• 제목/요약/키워드: The variance of the multiple regression model

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지식에 관한 간호결과도구의 타당성 조사 (Validation of Nursing Care Sensitive Outcomes related to Knowledge)

  • 이은주
    • 대한간호학회지
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    • 제33권5호
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    • pp.625-632
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    • 2003
  • Purpose: The purpose of this study was to assess the importance and sensitivity to nursing interventions of four nursing sensitive nursing outcomes selected from the Nursing Outcomes Classification (NOC). Outcomes for this study were 'Knowledge: Diet', 'Knowledge: Disease Process', 'Knowledge: Energy Conservation', and 'Knowledge: Health Behaviors'. Method: Data were collected from 183 nurses working in 2 university hospitals. Fehring method was used to estimate outcome and indicators' content and sensitivity validity. Multiple and stepwise regression were used to evaluate relationships between each outcome and its indicators. Result: Results confirmed the importance and nursing sensitivity of outcomes and their indicators. Key indicators of each outcomes were found by multiple regression. 'Knowledge: Diet' was suggested for adding new indicators because the variance explained by indicators was relatively low. Not all of the indicators selected for stepwise regression model were rated for highly in Fehring method. The R² statistics of the stepwise regression models were between 18 and 63% in importance by selected indicators and between 34 and 68% in contribution by selected indicators. Conclusion: This study refined what outcomes and indicators will be useful in clinical practice. Further research will be required for the revision of outcome and indicators of NOC. However, this study refined what outcomes and indicators will be useful in clinical practice.

노인의 구강건강 관련 삶의 질 결정 요인에 관한 연구 - 앤더슨 모델(Andersen Model)의 적용 - (Factors Associated With Oral Health Related-quality of Life in Elderly Persons: Applying Andersen's Model)

  • 염영희;한정희
    • 기본간호학회지
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    • 제21권1호
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    • pp.18-28
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    • 2014
  • Purpose: This study was done to apply Andersen's behavioral model to identify factors that determine oral health-related quality of life in elderly persons. Methods: Participants were 257 people ages 65 years or older. Data were analyzed using frequency, percentage, mean and hierarchical multiple regression. Results: The variables in the behavioral model, predisposing factors, enabling factors and need factors, explained 31% (F=12.7, p<.001) of variance in oral health-related quality of life. The predisposing factors, enabling factors, need factors and health behavior collectively explained 35% (F=9.22, p<.001) of variance in oral health-related quality of life. Factors influencing oral health-related quality of life in older adults were ADL and IADL, self-reported oral health status, xerostomia and dental care in last 12 months. Conclusions: The analysis results showed that the need factor had the highest level of relative importance of the three factors. The model used for this study can be used to predict oral health-related quality of life.

Analysis of Online Behavior and Prediction of Learning Performance in Blended Learning Environments

  • JO, Il-Hyun;PARK, Yeonjeong;KIM, Jeonghyun;SONG, Jongwoo
    • Educational Technology International
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    • 제15권2호
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    • pp.71-88
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    • 2014
  • A variety of studies to predict students' performance have been conducted since educational data such as web-log files traced from Learning Management System (LMS) are increasingly used to analyze students' learning behaviors. However, it is still challenging to predict students' learning achievement in blended learning environment where online and offline learning are combined. In higher education, diverse cases of blended learning can be formed from simple use of LMS for administrative purposes to full usages of functions in LMS for online distance learning class. As a result, a generalized model to predict students' academic success does not fulfill diverse cases of blended learning. This study compares two blended learning classes with each prediction model. The first blended class which involves online discussion-based learning revealed a linear regression model, which explained 70% of the variance in total score through six variables including total log-in time, log-in frequencies, log-in regularities, visits on boards, visits on repositories, and the number of postings. However, the second case, a lecture-based class providing regular basis online lecture notes in Moodle show weaker results from the same linear regression model mainly due to non-linearity of variables. To investigate the non-linear relations between online activities and total score, RF (Random Forest) was utilized. The results indicate that there are different set of important variables for the two distinctive types of blended learning cases. Results suggest that the prediction models and data-mining technique should be based on the considerations of diverse pedagogical characteristics of blended learning classes.

지역사회 거주 노인의 의존성에 영향을 미치는 요인 (Factors Infulencing the Dependonce of the Elderly Living in Community)

  • 박경옥
    • 지역사회간호학회지
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    • 제17권3호
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    • pp.346-353
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    • 2006
  • Purpose: The Purpose of this study was to analyze factors influencing the dependence of the elderly. Method: This research was designed as a descriptive study. The subjects were 103 elders living in Seoul. Data were collected from December 2004 through January 2005. The instrument used in this study was the elderly dependence scale developed by the Park (2004). Collected data were analyzed using SPSS 11.0 for Windows. Descriptive statistics, independent t-test, ANOVA and multiple regression were done. Results: In the results of regression, residence, education, vision and age were extracted as factors influencing the dependence of the elderly. The regression model explained 33% of the variance. Conclusion: Considering the results above, we need studies on the dependence of the elderly using more independent variables, on the changing pattern of dependence and influencing factors by longitudinal design, and on the elderly with functional limitations or cognitive impairment.

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인터넷 패션 쇼핑 몰의 연예인 광고 모델이 소비자의 구전 행동(WOM)에 미치는 영향 (The Effects of Internet Fashion Shopping Celebrity Advertising Model on Consumers' WOM)

  • 노유나;이승희
    • 복식문화연구
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    • 제14권5호
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    • pp.850-863
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    • 2006
  • The purpose of this study was to investigate if star marketing of on-line shopping malls affects consumers' WOM effect, and to compare the differences of consumption behavior between female teenagers and college students. Two hundred five female teenagers and college students who had purchased fashion goods through internet shopping mall participated in this study. For data analysis, descriptive statistics, factor analysis, t-test, and multiple regression were used. As the results, first, recognition of celebrity advertising models was classified into three factors such as 'trust of product', 'attractiveness of product' and 'leading interest of product' factors. Second, the greater exposure to celebrity models, the greater the good feelings about them, showing respondents' positive consumption behavior. Third, results of multiple regression revealed that behavior of pursuing celebrities' style accounted for 37% of the explained variance WOM behavior. Finally, t-test revealed that female college students were affected more by celebrity style and bought fashion items than female teenagers. However, female teenagers conducted more WOM behavior than college students. Based on these results, on-line fashion marketers would use these data for more their efficient fashion marketing strategies.

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노인의 치매예방 행위의도에 미치는 영향요인 (Factors Influencing Dementia Preventive Behavior Intention in the Elderly People)

  • 최원희;서영미;김보람
    • 동서간호학연구지
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    • 제25권2호
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    • pp.138-146
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    • 2019
  • Purpose: The purpose of this study was to identify the factors influencing dementia preventive behavior intention of the elderly people based on the Health Belief Model. Methods: The participants included 113 elderly people who met the eligibility criteria. Demographic variables, variables of the Health Belief Model (perceived susceptibility, perceived severity, perceived benefit, perceived barrier, cues to action, general health motivation, and self efficacy), dementia fear and behavioral intention of dementia prevention were examined using structured self-report questionnaires. Statistical analysis was performed by stepwise multiple regression using SPSS for Windows version 21. Results: Self efficacy, alcohol drinking, perceived barrier and education level were significant factors, which explained 32% of the variance in dementia preventive behavior intention. Multiple regression analysis demonstrated that a powerful predictor of dementia preventive behavior intention of the elderly was self efficacy. Conclusion: Developing nursing intervention to enhance self efficacy toward improvement of dementia preventive behavior among elderly people would be recommended.

The Effects of the senior staff's transformational and transactional leadership on life satisfaction for the 119 ambulance workers

  • BYUNG-JUN CHO;IL-SOON CHOI;TAE-HYUN LEE
    • 한국컴퓨터정보학회논문지
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    • 제28권7호
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    • pp.121-129
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    • 2023
  • 본 연구는 119구급대원 상사의 변혁적 리더십 및 거래적 리더십이 삶의 만족도에 미치는 영향을 알아보기 위하여, G도에서 근무하는 119구급대원 247명을 대상으로 설문조사 한 자료를 분석하였다. 다중회귀분석을 통하여, 삶의 만족도에 변혁적 리더십이 유의미한 양의 영향력을 보였으며, 거래적 리더십은 삶의 만족도에 통계적으로 유의미하지 않았다. 연구 결과를 토대로, 119구급대원이 일상생활과 업무현장에서 인식하는 삶의 만족의 중요성을 인식하고 이를 증진시키기 위해 119센터장, 팀장 그리고 현장 선임들의 세심한 배려, 팀원에게 다양한 해결 방법 제시, 미래에 대한 비전 제시 등 변혁적 리더십을 발휘할 수 있는 환경 조성이 필요하다. 그렇게 함으로써 119구급대원의 삶의 만족도가 높아지고, 119구급대원의 잠재적 역량을 발휘할 수 있는 발판이 마련됨으로써 궁극적인 구급현장 응급처치 품질의 향상을 이룰 수 있을 것이다.

Chloride penetration resistance of concrete containing ground fly ash, bottom ash and rice husk ash

  • Inthata, Somchai;Cheerarot, Raungrut
    • Computers and Concrete
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    • 제13권1호
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    • pp.17-30
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    • 2014
  • This research presents the effect of various ground pozzolanic materials in blended cement concrete on the strength and chloride penetration resistance. An experimental investigation dealing with concrete incorporating ground fly ash (GFA), ground bottom ash (GBA) and ground rice husk ash (GRHA). The concretes were mixed by replacing each pozzolan to Ordinary Portland cement at levels of 0%, 10%, 20% and 40% by weight of binder. Three different water to cement ratios (0.35, 0.48 and 0.62) were used and type F superplasticizer was added to keep the required slump. Compressive strength and chloride permeability were determined at the ages of 28, 60, and 90 days. Furthermore, using this experimental database, linear and nonlinear multiple regression techniques were developed to construct a mathematical model of chloride permeability in concretes. Experimental results indicated that the incorporation of GFA, GBA and GRHA as a partial cement replacement significantly improved compressive strength and chloride penetration resistance. The chloride penetration of blended concrete continuously decreases with an increase in pozzolan content up to 40% of cement replacement and yields the highest reduction in the chloride permeability. Compressive strength of concretes incorporating with these pozzolans was obviously higher than those of the control concretes at all ages. In addition, the nonlinear technique gives a higher degree of accuracy than the linear regression based on statistical parameters and provides fairly reasonable absolute fraction of variance ($R^2$) of 0.974 and 0.960 for the charge passed and chloride penetration depth, respectively.

경량화에 대한 안전성을 고려한 로우컨트롤암의 다목적 최적설계 (Multi-objective Optimization of Lower Control Arm Considering the Stability for Weight Reduction)

  • 이동화;박영철;허선철
    • 한국자동차공학회논문집
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    • 제11권4호
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    • pp.94-101
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    • 2003
  • Recently, miniaturization and weight reduction is getting more attention due to various benefits in automotive components design. It is a trend that the design of experiment(DOE) and statical design method are frequently used for optimization. In this research, the safety of lower control arm is evaluated according to its material change form S45C to A16061 for the reduction of arm's weight. The variance analysis on the basis of structure analysis and DOE is applied to the lower control m. We have proposed a statistical design model to evaluate the effect of structural modification by performing the practical multi-objective optimization considering mass, stress and deflection.

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

  • 김아린
    • 디지털융복합연구
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    • 제18권8호
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    • pp.343-351
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    • 2020
  • 본 연구의 목적은 독거노인의 사회적 관계망, 외로움, 수면의 질이 건강관련 삶의 질에 미치는 영향을 파악하는 것이다. 지역사회에 거주하는 독거노인 111명을 대상으로 설문지를 이용하여 자료수집을 하였다. SPSS Statistics 26.0 프로그램을 이용하여 기술통계, independent t-test, one-way ANOVA, Pearson's correlation coefficients, multiple linear regressions로 통계분석하였다. 다중회귀분석 결과, 교육 수준(β=.20, p=.020), 사회적 관계망(β=.31, p=.012) 및 수면의 질(β=-.23, p=.011)은 신체적 건강관련 삶의 질을 예측하는 요인으로 나타났고, 설명력은 25.7%이었다. 외로움(β=-.37, p=.004)은 정신적 건강관련 삶의 질을 예측하는 요인으로 나타났고, 설명력은 31.7%이었다. 독거노인의 건강관련 삶의 질 향상을 위해 사회적 고립을 해소하는 중재를 제공할 필요가 있다.