• Title/Summary/Keyword: Multiple-Linear-Regression

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Evaluation of diet quality and its associated factors among adolescents in Kuala Lumpur, Malaysia

  • Rezali, Fara Wahida;Chin, Yit Siew;Shariff, Zalilah Mohd;Yusof, Barakatun Nisak Mohd;Sanker, Kaartina;Woon, Fui Chee
    • Nutrition Research and Practice
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    • v.9 no.5
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    • pp.511-516
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    • 2015
  • BACKGROUND/OBJECTIVES: This study aims to determine contribution of meal frequency, self-efficacy for healthy eating, and availability of healthy foods towards diet quality of adolescents in Kuala Lumpur, Malaysia. SUBJECTS/METHODS: This study was conducted among 373 adolescents aged from 13 to 16 years old. Diet quality of the respondents was assessed using the Healthy Eating Index for Malaysians. Meal frequency, self-efficacy for healthy eating, and availability of healthy foods were assessed through the Eating Behaviours Questionnaire (EBQ), self-efficacy for healthy eating scale, and availability of healthy foods scale, respectively. RESULTS: The majority of the respondents (80.7%) were at risk of poor diet quality. Males ($mean=34.2{\pm}8.2%$) had poorer diet quality than females ($mean=39.9{\pm}9.0%$) (t = -5.941, P < 0.05). Malay respondents ($mean=36.9{\pm}8.7%$) had poorer diet quality than Indian respondents ($mean=41.3{\pm}10.0%$) (F = 2.762, P < 0.05). Age (r = 0.123, P < 0.05), self-efficacy for healthy eating (r = 0.129, P < 0.05), and availability of healthy foods (r = 0.159, P < 0.05) were positively correlated with the diet quality of the respondents. However, meal frequency was not correlated with the diet quality of the respondents. Multiple linear regression analysis showed that being a male, being a Malay, low self-efficacy for healthy eating, and low availability of healthy foods contributed significantly towards poor diet quality among respondents. CONCLUSIONS: In short, sex, ethnicity, self-efficacy for healthy eating, and availability of healthy foods were associated with diet quality among adolescents. Health practitioners should take into consideration of differences in sex and ethnicity during implementation of nutrition-related intervention programs. Self-efficacy for healthy eating and availability of healthy foods should be included as important components in improving diet quality of adolescents.

Factors Related to Subjective Well-being of Dental Hygienists (치과위생사의 주관적 안녕감과 관련 요인)

  • Joung, So-Yu;Cho, Young-Sik
    • Journal of dental hygiene science
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    • v.15 no.6
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    • pp.736-745
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    • 2015
  • The purpose of this study is to find out factors that affect subjective well-being among dental hygienists. The questionnaires were consisted of 7 categories: general characteristics, job characteristic, job satisfaction, job identity, job commitment, Leisure satisfaction and subjective well-being. T-test, ANOVA, multiple linear regression were applied in this analysis. The results are as follows: Job satisfaction, job identity, job commitment and leisure satisfaction had significant influence on positive experience index (p<0.05). Leisure satisfaction was the most significant factor and it positively influences the positive experience index. In order to increase the subjective well-being among dental hygienists, plans that can increase the job satisfaction, job identity, job commitment and leisure satisfaction should be implemented by improving job-related factors.

A Study of the Relation of Perceived Stress to Oral Parafunctional Habits in University Students (일부 대학생의 지각된 스트레스와 구강 악습관과의 관련성)

  • Lee, Hyun-Ok;Kim, Sun-Mi
    • Journal of dental hygiene science
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    • v.15 no.6
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    • pp.721-727
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    • 2015
  • The purpose of this study was to examine the impact of stress on the habits of temporomandibular disorder in college students. The subjects in this study were 396 male and female students who were in their first to fourth years at five different colleges located in Jeollabuk-do. The findings of the study were as follows: As for the degree of bad oral habits, "sleeping on one side" was the most common bad oral habit, followed by "enjoying caffeinated beverages," "resting the chin on the hand or a thing" and "chewing food in one side of the mouth only." As a result of analyzing their stress by general characteristics including gender, there were significant differences according to gender in stress about school life problems, one's own problems and economic difficulties, and only stress about one's own problems statistically significantly varied with academic year. When the correlation of the factors was analyzed, perceived stress about school life problems and one's own problems had a significant positive correlation with bad oral habit scores. When a multiple linear regression analysis was made to determine the influence of general characteristics and perceived stress on bad oral habit scores, gender, academic year, self-rated oral health status, stress about school life problems and stress about one's own problems were identified as significant variables. The findings of the study illustrated that there was an organic relationship between the bad oral habits and stress of the college students.

Study on a moderating effect of psycho-social characteristics in the relationship between depression and suicidal ideation among community elderly (노인의 심리사회적 특성이 우울감과 자살생각에 미치는 조절효과에 관한 연구)

  • Park, Bonggil
    • 한국노년학
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    • v.28 no.4
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    • pp.969-989
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    • 2008
  • This study attempts to explain how depression among community elderly relate to suicidal ideation and whether or not the psycho-social characteristics of elderly persons moderate the relationship between these two variables. This study was conducted in Seoul, Busan, and Daegu and included 273 persons 65 years and above who were using senior welfare centers in the communities. For the questionnaire and analysis, this research uses the Health Care, Life Event, Self-esteem, Family Assessment scales. This research utilizes a wide range of statistical analyses, such as descriptive analysis, Pearson's correlation, reliability analysis, multiple regression, and general linear modeling. The calculations employed the use of SPSS/PC+ 12.0. This research indicates, among other things, that elderly persons with a high level of depression and psycho-social characteristics show a tendency toward higher suicidal ideation and that the level of self-esteem, life event, and family communication plays a moderating role in the relationship between depression and suicidal ideation among community elderly. In conclusion, elderly persons who experienced with a high level of psycho-social characteristics shows a relatively greater tendency toward suicidal ideation when compared to elderly persons having a low level of psycho-social characteristics. The intervention's effectiveness in reducing suicidal ideation can reinforce self-esteem, and cope with stressful life events and family discord as prevention strategy to reduce risk factors for suicide in late life.

Health Inequalities among the Elderly : Mediation Effect of Social Participation Between Educational Level Inequalities and Self-rated Health·Depression (노인의 건강불평등 : 교육불평등에 따른 건강불평등에 대한 사회참여의 매개효과)

  • Kim, Dongbae;Yoo, Byungsun;Lee, Jeongeun
    • Korean Journal of Social Welfare Studies
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    • v.43 no.1
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    • pp.117-142
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    • 2012
  • This research attempts to explain the influence of educational level inequalities on self-rated health and depression of the elderly. Also, we are focusing whether there is a mediating effect of social support between educational level inequalities and self-rated health depression of the elderly. The data was collected from July, 30 to August, 15, 2009. 631 persons who live in Gangnam-Gu area over 60 years of age were recruited. Frequency, percentage, mean, standard deviation and multiple regression were employed using SPSS 12.0. The result of this study shows that educational level inequalities have a influence on the self-rated health and depression. It is also verified that social participation variable has a partial mediating effect between educational level inequalities and mental health(self-rated health and depression). This study carried out a positive linear relationship between educational level and health: the higher education, the better the health. And also, the results present the importance of developing adequate intervention programs for the elderly having low educational level to improve social participation and to enhance mental health(self-rated health and depression).

Moderated Mediation effect of Parenting Behaviors on the Relation between Deviant Peer's Influences and Delinquency in Adolescence (청소년 비행행동에 대한 부모양육행동과 비행친구집단간의 조절된 매개효과)

  • Lee, Sang-Gyun
    • Journal of the Korean Society of Child Welfare
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    • no.27
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    • pp.121-151
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    • 2008
  • The purpose of this study is to examine the moderated mediation effects of parenting functioning on the relations between deviant peer's influences and delinquent behaviors in adolescence. To investigate the moderated mediation effects, simple slope test and bootstrapping method based on multiple linear regression(MLR) model were used. This study used data from wave 1-2(2003-2004) of the Korea Youth Panel Survey(KYPS). Results showed that poorer parenting increased the probability that adolescents would affiliated with deviant peers, and more association with deviant peers, in turn, was related to delinquency. There was statistical significant interaction between affiliation with deviant peers and parenting in the model for delinquency. It implied that the relation between deviant peers and delinquency depends on the quality of parenting. Finally, indirect effect of earlier parenting on delinquent behavior through affiliation with deviant peers was moderated by later parenting. These results help clarify the conditions under which exposure to parenting behaviors can buffer the negative effect of deviant best friends on delinquent behaviors in adolescence. Practice and policy implications as well as further research topic were discussed to aid the search for highly effective preventive and treatment interventions.

Characterizing CO2 Supersaturation and Net Atmospheric Flux in the Middle and Lower Nakdong River (낙동강 중하류에서 이산화탄소 과포화 및 순배출 특성 분석)

  • Lee, Eun Ju;Chung, Se Woong;Park, Hyung Seok
    • Proceedings of the Korea Water Resources Association Conference
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    • 2019.05a
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    • pp.416-416
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    • 2019
  • 육상 담수는 대기중 이산화탄소($CO_2$) 배출의 중요한 발생원으로 주목되고 있다. 하천 및 강에서 대기중으로 배출되는 $CO_2$는 전 세계 탄소순환의 핵심요소이며, 대부분의 하천과 강은 $CO_2$로 과포화 되어있다. 세계적으로 하천 및 강의 $CO_2$ 배출량은 호수 및 저수지의 배출량보다 약 5배 많은 것으로 보고되고 있으나, 국내연구에서는 연구사례가 드물다. 따라서 본 연구의 목적은 낙동강 중하류에 위치해있는 강정고령보(GGW), 달성보(DSW), 합천창녕보(HCW), 창녕함안보(CHW)에서 발생되는 순 대기 배출 플럭스(Net Atmospheric Flux, NAF)의 동적 변동 특성을 분석하고, 데이터마이닝 기법을 적용하여 쉽게 수집할 수 있는 물리적 및 수질 변수로 $CO_2$ NAF를 추정하는데 사용할 수 있는 간략한 예측 모델을 개발하는데 있다. $CO_2$ NAF는 대기-수면 경계면에서의 $CO_2$ 부분압($pCO_2$)의 차에 기체전달속도를 곱하여 산정하였으며, 기체전달속도는 Cole and Caraco(1998)가 제안한 식을 사용하였다. 담수와 해수의 탄산염 시스템에서 열역학적 화학평형을 모두 고려한 $CO_2$SYS 프로그램을 사용하여 수중의 $pCO_2$를 산정하였고, $CO_2$ NAF는 Henry의 법칙과 Fick의 1차 확산법칙을 사용하여 계산하였다. $CO_2$ NAF의 시간적 변동성에 영향을 미치는 환경요인을 평가하기 위해서 상관분석, 주성분분석(Principal Component Analysis; PCA), 단계적다중회귀모델(Step-wise Multiple Linear Regression; SMLR), 랜덤포레스트(Random Forest; RF)방법을 사용하였다. SMLR 모델은 R package인 olsrr, RF 모델은 R package인 caret, randomForest를 이용하여 분석하였다. 연구 결과, 4개 보 상류 하천구간은 조류의 성장이 활발한 일부 기간을 제외한 대부분의 기간에서 $CO_2$를 대기로 배출하는 종속영양시스템(Heterotrophic system)을 보였다. $CO_2$ NAF의 중위값은 HCW에서 최소 $391.5mg-CO_2/m^2day$, DSW에서 최대 $1472.7mg-CO_2/m^2day$였다. 모든 보에서 NAF는 pH와 강한 음의 상관관계를 보였으며, $pCO_2$와 Chl-a도 음의 상관관계를 보였다. 이는 조류가 수중에서 $CO_2$를 소비하고 pH를 증가시키기 때문이다. PCA 분석 결과, NAF와 $pCO_2$가 높은 공분산을 보였으며, pH와 Chl-a는 반대 방향으로 군집되어 상관분석과 동일한 결과를 보였다. 이 연구를 통해 개발된 SMLR 모델과 RF 모델의 Adj. $R^2$ 값은 모든 보에서 0.77 이상으로 나왔으며, $pCO_2$ 측정 데이터가 없더라도 하천의 $CO_2$ NAF를 추정하는 방법으로 사용될 수 있을 것으로 평가된다.

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Detrending Crop Yield Data for Improving MODIS NDVI and Meteorological Data Based Rice Yield Estimation Model (벼 수량 자료의 추세분석을 통한 MODIS NDVI 및 기상자료 기반의 벼 수량 추정 모형 개선)

  • Na, Sang-il;Hong, Suk-young;Ahn, Ho-yong;Park, Chan-won;So, Kyu-ho;Lee, Kyung-do
    • Korean Journal of Remote Sensing
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    • v.37 no.2
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    • pp.199-209
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    • 2021
  • By removing the increasing trend that long-term time series average of rice yield due to technological advancement of rice variety and cultivation management, we tried to improve the rice yield estimation model which developed earlier using MODIS NDVI and meteorological data. A multiple linear regression analysis was carried out by using the NDVI derived from MYD13Q1 and weather data from 2002 to 2019. The model was improved by analyzing the increasing trend of rime-series rice yield and removing it. After detrending, the accuracy of the model was evaluated through the correlation analysis between the estimated rice yield and the yield statistics using the improved model. It was found that the rice yield predicted by the improved model from which the trend was removed showed good agreement with the annual change of yield statistics. Compared with the model before the trend removal, the correlation coefficient and the coefficient of determination were also higher. It was indicated that the trend removal method effectively corrects the rice yield estimation model.

A Study on the Factors Affect on Opticians' Customer Orientation (안경사의 고객지향성에 영향을 미치는 요인에 관한 연구)

  • Choi, Youngro;Park, Inn-Jee
    • The Korean Journal of Vision Science
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    • v.20 no.4
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    • pp.403-411
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    • 2018
  • Purpose : The purpose of this study is to analyze how the certain efforts of the optical shops affect on opticians' job satisfaction and organizational commitment, and to analyze how opticians' job satisfaction and organizational commitment affect on the customer orientation and to suggest the method of maintaining competitiveness. Methods : Two hundred opticians took participations on the surveys via the Internet survey method and social network system (SNS), and SPSS 18.0 statistics program was used for data analysis; frequency analysis, T-test, factor analysis, reliability analysis, and multiple linear regression analysis were conducted. Results : It is analyzed the differences on the job satisfaction and organizational commitment in accordance with type of optical shops, conducting 5 working days/week and flexible time. As a result, higher job satisfaction is presented with 5 working days/week. Relationships with co-workers statistically affect on job satisfaction positively and emotional labor and work overload statistically affect on job satisfaction negatively. In addition, relationships with co-workers and reward statistically affect on organizational commitment positively and emotional labor and work overload statistically affect on organizational commitment negatively. And opticians' job satisfaction and organizational commitment statistically affect on customer satisfaction positively. Conclusion : It is necessary for the optical shops to make an effort for their opticians to improve the job satisfaction and organizational commitment. And to do so, it is needed to form trusting and respecting relationships with co-workers or superiors. In addition, it is necessary to have continuous communication and education for opticians' self-management. Also, it is needed to establish an effective reward system.

The effects of Leisure activity, Self esteem, Achievement on Mental Wellbeing among the Aged (노인의 여가활동, 자아존중감, 성취감이 정신적 웰빙에 미치는 영향)

  • Han, Jong Hee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.11
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    • pp.645-652
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    • 2018
  • This study examined the effects of leisure activity, self-esteem, and the achievement on mental wellbeing among the elderly. The participants in this cross-sectional, descriptive study were 149 elderly who completed a self-report structured questionnaire. The data were analyzed using descriptive statistics, correlation and multiple linear regression analyses with SPSS statistics 20 program. The mental well-being averaged 51.5 (${\pm}15.1$); leisure activity averaged 26.2 (${\pm}6.5$); self-esteem averaged 30.2 (${\pm}5.2$), and self-esteem averaged 44.4 (${\pm}8.3$). The mental well being of the elderly was positively correlated with all three variables. The leisure activity, self-esteem, and achievement were strong predictors of the mental well-being among the elderly. These variables explained 42.7% of the variance in mental wellbeing. The results suggest that the elderly are satisfied with their own situations and abilities, have a positive mind by accepting their present state of being, continue social interactions through active leisure activities, and set specific goals. The mental well-being of the elderly can be improved.