors of Nursing Service Satisfaction Perceived by Patients and Nurses)

  • 안미애;권명진;오소영
    • 한국융합학회논문지
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    • 제8권10호
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    • pp.135-145
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    • 2017
  • 본 연구는 환자와 간호사가 인지하는 간호서비스 만족의 융합적 영향요인을 파악하여 간호서비스 만족도를 향상시키려는 임상간호중재 시 기초자료를 제공하고자 한다. 자기기입식 설문지를 이용하여 2016년 8월 1일부터 10월 15일까지 진행되었으며, 연구 대상자는 입원환자 193명과 그 병동의 간호사 184명이었다. 수집된 자료의 분석은 IBM SPSS verson 23.0 통계프로그램을 이용하였다. 연구도구는 간호사의 의사소통능력, 간호서비스의 질, 간호서비스 만족이었다. 본 연구결과 환자의 간호서비스 만족에 유의하게 영향을 준 요인은 직업, 간호사의 의사사통 능력, 간호서비스 질이었고, 그 설명력은 78.5%이었다. 간호사의 간호서비스 만족에 유의하게 영향을 준 요인은 연령, 간호사의 의사사통 능력, 간호서비스 질이었고, 그 설명력은 70.6%로 나타났다. 본 연구결과는 간호서비스만족을 위한 개별화된 중재 시 도움이 될 것이다. 간호서비스 만족을 향상시키기 위해서는 간호서비스 질 향상과 함께 지속적인 의사소통 능력을 발전시킬 수 있는 교육프로그램의 개발과 도입이 요구된다.

청소년 소비자의 돈에 대한 태도와 과시소비성향이 비윤리적 소비행동에 미치는 영향 (The Effects of Adolescent Consumers' Attitudes toward Money and Conspicuous Consumption on Unethical Consumption Behavior in Commercial Transaction)

  • 박명숙
    • 한국지역사회생활과학회지
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    • 제23권4호
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    • pp.509-522
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    • 2012
  • The purpose of this study was to explore the effects of adolescent consumers' attitudes toward money and conspicuous consumption on unethical consumption behavior in commercial transactions. The main survey was conducted targeting 290 middle and high school students. As a result of this research, first in the case of adolescent's attitudes toward money, the symbol for happiness and success was 3.11 and the means of control was 1.77 respectively. The level of conspicuous consumption behavior was 2.75 and the level of unethical consumption behavior scored as passive unethical consumption behavior was 1.38 while the active unethical consumption behavior was 2.10. Second, in the case of the attitude toward money as a means of control, it differentiated according to the level of living and the amount of allowance. Conspicuous consumption behavior differentiated according to the amount of allowance and the father's education. Active unethical consumption behavior showed a difference according to the amount of allowance and the father's education. Multiple linear regression analysis conducted to identify relative effects of the variables that affect unethical consumption behavior, in case of passive unethical consumption behavior, showed that conspicuous consumption(${\beta}$=.23, p<.01) and attitudes toward money as a means of control(${\beta}$=.29, p<.001) with an explanatory power of 18%. In the case of active unethical consumption behavior, showed that sex(${\beta}$=.16, p<.05), father's education(${\beta}$=-.15, p<.05), attitudes toward money as means of control(${\beta}$=.18, p<.5) and conspicuous consumption(${\beta}$=.36, p<.001) with an explanatory power of 26%.