• Title/Summary/Keyword: stepwise regression model

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Factors Affecting on Nursing Service Quality of Small and Medium-sized Hospital Nurses (중소병원 간호사의 간호서비스 질에 미치는 영향요인)

  • Yeo, Su-Yeon;Song, In-Ja
    • Journal of the Korea Convergence Society
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    • v.13 no.2
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    • pp.331-340
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    • 2022
  • A descriptive study was attempted to identify the factors affecting of nursing organization culture, communication competence, and professionalism on nursing service quality of small and medium-sized hospital nurses. The study were 166 nurses from hospital nurses located in G metropolitan city, and the data collection period was from August 22 to August 30, 2019. Data were analyzed PASW 18.0 program. As a result, the factors affecting on nursing service quality were professionalism(𝛽=.485, p<.001), communication competence(𝛽=.354, p<.001), hierarchy-oriented organization culture(𝛽=.154, p<.01). The adequacy of the multiple regression model was very significant at the F statistic 64.75(p<.001), explanatory power of 54.6%. Based on this study, it can be useful as basic data for exploring ways to improve nursing service quality and developing nursing intervention programs.

Effects of Empathy for the Elderly, the Nursing Work Environment, and Person-centered Care on Geriatric Nursing Practice Among University Hospital Nurses (대학병원 간호사의 노인에 대한 공감능력, 간호근무환경 및 인간중심돌봄이 노인간호실천에 미치는 영향)

  • Kim, Ha Yeon;Song, Min Sun
    • Journal of Korean Academic Society of Home Health Care Nursing
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    • v.30 no.1
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    • pp.59-68
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    • 2023
  • Purpose: We investigated the association between empathy for the elderly, the nursing work environment, person-centered care, and geriatric nursing practice among university hospital nurses and factors that affect geriatric nursing practice. Method: We administered questionnaires to 178 nurses between May 23 and June 21, 2022 at a university hospital in city D. We used descriptive statistics, the t-test, one-way analysis of variance, the scheffé test, Pearson correlation coefficients, and stepwise multiple regression analysis for data analysis. Results: We observed a statistically significant positive correlation between nurses' geriatric nursing practice and empathy for the elderly, the nursing work environment, and person-centered care. Empathy for the elderly was positively correlated with the nursing work environment and person-centered care, and the nursing work environment showed a statistically significant positive correlation with person-centered care. Empathy for the elderly and the nursing work environment significantly affected geriatric nursing practice. The overall explanatory power of the regression model was 33.4%. Conclusion: Greater awareness and implementation of various educational programs that promote empathy for the elderly are necessary to improve nursing care for the elderly population. Furthermore, adequate manpower and material support are important to improve the nursing work environment among nurses employed at university hospitals.

The effects of satisfaction with major, and dental hygiene professionalism on career preparation behavior of dental hygiene students (치위생(학)과 학생의 전공만족도, 치위생전문직관이 진로준비행동에 미치는 영향)

  • Ji-Hyoung Han;Min-Young Kim
    • Journal of Korean society of Dental Hygiene
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    • v.23 no.5
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    • pp.387-393
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    • 2023
  • Objectives: This study was attempted in order to understand about the satisfaction with major and the dental hygiene professionalism in dental hygiene students and to grasp the factors affecting the career preparation behavior. Methods: The research subjects included 264 juniors and seniors who are attending dental hygiene department across Korea (three locations in Gyeonggi province, one locations in Daejeon, four locations in Jeolla province, and one locations in Daegu). Data were collected using the online questionnaire between March 6 to April 7, 2023. The chosen data analysis method included descriptive statistical analysis, t-test, one-way ANOVA, Pearson's correlation coefficient, and stepwise multiple linear regression. Results: The following average scores were obtained from those surveyed: 3.25 points concerning career preparation behavior, 3.83 points concerning the respondent's satisfaction with their major, and 3.45 points concerning dental hygiene professionalism. As for a difference in career preparation behavior according to general characteristics, a meaningful difference was shown in terms of gender, motivation for entering the field, and first desired employment. Aspects of career preparation behavior, satisfaction with one's major, and dental hygiene professionalism showed a significant correlation and were confirmed to explain the prediction of 29.1% of the variation in the regression model. Conclusions: For the sake of having an integrated understanding about career preparation behavior among dental hygiene students, there is a need to conduct repeated research on diverse variables and to inquire into a causal relationships between such variables.

A Study on the Development for Prediction Model of Blasting Noise and Vibration During Construction in Urban Area (도시지역 공사 시 발파 소음·진동 예측식 개발에 관한 연구)

  • Jinuk Kwon;Naehyun Lee;Jeongha Woo
    • Journal of Environmental Impact Assessment
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    • v.33 no.2
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    • pp.84-98
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    • 2024
  • This study proposed a prediction equation for the estimation of blasting vibaration and blasting noise, utilizing 320 datasets for the blasting vibration and blasting noise acquired during urban blasting works in the Incheon, Suwon, Wonju, and Yangsan regions. The proposed blasting vibration prediction equation, derived from regression analysis, indicated correlation coefficients of 0.879 and 0.890 for SRSD and CRSD, respectively, with an R2 value exceeding 0.7. In the case of the blasting noise prediction equation, stepwise regression analysis yielded a correlation coefficient of 0.911 between the prediction values and real measurements for the blasting nosie, and further analysis to determine the constant value revealed a correlation coefficient of 0.881, with an R2 value also exceeding 0.7. These results suggest the feasibility of applying the proposed prediction equations when environmental impact assessments or education environment evaluation according to urban development or apartment construction projects is performed.

Application of the ASE Model to the Assertive Behavior of Non-smoking College Students Under Secondhand Smoke Exposure (비흡연 대학생의 간접흡연 노출 시 주장행위 관련요인 - ASE 모델 적용을 중심으로 -)

  • Choo, Jin-A;Kim, Eun-Kyung
    • Research in Community and Public Health Nursing
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    • v.22 no.1
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    • pp.1-10
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    • 2011
  • Purpose:The present study was to apply the Attitudes-Social influence-Efficacy (ASE) model in order to identify factors associated with the assertive behavior of non-smoking college students when they are exposed to secondhand smokes in Korea. Methods: Data were collected from non-smoking college students (N=1,656, 76.6% female) at two universities in Seoul and Gyeonggi-do. The main outcome measure was the assertive behavior. ASE factors such as attitudes toward being assertive, social influences, and self-efficacy as well as socio-demographic, health-related, and smoking-related factors were self-administrated. Results: The mean of the assertive behavior (range 1~5 points) was 2.23;37.6% was not at all assertive, while 4.3% was always assertive. Higher assertiveness was significantly correlated with a higher level of positive attitude, social influence and self-efficacy (p<.05 for all). Stepwise multiple regression analyses showed that the social influence was the strongest factor associated with the assertive behavior (${\beta}=0.430$, p<.001, $R^2$=.246), followed by self-efficacy, motive to assertiveness, having any family member who had diseases, and male gender. These factors explained the assertive behavior by 39.7%. Conclusion: The ASE model may explain the assertive behavior of non-smoking college students under secondhand smoke exposure. Social influence and self-efficacy were significant factors associated with their assertive behavior.

A Study of Users' Cognitive Characteristics Influencing upon the Usage of End-User Searching Systems (최종이용자탐색시스템의 이용과 이용자의 인지적 특성간의 관계 연구)

  • Lee Sang-Bok
    • Journal of the Korean Society for Library and Information Science
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    • v.27
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    • pp.291-339
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    • 1994
  • The purpose of this study is to find personal characteristics that affect users' cognitive characteristics of system, and to verify correlations between this users' cognitive characteristics and selection of system usage in using end -user searching systems (EUSS), For corroborative analysis of this study, preliminary model was constructed referring to Davis' Technology Acceptance Model. The model consists of exogenous variables (personal characteristics) , parameter variables (perceived usefulness, perceived ease of use), and effect variables (selection of system usage), When exogenous variables affect parameter variables, exogenous variables are independent variables and parameter variables are dependent variables. In addition, in correlation of parameter variables, which have been affected by exogenous variables, with effect variables, parameter variables are independent variables and effect variables are dependent variables, As for the research methodology, this study regards the Academic Information System connected with the Internet as EUSS, So questionnaires have been sent to researchers in universities who were conducting direct searching for the system. 229 valid responses to questionnaires have been analyzed according to Pearson Correlation Analysis and Stepwise Selection of Multiple Regression in the statistical software packages, 'SPSS PC+'. The findings and conclusions made in this study are summarized as follows; 1. Among the personal characteristics (age, disciplinary, computer literacy level, perceived usefulness of use education and training, perceived satisfaction of end-user searching, perceived satisfaction of system characteristics), all characteristics but age affect perceived usefulness and perceived ease of use. Specifically, perceived satisfaction of end user searching and perceived satisfaction of system characteristics most affect perceived usefulness and perceived ease of use respectively. 2. Perceived usefulness and perceived ease of use have a direct effect on selection of system usage in using EUSS. 3, Perceived usefulness more affect selection of system usage than perceived ease of use in using EUSS.

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Job Stress Factor and Job Satisfaction in Clinical Nurse thorough of the NIOSH Job Stress Model (NOISH 직무스트레스 모형을 적용한 임상간호사의 직무스트레스 원인과 직무만족도 분석)

  • Lee, Jun Young;Jung, Hye Sun
    • Korean Journal of Occupational Health Nursing
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    • v.13 no.1
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    • pp.30-39
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    • 2004
  • Purpose: This study was performed to identify the factors of the job stress and to analysis affecting job satisfaction in clinical nurses, using the Job Stress Model by the National Institute for Occupational Safety and Health (NIOSH). Method: Data collection was done from July 21 to July 30, 2003. The study was involved in 203 nurses who work at the hospital. It was examined the self-recording questionnaire about general characteristics, work-related factors, non-work factors, instrument revised by NIOSH Job Stress questionnaire translated by the Korea Occupational Safety & Health Research Institute(1999). Instrument about shift work was the tool developed by Kim and Gu(1984). Result: Job satisfaction of subjects at an average level with $1.96{\pm}0.37$ score on the basis of 3 points. According to general characteristics, job satisfaction was high in those with older age and married group. According to work related general factors, job satisfaction was high with working career, an officer to higher grade. According to work characteristics factors, job satisfaction was low with much role conflict at work and much workload and much interpersonal conflict. As for the relationship between job satisfaction and non-work factor, job satisfaction was did not show statistically significant differences. As a result of Stepwise multiple regression analysis, job satisfaction was influenced by shift work, conflicts of between group and grade of office. Conclusion: Therefore, it suggests that the nurses need stress management related shift work for improvement of job satisfaction.

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Application of the Transtheoretical Model to Exercise Behavior Change Stages of Women in Nursing College and Factors Affecting the Stages (범이론적 모형을 적용한 간호대 여학생의 운동행위 변화단계와 관련요인)

  • Bae, Phil-Won
    • Journal of Korean Public Health Nursing
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    • v.26 no.1
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    • pp.147-157
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    • 2012
  • Purpose: The purpose of this study was to identify the related factors of change affecting the stages of change for exercise, on the assumption that there are various stages of change in the exercise behavior of women in nursing college. Methods: The subjects were 496 female college students in D city. The research instruments were stages of change for exercise behavior, the process of change, decisional balance, and self-efficacy. The dates were analyzed by descriptive statistics, ANOVA, and stepwise multiple regression using the SPSS 18.0 program. Results: The distribution of the subjects across the stages was: pre-contemplation, 17.7%; contemplation, 58.7%; preparation, 19.0%; action, 2.8%; maintenance, 1.8%. Analysis of variance showed that cognitive process (F=17.26, p<0.01), behavioral process (F=27.05, p<0.01), the pros of decisional-balance (F=7.07, p<0.01), the cons of decision-balance (F=5.82, p<0.01), and self efficacy (F=17.79, p<0.01) were significantly associated with the change of exercise behavior stages. The related factors of change affecting the change of exercise behavior stage were the cons of decision-making, counter conditioning, self re-evaluation, and body mass index, including 28.4% R-square. Conclusion: The transtheoretical model would be applicable to explain the exercise behavior of some women in nursing college. So, this study will be useful information for developing effective exercise behavior programs considering female students' stages of change.

Improvement of Thunderstorm Detection Method Using GK2A/AMI, RADAR, Lightning, and Numerical Model Data

  • Yu, Ha-Yeong;Suh, Myoung-Seok;Ryu, Seoung-Oh
    • Korean Journal of Remote Sensing
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    • v.37 no.1
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    • pp.41-55
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    • 2021
  • To detect thunderstorms occurring in Korea, National Meteorological Satellite Center (NMSC) also introduced the rapid-development thunderstorm (RDT) algorithm developed by EUMETSAT. At NMCS, the H-RDT (HR) based on the Himawari-8 satellite and the K-RDT (KR) which combines the GK2A convection initiation output with the RDT were developed. In this study, we optimized the KR (KU) to improve the detection level of thunderstorms occurring in Korea. For this, we used all available data, such as GK2A/AMI, RADAR, lightning, and numerical model data from the recent two years (2019-2020). The machine learning of logistic regression and stepwise variable selection was used to optimize the KU algorithms. For considering the developing stages and duration time of thunderstorms, and data availability of GK2A/AMI, a total of 72 types of detection algorithms were developed. The level of detection of the KR, HR, and KU was evaluated qualitatively and quantitatively using lightning and RADAR data. Visual inspection using the lightning and RADAR data showed that all three algorithms detect thunderstorms that occurred in Korea well. However, the level of detection differs according to the lightning frequency and day/night, and the higher the frequency of lightning, the higher the detection level is. And the level of detection is generally higher at night than day. The quantitative verification of KU using lightning (RADAR) data showed that POD and FAR are 0.70 (0.34) and 0.57 (0.04), respectively. The verification results showed that the detection level of KU is slightly better than that of KR and HR.

Use of the Quantitatively Transformed Field Soil Structure Description of the US National Pedon Characterization Database to Improve Soil Pedotransfer Function

  • Yoon, Sung-Won;Gimenez, Daniel;Nemes, Attila;Chun, Hyen-Chung;Zhang, Yong-Seon;Sonn, Yeon-Kyu;Kang, Seong-Soo;Kim, Myung-Sook;Kim, Yoo-Hak;Ha, Sang-Keun
    • Korean Journal of Soil Science and Fertilizer
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    • v.44 no.5
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    • pp.944-958
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    • 2011
  • Soil hydraulic properties such as hydraulic conductivity or water retention which are costly to measure can be indirectly generated by soil pedotransfer function (PTF) using easily obtainable soil data. The field soil structure description which is routinely recorded could also be used in PTF as an input to reduce the uncertainty. The purposes of this study were to use qualitative morphological soil structure descriptions and soil structural index into PTF and to evaluate their contribution in the prediction of soil hydraulic properties. We transformed categorical morphological descriptions of soil structure into quantitative values using categorical principal component analysis (CATPCA). This approach was tested with a large data set from the US National Pedon Characterization database with the aid of a categorical regression tree analysis. Six different PTFs were used to predict the saturated hydraulic conductivity and those results were averaged to quantify the uncertainty. Quantified morphological description was successively used in multiple linear regression approach to predict the averaged ensemble saturated conductivity. The selected stepwise regression model with only the transformed morphological variables and structural index as predictors predicted the $K_{sat}$ with $r^2$ = 0.48 (p = 0.018), indicating the feasibility of CATPCA approach. In a regression tree analysis, soil structure index and soil texture turned out to be important factors in the prediction of the hydraulic properties. Among structural descriptions size class turned out to be an important grouping parameter in the regression tree. Bulk density, clay content, W33 and structural index explained clusters selected by a two step clustering technique, implying the morphologically described soil structural features are closely related to soil physical as well as hydraulic properties. Although this study provided relatively new method which related soil structure description to soil structure index, the same approach should be tested using a datasets containing the actual measurement of hydraulic properties. More insight on the predictive power of soil structure index to estimate hydraulic properties would be achieved by considering measured the saturated hydraulic conductivity and the soil water retention.