• Title/Summary/Keyword: Multivariate ANOVA

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Mathematical Evaluation of Response Behaviors of Indicator Organisms to Toxic Materials (지표생물의 독성물질 반응 행동에 대한 수리적 평가)

  • Chon, Tae-Soo;Ji, Chang-Woo
    • Environmental Analysis Health and Toxicology
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    • v.23 no.4
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    • pp.231-245
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    • 2008
  • Various methods for detecting changes in response behaviors of indicator specimens are presented for monitoring effects of toxic treatments. The movement patterns of individuals are quantitatively characterized by statistical (i.e., ANOVA, multivariate analysis) and computational (i.e., fractal dimension, Fourier transform) methods. Extraction of information in complex behavioral data is further illustrated by techniques in ecological informatics. Multi-Layer Perceptron and Self-Organizing Map are applied for detection and patterning of response behaviors of indicator specimens. The recent techniques of Wavelet analysis and line detection by Recurrent Self-Organizing Map are additionally discussed as an efficient tool for checking time-series movement data. Behavioral monitoring could be established as new methodology in integrative ecological assessment, tilling the gap between large-scale (e.g., community structure) and small-scale (e.g., molecular response) measurements.

Effects of Emotional Labor, Job Satisfaction on Turnover in Nurses (간호사의 감정노동, 직무만족도가 이직의도에 미치는 영향)

  • Nam, Hye Ri
    • Health Communication
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    • v.13 no.2
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    • pp.167-174
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    • 2018
  • Purpose: The purpose of this study was to investigate the relationship among emotional labor, Job Satisfaction, Turnover in clinical nurses. Methods: A convenience sample of 136 registered nurses was obtained from a university General hospital in a city. Data were collected by a self-administered questionnaire during December, 2017. Data were analyzed using descriptive statistics, t-test, one-way ANOVA, Pearson correlations and multiple regression with SPSS/WIN 21.0. Results: The mean score for emotional labor was $3.65{\pm}0.32$, Job Satisfaction was $2.96{\pm}0.31$, and Turnover was $3.49{\pm}0.74$. In multivariate analysis, factors related to Turnover were emotional labor of nurse, Job Satisfaction. The explained variane for Turnover was 44.2%(F=114.35, p<.001). Conclusion: The results of the study indicate that emotional labor, Job Satisfaction have an effect on turnover of Nurses. Findings from this study indicate the need to evaluate and improve the intervention program for nurses to decrease Turnover.

Prevalence of Cigarette Smoking and Associated Factors among Secondary School Teachers in Malaysia

  • Al-Naggar, Redhwan A.;Jawad, Ammar A.;Bobryshev, Yuri V.
    • Asian Pacific Journal of Cancer Prevention
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    • v.13 no.11
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    • pp.5539-5543
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    • 2012
  • Objective: The smoking prevalence in Malaysia is high, especially among men and adolescents. This study aimed to determine the prevalence and associated factors towards cigarette smoking among school teachers in Malaysia. Methodology: This study was a school-based cross-sectional study conducted among 495 secondary school teachers. The questionnaire used in this study consisted of 29 questions categorized into two sections: socio-demographic characteristics and smoking behaviour. Data were analyzed using the Statistical Package for the Social Sciences (SPSS) program 13.0. ANOVA; t-tests were used in univariate analysis; multiple linear regression was applied for multivariate analysis. Results: The majority of the participants were female (81.6%), in the age group ranged between 30-39 years (44%), Malay (90.1%), married (89.7%), degree holders (85.1%), with monthly income ranged between 3000-3999 Ringgit Malaysia (33.5%), from urban areas (94.7%), their specialty is social studies (33.9%) and with no family history of cancer (83.6%). The prevalence of smoking among school teachers in Malaysia was found to be 7.8%. Regarding reasons to start smoking among school teachers: the major reason was found to be relaxation (33.3%), followed by stress-relief (28.2%). Univariate analysis showed that sex, educational status, monthly income and residency were significantly associated with smoking among school teachers (p<0.001, p=0.004, p=0.031, p=0.010; respectively). Multivariate analysis showed that gender and marital status were significantly associated with smoking among school teachers (p<0.001, p=0.033; respectively). Conclusion: The prevalence of smoking among school teachers in Malaysia was found to be relatively low. Sex, marital status, educational status, monthly income and residency were significantly associated with smoking among school teachers.

Relationship of Serum Uric Acid to Cardiovascular Risk Factors in Korean Male Workers (일부 남자 근로자들의 혈청 요산과 심혈관질환 위험요인과의 관련성)

  • Oh, Jong-Gab;Lee, Chul-Gab;Kim, Ki-Soon;Ryu, So-Yeon
    • Journal of Preventive Medicine and Public Health
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    • v.35 no.3
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    • pp.214-220
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    • 2002
  • Objectives : To investigate the relationship of serum uric acid to cardiovascular risk factors in Korean male workers. Methods : We screened 522 male workers at an electrical manufacturing company by a periodic health examination and a questionnaire survey in 2000. We collected data relating to age, smoking status, alcohol drinking status, body mass index (BMI), blood pressure, serum lipid, fasting blood glucose and serum uric acid. The data were analyzed using a variety of methods, including ANOVA, Pearson's correlation, and multivariate regression analyses. to examine the association between uric acid and cardiovascular risk factors with a cross-sectional study design. Results : The concentration of serum uric acid showed positive associations with BMI, total cholesterol, triglyceride, and LDL-cholesterol; it was also significantly correlated to systolic and diastolic blood pressures. Life-style characteristics, such as smoking and alcohol drinking showed no significant association. From the multivariate regression analyses, BMI, total cholesterol and fasting blood glucose levels were found to be independent positive predictors of uric acid; while age, blood pressure and smoking status give no independent contribution explaining the variability of serum uric acid levels. Conclusions : This study demonstrates that serum uric acid level have a significant association with cardiovascular risk factors, such as BMI, total cholesterol and blood glucose in some Korean male workers.

Comparative Analysis of Cultivation Region of Angelica gigas Using a GC-MS-Based Metabolomics Approach (GC-MS 기반 대사체학 기술을 응용한 참당귀의 산지비교분석)

  • Jiang, Guibao;Leem, Jae Yoon
    • Korean Journal of Medicinal Crop Science
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    • v.24 no.2
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    • pp.93-100
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    • 2016
  • Background: A set of logical criteria that can accurately identify and verify the cultivation region of raw materials is a critical tool for the scientific management of traditional herbal medicine. Methods and Results: Volatile compounds were obtained from 19 and 32 samples of Angelica gigas Nakai cultivated in Korea and China, respectively, by using steam distillation extraction. The metabolites were identified using GC/MS by querying against the NIST reference library. Data binning was performed to normalize the number of variables used in statistical analysis. Multivariate statistical analyses, such as Principal Component Analysis (PCA), Partial Least Squares-Discriminant Analysis (PLS-DA), and Orthogonal Partial Least Squares-Discriminant Analysis (OPLS-DA) were performed using the SIMCA-P software. Significant variables with a Variable Importance in the Projection (VIP) score higher than 1.0 as obtained through OPLS-DA and those that resulted in p-values less than 0.05 through one-way ANOVA were selected to verify the marker compounds. Among the 19 variables extracted, styrene, ${\alpha}$-pinene, and ${\beta}$-terpinene were selected as markers to indicate the origin of A. gigas. Conclusions: The statistical model developed was suitable for determination of the geographical origin of A. gigas. The cultivation regions of six Korean and eight Chinese A. gigas. samples were predicted using the established OPLS-DA model and it was confirmed that 13 of the 14 samples were accurately classified.

Classification of Healthcare Decline and Analysis on the Healthcare Outcomes (우리나라 도시별 의료쇠퇴 유형과 건강결과 분석)

  • Kim, Hyo Jeong;Kim, Young Hoon
    • Korea Journal of Hospital Management
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    • v.22 no.4
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    • pp.87-101
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    • 2017
  • [Purpose] This study aims to classify of healthcare decline and analyze the corresponding health outcomes among cities in Korea. In pursuing the above, this paper gives the particular attention to draw policy implications. [Methodology/Approach] Public healthcare data of 81 cities between 2014 and 2015 was obtained from the National Medical Center of Korea. A matrix analysis, t-test, ANOVA and multivariate regression were applied. [Findings] The study results indicated that declining cities tend to have the most healthcare resources, compared to growing or maintaining cities. However, accessibility to healthcare appeared to be lower in declining cities. Based on the classification of cities on healthcare decline, 42 out of 81 cities were categorized as a maintain/improvement group, while 39 cities were characterized as decline/depression. The group with a decline/depression type has significantly more healthcare facilities than maintain/improvement type. In contrast, maintain/improvement cities indicated lower incidence of morbidity and mortality than decline/depression cities. Lastly, according to the multivariate regression analysis for the healthcare outcomes by the type of healthcare decline, incidence of morbidity and mortality tended to decrease as the number of healthcare workers, the proportion of people who have healthcare accessibility, and the Timely Relevance Index increased regardless of the number of medical facilities including hospital beds and special beds. [Practical Implications] In conclusion, focusing on the improvement of healthcare accessibility as well as staffing, rather than expanding facilities is essential to set the healthcare policies.

Effects of COVID-19 related Peritraumatic Distress and Job Stress on the Nursing Performance of Clinical Nurses (임상간호사의 COVID-19 관련 트라우마 스트레스와 직무스트레스가 간호업무성과에 미치는 영향)

  • Lee, Joohyun
    • Journal of Korean Public Health Nursing
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    • v.36 no.3
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    • pp.334-346
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    • 2022
  • Purpose: This survey was conducted to investigate the level of coronavirus disease 2019 (COVID-19)-related peritraumatic distress and job stress among clinical nurses and evaluate their effects on nursing performance. Methods: The participants were 115 nurses from 5 hospitals in 3 regions in Korea. The peritraumatic distress index (PDI), job stress, and nursing performance scales were used for the analysis. The data were analyzed using descriptive statistics, t-test, ANOVA, Pearson correlation coefficient, and multivariate regression analysis. Results: The level of peritraumatic distress of nurses was scored at 22.8 ± 9.26 (range 0 to 45). The level of job stress was scored at 2.69 ± 0.51 (range 1.3 to 3.7). The level of nursing performance was scored at 3.73 ± 0.51(range 1.76 to 5.0). Peritraumatic distress was observed to be positively correlated with job stress (r=.408, p<.001). However, peritraumatic distress and job stress were not correlated with nursing performance. In multivariate regression, the only variable seen to affect nursing performance was the work experience of the nurses. Work experience levels of five to fifteen years were observed to have a significant positive effect on nursing performance. Conclusion: The work experience of nurses directly influenced nursing performance during the pandemic period. Thus, to retain more nurses and to improve nursing performance, it would be necessary to develop various strategies to decrease their peritraumatic distress and job stress caused by the pandemic.

Analysis of Factors Influencing Physical Activity in Female Nursing Students based on the Habit Formation Model (습관형성모델을 기반으로 한 간호대학 여학생의 신체활동에 대한 영향요인 분석)

  • Kim, Kyunghee;Gu, Mee-Ock
    • The Journal of the Convergence on Culture Technology
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    • v.6 no.4
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    • pp.453-468
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    • 2020
  • This study was conducted to investigate factors influencing physical activity in female nursing students based on the habit formation model. The participants were 207 female students at G nursing college and J nursing college located in J city. All data were collected from 31, August to 14, September in 2020 and analyzed by descriptive statistics, ANOVA and Scheffĕ test, Pearson's correlation coefficient, Univariate, and Multivariate multinomial logistic regression using SPSS/WIN 22.0 program. The average level of physical activity measured by the Korean version of IPAQ was 2506.31±2807.05 MET-min/week. According to the physical activity category classified by IPAQ, there were 59students(28.5%) in the high group, 98students(47.3%) in the moderate group, and 50students(24.2%) in the low group. Physical activity habit strength was the significant factor influencing physical activity in female nursing students. Therefore, this study suggests that it is necessary to develop the habit formation program and verify effectiveness for enhancing and maintaining the physical activity in female nursing students.

Development of Drought Stress Measurement Method for Red Pepper Leaves using Hyperspectral Short Wave Infrared Imaging Technique (초분광 단파적외선 영상 기술을 이용한 고추의 수분스트레스 측정 기술 개발)

  • Park, Eunsoo;Cho, Byoung-Kwan
    • Journal of Bio-Environment Control
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    • v.23 no.1
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    • pp.50-55
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    • 2014
  • This study was conducted to investigate the responses of red pepper (Hongjinju) leaves under water stress. Hyperspectral short wave infrared (SWIR, 1000~1800 nm) reflectance imaging techniques were used to acquire the spectral images for the red pepper leaves with and without water stress. The acquired spectral data were analyzed with a multivariate analysis method of ANOVA (analysis of variance). The ANOVA model suggested that 1449 nm wavebands was the most effective to determine the stress responses of the red pepper leaves exposed to the water deficiency. The waveband of 1449 nm was closely related to the water absorption band. The processed spectral image of 1449 nm could separate the non-stress, moderate stress (-20 kPa), and severe stress (-50 kPa) groups of red pepper leaves distinctively. Results demonstrated that hyperspectral imaging technique can be applied to monitoring the stress responses of red pepper leaves which are an indicator of physiological and biochemical changes under water deficiency.

A Comparative Study on the Competitiveness of the Alignment Zones in the Capital Area (수도권 정비 권역별 입지 경쟁력 비교 연구)

  • Kim, Dong-Yoon
    • Journal of The Korean Digital Architecture Interior Association
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    • v.11 no.3
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    • pp.79-88
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    • 2011
  • In the context of sustainability which is understood as equilibrium among three elements; human, space and time, the imbalance within the Seoul metropolitan area hinders its own area or the nation from development. Claims for the balanced development in the area are set up on the premise that there is a locational order of priority among the zones named 'overpopulation suppression', 'growth management' and 'conservation'. Based on the systematic consideration of competitiveness this study adopts the premise as a research hypothesis. Factor scales derived from the factor analysis, a kind of multivariate dependence analysis play an important role in this research process since they are measured by interval-ratio level and can be used for dependent variables in the statistical analysis. The hypothesis test carried out by means of the analysis of variance(ANOVA) concludes that the hypothesis assuming no difference in the competitiveness is rejected but the alternative hypothesis of the locational order mentioned above should be adjusted. Eigenvalues derived from the factor analysis could be used as weights for aggregate factor scales and the scales show that the priority is in the order of growth management - overpopulation suppression - conservation zones. This finding has also a significant implication that the countermeasures to cope with the lowering of the competitiveness resulted from the continuous and absolute restraints should be provided. And strategic approaches which are composed of key factors for each zone are deducted from in-depth review. (1) overpopulation suppression zone; health-welfare, educational base, public service factors, focusing on health-welfare one, (2) growth management zone; public service factor and (3) conservation zone; health-welfare, educational base factors, also focusing on health-welfare one.