• Title/Summary/Keyword: Influential factors

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A Study on Machine Learning-Based Estimation of Roadkill Incidents and Exploration of Influencing Factors (기계학습 기반의 로드킬 발생 예측과 영향 요인 탐색에 대한 연구)

  • Sojin Heo;Jeeyoung Kim
    • Journal of Environmental Impact Assessment
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    • v.33 no.2
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    • pp.74-83
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    • 2024
  • This study aims to estimate roadkill occurrences and investigate influential factors in Chungcheongnam-do, contributing to the establishment of roadkill prevention measures. By comprehensively considering weather, road, and environmental information, machine learning was utilized to estimate roadkill incidents and analyze the importance of each variable, deriving primary influencing factors. The Gradient Boosting Machine (GBM) exhibited the best performance, achieving an accuracy of 92.0%, a recall of 84.6%, an F1-score of 89.2%, and an AUC of 0.907. The key factors affecting roadkill included average local atmospheric pressure (hPa), average ground temperature (℃), month, average dew point temperature (℃), presence of median barriers, and average wind speed (m/s). These findings are anticipated to contribute to roadkill prevention strategies and enhance traffic safety, playing a crucial role in maintaining a balance between ecosystems and road development.

The Expectation Effect of the CIM Systems for the Quality Improvement (품질향상을 위한 CIM시스템의 기대효과)

  • Kim, In-Goo;Rho, Hyung-Jin
    • Journal of Korean Society for Quality Management
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    • v.23 no.2
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    • pp.122-143
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    • 1995
  • The purpose of this paper is to analysis of some factors of CIM systems which influence on the quality in our business. Through the influential factors from analysing preliminary inquiry, we surveyed the effects of CIM systems. In conclusion, we have proved that there are many differences in view of quality between the business adopted this system and the other not adopted this.

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Analysis of the Relationships between Esophageal Cancer Cases and Climatic Factors Using a Geographic Information System (GIS): a Case Study of Ardabil province in Iran

  • Ahari, Saeid Sadeghieh;Agdam, Fridoon Babaei;Amani, Firouz;Yazdanbod, Abbas;Akhghari, Leyla
    • Asian Pacific Journal of Cancer Prevention
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    • v.14 no.3
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    • pp.2071-2077
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    • 2013
  • Esophageal cancer is a mjaor health problems in many parts of the world. A geographical information system (GIS) allows investigation of the geographical distribution of diseases. The purpose of the present study was to explore the relationship between esophageal cancer and effective climatic factors using GIS. The dispersion distribution and the relationship between environmental factors effective on cancer were measured using Arc GIS. The highest degree of spread was in Germi town and the least was in Ardabil city. There was a significant relationship between effective environmental factors and esophageal cancer in Ardabil province. The results indicated that environmental factors probably are influential in determining the incidence of esophageal cancer. Also, these results can be considered as a window to future comprehensive research on esophageal cancer and related risk factors.

A Study on the Seatbelt Use and Influence Factors among Firefighters (소방공무원 안전벨트 착용률과 영향요인에 관한 연구)

  • Baek, In-hwan
    • Journal of the Korea Safety Management & Science
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    • v.23 no.1
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    • pp.49-56
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    • 2021
  • The purpose of this study is to investigate the current status of firefighting seatbelt use and factors affecting the wearing seatbelt of firefighters. The seatbelt use of citizens was also studied for comparative study. Two T-tests were conducted to confirm the characteristics of firefighters' safety belts wearing firefighters. As a result, there was a statistically significant difference, on seatbelt use in general vehicles, between firefighters and citizens. And a significant difference between fire vehicles and general vehicles, on firefighters' seatbelt use, and the average was lower in fire vehicles. Factor analysis, reliability analysis, correlation analysis and multiple regression analysis were conducted to 10 influential factors affecting seatbelt use of firefighters'. And factor analysis and reliability analysis revealed two major factors (Physical factors, Learning factors). In multiple regression analysis, it was confirmed the two independent factors had a positive effect on the dependent variable, the rate of seatbelt use of firefighters'.

Analysis of factor of life planners' satisfaction after turnover using the cumulative logit model (누적로짓모형을 이용한 보험설계사의 이직 후 만족도 영향요인 분석)

  • Lee, Deogro;Chun, Heuiju
    • Journal of the Korean Data and Information Science Society
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    • v.24 no.6
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    • pp.1369-1384
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    • 2013
  • In this study, we investigate various factors affecting five kinds of life planners' satisfaction after turnover which are general, human relations within organization, sales environment support, economic, life planner management system. Also we suggest theoretical and practical implication to them. The results of survey of life planners are as follows. First, in the general life planners' satisfaction after turnover, insurance company belonged to, recognition on own sales ability, life planners' satisfaction level, financial and insurance related award, education level, marital status, size of branch, and surrounding recognition about life planner are influential factors on it. Second, factors which affect the life planners' human relations satisfaction within organization after turnover are size of branch, surrounding recognition about life planner, and insurance company belonged to. Third, factors which affect the life planners' sales environment support satisfaction after turnover are surrounding recognition on life planner, insurance company belonged to, certificates relating to finance or insurance, size of branch, Fourth, in the solicitors' economic satisfaction after turnover, mainly demographic factors such as education level, marital status, age are crucial to it and also life planners' satisfaction level is influential factor. Last, in the solicitors' management system satisfaction, only experienced turnover type is a influential factor.

A Study on the Depression and Anxiety of High School Students in an Urban Area (도시지역 일부 고등학생들의 우울과 불안에 관한 조사 연구)

  • 곽은주;송인순;정용준;조영채
    • Korean Journal of Health Education and Promotion
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    • v.20 no.2
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    • pp.63-79
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    • 2003
  • This study has examined the degree of depression and anxiety among high school students in an urban area and then explored the factors influencing their depression and/or anxiety status. Self-administered questionnaires were offered to 2,381 students from ten high schools in Daejon Metropolitan City. The items for investigation included such factors as various characteristics of school and family life, daily life style, and the degree of depression and anxiety. Based on the study results, the following conclusions were made; 1. The distribution according to the depression degree has shown that 61.9% of students were normal, 32.9% of students had mild depression, 5.0% moderate depression, and 0.3% severe depression. As for anxiety, 40.2% of students were normal, while 19.1% were classified as having anxiety and 40.7% borderline anxiety. 2. As regards to the degree of depression and anxiety, it was greater in girls than boys, in 3rd graders than 1st and 2nd graders, and in the groups who have recieved lower grades in studies, who had poor relations with their friends and a low feeling of satisfaction with school life. In particular, concerning various characteristics of family life, the scores of depression and anxiety were higher in the groups whose financial conditions were poor, whose parents' interests were lower, whose degree of satisfaction with their family and school life was lower, than their counterparts. 3. According to their life styles higher scores of depression and anxiety were found in the groups whose sleeping time was inappropriate, whose breakfasts were skipped, who ate daily snacks, who didn't take regular exercises, and who had poor health habits, compared to their counterparts, respectively. 4. As for the correlation between the degree of depression and its associated variables, the higher scores of depression were in positive correlation with the groups who had lower grades in studies, poor relation with their friends, low feeling of satisfaction with school and home life, low parents' interest, poor subjective condition of health, breakfast skipping, lack of regular exercises, and lower indices of health habits. 5. As for anxiety, the higher scores of anxiety were in the positive correlation with the groups with poor relation with their friends, low feeling of satisfaction with school and family life, poor subjective condition of health, lack of regular exercises, and poor health habits. 6. The influential factors on the depression of students were selected such as subjective condition of health, sex, feeling of satisfaction with family and school life, grades in studies, relation with their friends, presence of regular exercises, degree of interest of parents, sleeping time, cigarette smoking and eating breakfast. 7. The influential factors on the anxiety state of students were selected such as subjective condition of health, feeling of satisfaction with family and school life, sex, sleeping time, regular exercises, cigarette smoking, snacking and relations with their friends. The present study results suggest that girls rather than boys, higher graders than lower ones are more vulnerable to anxiety and depression state, and besides, various characteristics of school and family life, and daily life style can be influential on students' emotional states. Therefore, better management of psychological status of students is thought to require a wide variety of measures to modify the influencing factors and to encourage social support.

Influential Factors on Turnover Intention of Nurses in Long-term Care Hospitals (노인요양병원 간호사의 이직의도에 영향을 미치는 요인)

  • Jung, Ha-Yun;Jung, Kwuy-Im
    • The Korean Journal of Health Service Management
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    • v.9 no.3
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    • pp.95-106
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    • 2015
  • Objectives : The purpose of this study was to identify levels of turnover intention of nurses in long-term care hospitals, and to explore influential factors on turnover intention. Methods : Data were collected with a structured questionnaires from 165 nurses. The data were analyzed with SPSS/WIN 21.0. Results : First, the average score for the practice environment cognition, job satisfaction, reward importance, and turnover intention were $3.14{\pm}0.21$, $3.18{\pm}0.32$, $4.02{\pm}0.53$, and $3.29{\pm}0.67$, respectively. Second, there were significant differences in the turnover intention according to the average monthly wage, total clinical career, present clinical career, work form, average monthly night shift and turnover experience. Third, the significant predictors of turnover intention were monthly salary, practice environment cognition, reward importance, monthly night shift and type of work explaining 67.0%. of the variance. Conclusions : It is necessary to conduct continuous and systematic research and to find ways that can prevent the resignation of nurses and improve cognition in the practice environment in long-term hospitals nurses.

Factors Influencing Clinical Nurses' Nursing Intention for High Risk Pathogen Infected Patient (임상간호사의 고위험 병원체 감염 환자 간호의도 영향요인)

  • Kim, Hyun Ji;Choi, Yeon Hee
    • Journal of Korean Clinical Nursing Research
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    • v.22 no.3
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    • pp.327-335
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    • 2016
  • Purpose: The purpose of this study was to determine factors related to clinical nurses' nursing intention for high risk pathogen infected patient. Methods: The participants were 230 clinical nurses from four university hospitals which located in B and D metropolitan cities. Data were collected from September 14 to 25 in 2015 and were analyzed using a hierarchical regression. Results: The mean of nursing intention score for high risk pathogen infected patient for the participants was $110.62{\pm}12.68$ (range 36~180). The most influential factor for nursing intention was professional self concept of nurses (${\beta}=.321$), and organizational group culture (${\beta}=.166$) was the next influential factor. The level of education and working department were also statistically significant contributors. Conclusion: It is necessary to increase clinical nurses' nursing intention for high risk pathogen infected patient to improve professional self concept of nurses and organizational group culture.

Predict of Surface Roughness Using Multi-regression Analysisin Turning of Plastic Mold Steel (플라스틱 금형강의 선삭 가공시 중회귀분석을 이용한 표면거칠기 예측)

  • Bae, Myung-Il;Rhie, Yi-Seon
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.12 no.4
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    • pp.87-92
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    • 2013
  • In this study, we carried out the turning of plastic mold steel(STAVAX) with whisker reinforced ceramic tool(WA1) and analyzed ANOVA(Analysis of Variance) test. Multi-regression analysis was performed to find influential factors to surface roughness and to derive regression equation. Results are follows: From ANOVA test and confidence interval analysis of surface roughness, We found that influential factors to surface roughness was feed rate, cutting speed and depth of cut in order. From multi-regression analysis, we derived regression equation of STAVAX. it's coefficient of determination($R^2$) was 0.945 and It means that regression equation is significant. From experimental verification, we confirmed that surface roughness was predictable by regression equation. Compared with former research, we confirmed that increase of feed rate is the main cause of the growing of surface roughness and cutting force.

A Study on the Sociopsychological Factors Influencing the Dietary Compliance of Diabetics by Using Focus Group Interview (당뇨환자의 식사처방 순응도에 영향을 미치는 사회심리적 요인 분석 I: Focus Group Interview를 이용하여)

  • 최선정;박혜련;박동연;안홍석
    • Korean Journal of Community Nutrition
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    • v.5 no.1
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    • pp.23-35
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    • 2000
  • The purpose of this study was to find the sociopsychological factors influencing the compliance of dietary regimen in diabetes by using focus group interviews. The data were collected from fifty three diabetes patients in eleven focus groups from September 1997 to March , 1998 in Seoul and Suwon Korea. The interviews were tape-recorded and the contents of the interviews were analysed by researchers. The subjects knew the causes, complications, and therapies of diabetes although they were incorrect at times . Patients had a wide range of outcome expectations from very optimistic to pessimistic. They recognized diabetes as a disease which needs life-time care, and they though that good care could provide a normal life. One the other hand they thought diabetes could lead to death through complications, and cause financial problems as well as social isolation. As for self-efficacy they recognized the importance of compliance to diet regimen but they thought the diet therapy was very difficult and were not very willing to follow it. They felt medical professionals, especially doctors, were influential for the therapies. However they frequently felt counselling provided by doctors was insufficient in time and content and led to attitude problems. They felt support from families and others was often insufficient and inadequate. Nutrition education fostering outcome expectation, social support, and self-efficacy is needed to increased compliance. The most influential referents were medical professional including doctors, nurses, dieticians, so their role in diet therapy should by emphasized.

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