• Title/Summary/Keyword: Multiple linear Regression

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Development of Multiple Linear Regression Model to Predict Agricultural Reservoir Storage based on Naive Bayes Classification and Weather Forecast Data (나이브 베이즈 분류와 기상예보자료 기반의 농업용 저수지 저수율 전망을 위한 저수율 예측 다중선형 회귀모형 개발)

  • Kim, Jin Uk;Jung, Chung Gil;Lee, Ji Wan;Kim, Seong Joon
    • Proceedings of the Korea Water Resources Association Conference
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    • 2018.05a
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    • pp.112-112
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    • 2018
  • 최근 이상기후로 인한 국부적인 혹은 광역적인 가뭄이 빈번하게 발생하고 있는 추세이며 발생횟수 뿐 아니라 가뭄 심도 및 지속기간이 과거보다 크게 증가하여 그에 따른 피해가 커질 것으로 예측되고 있다. 특히, 2014~2015년도의 유례없는 가뭄으로 인해 저수지 용수공급이 제한되면서 많은 농가들이 피해를 입었다. 본 연구의 목적은 전국 농업용 저수지를 대상으로 기상청 3개월 예보자료를 활용 할 수 있는 농업용 저수지 저수율 다중선형 회귀 모형을 개발하여 저수율 전망정보를 생산하는 것이다. 본 연구에서는 전국에 적용 가능한 저수율 다중선형 회귀 모형개발을 위해 5개의 기상요소(강수량, 최고기온, 최저기온, 평균기온, 평균풍속)와 관측 저수지 저수율을 활용했다. 기상자료는 2002년부터 2017년까지의 기상청 63개 지상관측소로부터 기상관측자료를 수집하였다. 본 연구에서는 저수율 전망 단계를 세 단계로 나누었다. 첫 번째 단계로 농어촌공사에서 전국 511개 용수구역을 대상으로 군집분석 및 의사결정나무 분석을 통해 제시한 65개 대표저수지를 대상으로 기상자료 및 관측 저수율 자료를 이용하여 다중선형 회귀분석을 실시하였다. 수집한 기상요소와 저수율을 독립변수로 하여 월별 회귀식을 산정한 결과 결정계수($R^2$)는 0.51~0.95로 나타났다. 두 번째 단계로 대표저수지의 회귀분석 결과를 전국의 저수지로 확대하기 위해 나이브 베이즈 분류법을 적용하여 전국 3098개의 저수지를 65의 군집으로 분류하고 각각의 군집에 해당되는 월별 회귀식을 산정하였다. 마지막으로 전국 저수지로 산정된 회귀식과 농업 가뭄 예측을 위해 기상청의 GS5(Global Seasonal Forecasting System 5) 3개월 예보자료를 수집하여 회귀식에 적용해 2017년 전국 저수지의 3개월 저수율 전망정보를 생산하였다. 본 연구의 전국 저수지 군집결과 기반의 저수율 전망기술은 2017년도 관측 저수율과 비교한 결과 유의한 상관성을 나타냈으며 이 결과는 추후 농업용 저수지의 물 공급 및 농업가뭄 전망 자료로서 이용이 가능할 것으로 판단된다.

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Convergence Analysis of the Factors Influencing Core Competencies on Disaster Nursing among Nursing Students (간호대학생의 재난간호 핵심수행능력에 미치는 융합적 영향요인)

  • Yang, Seung-Ae
    • Journal of Convergence for Information Technology
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    • v.8 no.3
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    • pp.39-51
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    • 2018
  • Objectives: The purpose of the study was to identify the factors influencing the nursing students' core competencies on disaster nursing. Methods: A sample of convenience was 224 nursing students, and a questionnaire was used to measure their disaster awareness, disaster preparedness, ego-resiliency, and core competencies on disaster. Results: A significant positive correlation was found among core competencies, disaster awareness, disaster preparedness, and ego-resiliency. Disaster preparedness(${\beta}=.413$), grade of which the participant was in(${\beta}=.165$), satisfaction on clinical practice(${\beta}=-.160$), ego-resiliency(${\beta}=.159$), and disaster related education experience(${\beta}=-.120$) were significant predictive variables of which accounted for 38.5% of the variance in core competencies. Conclusions: The results from this study can be used to develop programs for core competencies on disasters nursing.

Mediating Effect of Nursing Professionalism in the Relationship between Nurse's Character and Nursing Intention Caring for High Risk Pathogen Infected Patients in the Tertiary Hospital Nurses (병원간호사의 간호인성과 고위험 병원체 감염환자 간호의도와의 관계: 간호전문직관의 매개효과)

  • Ryu, Jeong Lim;Chae, Yoon Jung;Kim, Shin Hee
    • Journal of East-West Nursing Research
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    • v.27 no.2
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    • pp.143-152
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    • 2021
  • Purpose: This study aims to explore the mediating effect of the nursing professionalism in the relationship between nurse's character and nursing intention caring for high risk pathogen infected patients in the tertiary hospital nurses. Methods: This study used a crosssectional descriptive design. The participants were 129 nurses from two tertiary hospitals. The questionnaire consisted of tools measuring clinical nursing personality, nursing professionalism and nursing intention caring for high risk pathogen infected patients in the tertiary hospital nurses. The data were analyzed using independent sample t-test, one-way ANOVA, Pearson correlation coefficient, and hierarchical multiple linear regression. Results: There were significant relationships between nurse's character and nursing professionalism (r=.59, p<.001), nurse's character and nursing intention caring for high risk pathogen infected patients (r=.54, p<.001), and nursing professionalism and nursing intention caring for high risk pathogen infected patients (r=.54, p<.001). In the relationship between nurse's character and nursing intention caring for high risk pathogen infected patients, nursing professionalism had a partial mediating effect. Conclusion: This current study suggests that strategies for improving nursing professionalism in nurses should be considered when developing an educational program for enhancing their nursing intention caring for high risk pathogen infected patients.

Plate waste study among hospitalised patients receiving texture-modified diet

  • Razalli, Nurul Huda;Cheah, Chui Fen;Mohammad, Nur Mahirah Amani;Manaf, Zahara Abdul
    • Nutrition Research and Practice
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    • v.15 no.5
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    • pp.655-671
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    • 2021
  • BACKGROUND/OBJECTIVES: While plate waste has been widely investigated in hospitals, there have been minimal studies specific to the texture-modified diet (TMD). This study aims to determine the percentage of plate waste among patients prescribed with TMD and its contributory factors. SUBJECTS/METHODS: This was a single-centre study conducted in the university hospital on three types of TMD (blended diet, mixed porridge, minced diet) during lunch and dinner meals. Weighing method and visual estimation method assisted by digital photograph were adopted in this study. Face to face interview was carried out to investigate on 1) the food/food service quality factors in terms of patients' satisfaction level towards sensorial quality of food and food services provided and 2) the clinical/external factors including appetite, the provision of oral nutrition support, time taking the diet, the need for feeding assistance and the length of hospital stay. RESULTS: The mean percentage of overall plate waste of 95 patients receiving TMD was high (47.5%). Blended diet was identified as the most wasted diet (65%) followed by minced diet (56%) and mixed porridge (35%). Satisfaction level among patients was moderate. Patients on TMD in general had higher satisfaction level on the aspect of food service as compared to food quality. Substantial association between sensorial qualities of food and plate waste were varied according to individual TMD type. A multiple linear regression showed that only the satisfaction level toward the aspects of appearance and variety of foods were the predictors of TMD plate waste (R2 = 0.254, P < 0.05). CONCLUSIONS: A significant relationship between the percentage of plate waste and the overall satisfaction level of patients receiving TMD suggests that vigorous strategies are needed to reduce the food waste of TMD which will lead to a better nutritional status and clinical outcomes among the patients.

Family Nursing Phenomena of High-risk and Frail Older Persons in the Community using the International Classification for Nursing Practice (ICNP (International Classification for Nursing Practice)를 이용한 재가 고위험 허약 및 허약 노인들의 가족간호현상)

  • So, Ae Young;Nam, Eun Woo;Shin, Dong Eun
    • Journal of muscle and joint health
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    • v.28 no.2
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    • pp.152-160
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    • 2021
  • Purpose: This study, using the International Classification for Nursing Practice, aimed to identify the phenomenon of family nursing care, and the factors affecting it, for high-risk and frail older persons who have a significant need for home healthcare services. Methods: This study was conducted using secondary data collected by students who interviewed 93 healthcare subjects in a health center. The data was used to analyze the general characteristics, health-related characteristics, and confirmed problems of family nursing phenomena of the subjects. Independant t-test, Pearson correlation coefficient, and multiple linear regression were used for the data analysis. Results: The mean age of the subjects was 82.4±6.3 years. The most common problem of the family nursing phenomenon were unhealthy lifestyle, disturbance in family communication, and lack of family interaction in the community. People with greater family nursing phenomenon problems reported a higher degree of frailty and depression, lower quality of life and self-rated health. The factors that influence the family nursing phenomenon of frail older persons are the problems of mobility and hearing. Conclusion: Physical and psychological problems associated with aging can cause not only personal, but family functional problems as well. Therefore, a comprehensive family-oriented support program is required.

Sleep Quality and Attention May Correlate With Hand Grip Strength: FARM Study

  • Lee, Gyuhyun;Baek, Sora;Park, Hee-won;Kang, Eun Kyoung
    • Annals of Rehabilitation Medicine
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    • v.42 no.6
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    • pp.822-832
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    • 2018
  • Objective To determine the socio-demographic, psychologic, hematologic, or other relevant factors associated with hand grip strength in Korean farmers. Methods A total of 528 healthy Korean farmers were enrolled. Hand grip strength was measured in both hands using a hydraulic dynamometer. Socio-demographic characteristics were assessed and anthropometric measurements were obtained. Psycho-cognitive measurements such as sleep quality (Pittsburgh Sleep Quality Index) and Go/No-Go test response time were conducted. In addition to physical measurements, serologic parameters including insulin-like growth factor 1 were measured. The factors associated with hand grip strength were analyzed using multiple linear regression analysis after adjusting for age, height, and weight. Results The mean hand grip strength was associated with the Pittsburgh Sleep Quality Index total score (${\beta}=-0.12$, p=0.01), the Go/No-Go test response time (${\beta}=-0.18$, p=0.001), vitamin D (${\beta}=0.12$, p=0.02), and insulin-like growth factor 1 levels (${\beta}=0.1$, p=0.045). In female farmers, hand grip strength was only associated with the Pittsburgh Sleep Quality Index total score (${\beta}=-0.32$, p<0.001). Conclusion The results of this study demonstrate that hand grip strength was associated with sleep quality and attention in Korean farmers.

Relationship of Prostate-Specific Antigen Level With Obesity Indices in Korean Middle-Aged Population

  • Min, Seung Ki;Choi, Kwibok;Kim, Byoung Hoon;Cho, In-Chang
    • The Korean Journal of Urological Oncology
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    • v.16 no.3
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    • pp.103-109
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    • 2018
  • Purpose: We evaluated the relationship of prostate-specific antigen (PSA) and obesity indices (weight, body mass index [BMI] and waist circumference [WC]) in Korean middle-aged men. Materials and Methods: From February to September 2013, 1,900 police men under 60 years old who participated in a prostate health screening program were included this cross-sectional study. All subjects underwent clinical examinations including weight, height, BMI, WC, fasting blood sugar, lipid profiles, estimated glomerular filtration rate (GFR), and PSA. Total prostate volume (TPV) was assessed clinically. Spearman correlation and multiple linear regression tests were performed to evaluate the obesity indices and PSA relationships. Results: The mean age was $52.0{\pm}4.7years$, and the mean PSA was $0.97{\pm}0.99ng/mL$. The PSA showed a significant positive correlation with the age (r=0.108, p<0.01), TPV (r=0.349, p<0.01), height (r=-0.052, p<0.05), weight (r=0.186, p<0.05), low-density lipoprotein cholesterol (r=0.056, p<0.05), and GFR (r=-0.096, p<0.01). All obesity indices including weight, BMI, and WC showed negative correlations with PSA (beta=-0.013, p<0.001; beta=-0.039, p<0.001; and beta=-0.010, p=0.005; respectively) in age and TPV-adjusted model. Conclusions: Common obesity indices (weight, BMI, and WC) were associated with lower PSA in Korean middle-aged population. Thus, an individual's degree of obesity should be considered when PSA is checked in the first prostate cancer screening of life.

Comparison of the Marginal Utility and Disease Burden of Hearing Loss and Other Chronic Diseases

  • Kwon, Oh Deog;Jung, Se Young;Park, Hwa Yeon;Peak, Sue Kyoung;Cho, Su Hwan;Cho, Sang Jin
    • Korean Journal of Family Medicine
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    • v.39 no.6
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    • pp.364-369
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    • 2018
  • Background: Compared with other chronic diseases, hearing loss is generally overlooked from the perspective of disease burden. However, hearing loss is emerging as an important issue in the current society. The objective of this study was to investigate disease burdens and marginal utilities associated with hearing loss and other chronic diseases. Methods: This study analyzed the cross-sectional data of 32,986 participants aged 19 years and older who completed the Korea National Health and Nutrition Examination Surveys between 2009 and 2013. Additionally, this study used the pure tone audiometric test, European Quality of Life-Five Dimensions Questionnaire, and chronic disease status. The data were analyzed using a multiple linear regression method. Results: The data of 23,297 people who underwent a pure tone audiogram and completed the European Quality of Life-Five Dimensions Questionnaire were used in this analysis. The marginal utility of hearing loss ranked fifth among nine chronic diseases. The estimated loss of quality-adjusted life years associated with hearing loss was -93.69 years per 100,000 people, which is similar to other chronic diseases. Conclusion: This study assessed the marginal utilities and public burdens of hearing loss and eight chronic diseases in a South Korean population. Although the values may vary depending on country and race, this study may provide an indispensable foundation for more detailed studies on hearing loss.

Factors Influencing Quality of Working Life of Cancer Survivors after Return to the Workplace (직장에 복귀한 암 생존자의 직장 생활의 질에 영향을 미치는 요인)

  • Jin, Ju Hyun;Lee, Eun Ju
    • Korean Journal of Occupational Health Nursing
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    • v.27 no.4
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    • pp.203-214
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    • 2018
  • Purpose: The purpose of this study was to identify factors influencing the quality of working life of cancer survivors (QWL-CS) after return to the workplace. Methods: Data were collected from 154 cancer survivors from May 16 to June 23, 2018. Participants were selected as candidates from two different hospitals in the metropolitan area and snowball sampling was used in parallel. The data were analyzed by SPSS 21.0 using descriptive statistics, t-test, ANOVA, Pearson's correlation coefficient, and stepwise multiple linear regression. Results: Mean score of QWL-CS was $4.39{\pm}0.59$. QWL-CS was negatively correlated with fatigue, and job stress: however, it was positively correlated with workplace spirituality. The factor that had the greatest influence on the QWL-CS was job stress (${\beta}=-.36$, p<.001), followed by fatigue (${\beta}=-.35$, p<.001), workplace spirituality (${\beta}=.35$, p<.001), number of currently cancer treatment (${\beta}=-.15$, p=.009), and number of children (${\beta}=.12$, p=.031). The explanatory power of models was 54%. Conclusion: Effective and practical intervention programs for increasing the quality of working life are required to be provided to cancer survivors after return to the workplace in accordance with job stress, fatigue, workplace spirituality, and general characteristics of cancer survivors such as number of currently cancer treatments and number of children.

Effects of Academic Engagement and Negative Psychological Tendency on Self-Directed Learning Ability among Undergraduate Students (대학생의 부정적 심리성향과 학업열의가 자기주도적 학습능력에 미치는 영향)

  • An, Minjeong;Nho, Juyeon;Jang, Hye Joo;Choi, Juhye;Han, Doheon;Han, Sujin;Song, Chi Eun;Hwang, Yoon Young
    • Journal of the Korean Society of School Health
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    • v.32 no.2
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    • pp.67-76
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    • 2019
  • Purpose: The purpose of this study was to explore self-directed learning ability and its affecting factors among undergraduate students. Methods: A descriptive cross-sectional study design was used. Using a convenience sampling method, data were collected from 196 undergraduate students enrolled in one national university. Negative psychological tendency (i.e. Type D personality), academic engagement, and self-directed learning ability were assessed using a structured questionnaire. Data were analyzed by descriptive statistics, t-test, and analysis of covariance, Pearson's correlation coefficients, and stepwise multiple linear regression, using SPSS/WIN 23.0 program. Results: The mean age of the students was $21.61{\pm}2.40years$ and 56.6% were male students. Approximately, one third (n=67, 34.2%) of the students had Type D personality. The average scores of academic engagement and self-directed learning ability were $3.01{\pm}1.14$ and $3.46{\pm}0.50$, respectively. After controlling for sociodemographic variables, the Type D personality and academic engagement were significant predictors of self-directed learning ability (${\beta}=.64$, p<.001; ${\beta}=-.13$, p=.021, respectively). This model explained 53.6% of the variance in self-directed learning ability. Conclusion: The study identified that Type D personality and academic engagement affect self-directed learning ability of undergraduate students, one in a negative way, the other in a positive way. Educators and educational policy makers need to make efforts to include interventions and strategies that increase academic engagement and change negative psychological dispositions such as D-type personality in the undergraduate education curriculum.