• 제목/요약/키워드: Multiple Logistic Regression Analysis

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제조업 여성근로자의 근골격계 증상에 영향을 미치는 요인 (Influencing Factors on Work-related Musculoskeletal Disorders of Women Workers)

  • 김숙영;김희정;전홍진
    • 한국직업건강간호학회지
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    • 제14권1호
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    • pp.5-15
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    • 2005
  • Purpose: The purpose of this study are to identify the influencing factors on work-related musculoskeletal disorders of women workers. Method: Data were collected by questionnaires from 616 women workers from in such industries as electronics, food product, garment product and analyzed using descriptive statistics, multiple logistic regression. Result: As its result, 71.3% of female manufacturing workers had musculoskeletal symptom. When Multiple logistic regression analysis on factors relating to musculoskeletal symptoms was carried out, age, work posture, job demand, type of industry, working hour, type of work, family support were statistically significant variables. Conclusion: In conclusion, this study identifies that age, work posture, job demand, type of industry, working hour, type of work, family support are important factors affecting WMSDs.

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Frequency Matrix 기법을 이용한 결측치 자료로부터의 개인신용예측 (Predicting Personal Credit Rating with Incomplete Data Sets Using Frequency Matrix technique)

  • 배재권;김진화;황국재
    • Journal of Information Technology Applications and Management
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    • 제13권4호
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    • pp.273-290
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    • 2006
  • This study suggests a frequency matrix technique to predict personal credit rate more efficiently using incomplete data sets. At first this study test on multiple discriminant analysis and logistic regression analysis for predicting personal credit rate with incomplete data sets. Missing values are predicted with mean imputation method and regression imputation method here. An artificial neural network and frequency matrix technique are also tested on their performance in predicting personal credit rating. A data set of 8,234 customers in 2004 on personal credit information of Bank A are collected for the test. The performance of frequency matrix technique is compared with that of other methods. The results from the experiments show that the performance of frequency matrix technique is superior to that of all other models such as MDA-mean, Logit-mean, MDA-regression, Logit-regression, and artificial neural networks.

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택시운전원의 고객응대 노동이 정신건강에 미치는 영향 (The Effects of Customer Contact Service to the Mental Health among Korean Taxi Drivers)

  • 이복임
    • 한국직업건강간호학회지
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    • 제25권2호
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    • pp.108-117
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    • 2016
  • Purpose: The purpose of this study was to determine the relationship between customer contact service and mental health among Korean taxi drivers. Methods: This was a secondary analysis of data collected from the 2015 Korean Working Conditions Survey. The sample included 496 taxi drivers in South Korea. The effect of customer contact service on mental health was analyzed using logistic regression analysis. The independent variables were general characteristics, working conditions, and hazardous factors in interactive service. Results: The prevalence of poor mental health was 56.3%. Taxi drivers experienced emotional involvement (17.2%), hiding feeling (32.0%), and contact with angry clients (18.3%) in their job. During the first month of their work, 33.7% experienced verbal abuse and 12.3% threats/humiliating behaviors. In bivariate analysis, verbal abuse, threats/humiliating behaviors, and physical violence were associated with mental health of taxi drivers. Multiple logistic regression analysis revealed 'emotional involvement' and 'contact with angry clients' were significant predictors of mental health. Conclusion: The findings of this study may be useful in developing intervention programs to improve the mental health of taxi drivers in South Korea.

병원 근로자의 직무스트레스 현황과 요인분석 (The Effect of Hospital Environment on Employee레s Job Stress)

  • 정진주
    • 한국환경보건학회지
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    • 제28권3호
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    • pp.72-76
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    • 2002
  • This study aims to explore the importance of job stress for hospital employees and psychosocial risk factors of their job stress. 1,890 survey questionnaires collected from 14 hospitals are used for the analysis. The study results shows that stress is the most important risk factor perceived by hospital workers. Also stress-related symptoms and diseases are perceived to occur most frequently among hospital employees. The multiple logistic regression analysis shows age, working hours, shiftwork, job demand, decision-latitude and social support from supervisor and colleagues affect stress level of hospital employees.

서울지역의 50대와 60대의 건강행동과 우울, 운명론(Fatalism)의 관련성 (Association of selected health behaviors with perceived health, depressive symptom and fatalism among the aged 50-69 living in Seoul)

  • 최은진;김민혜
    • 보건교육건강증진학회지
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    • 제32권2호
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    • pp.53-63
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    • 2015
  • Objectives: The purpose of this study was to investigate association of depressive symptom, fatalism with selected health behaviors among people aged 50-69 with no physical limitation in Seoul. Methods: In 2012, data were collected using a household based interview survey in Seoul. One person in each selected household aged between 50 and 69 was selected and responded. Data analysis was based on 1,190 subjects who answered they do not have any physical activity limitation. Results: Multiple logistic regression analysis showed significant association among variables including perceived health, depressive symptom and fatalism scores on some health behaviors. Multiple regression analysis showed that selected health risk behaviors(current smoking, monthly alcohol consumption, no regular health exam in two years) were significantly associated with depressive symptom and fatality scores in addition to demographic variables. The final regression model's adjusted R square was about 0.235. Conclusion: Demographic variables such as gender, age and socioeconomic status were significant variables in health behaviors and these behavioral factors were associated with perceived health, depressive symptom and fatalistic views. As a conclusion, depressive symptom and fatalism should be monitored and intervened in health education practice.

Relationship between Increased Intracranial Pressure and Mastoid Effusion

  • Jung, Hoonkyo;Jang, Kyoung Min;Ko, Myeong Jin;Choi, Hyun Ho;Nam, Taek Kyun;Kwon, Jeong-Taik;Park, Yong-sook
    • Journal of Korean Neurosurgical Society
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    • 제63권5호
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    • pp.640-648
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    • 2020
  • Objective : This study aimed to assess the relationship between increased intracranial pressure (ICP) and mastoid effusions (ME). Methods : Between January 2015 and October 2018, patients who underwent intracranial surgery and had ICP monitoring catheters placed were enrolled. ICP was recorded hourly for at least 3 days. ME was determined by the emergence of opacification in mastoid air cells on follow-up brain imaging. C-reactive protein (CRP) levels, presence of endotracheal tube (ETT) and nasogastric tube (NGT), duration of intensive care unit (ICU) stay, duration of mechanical ventilator application, diagnosis, surgical modalities, and presence of sinusitis were recorded. Each factor's effect on the occurrence of ME was analyzed by binary logistic regression analyses. To analyze the independent effects of ICP as a predictor of ME a multivariable logistic regression analysis was performed. Results : Total of 61 (53%) out of 115 patients had ME. Among the patients who had unilateral brain lesions, 94% of subject (43/50) revealed the ipsilateral development of ME. ME developed at a mean of 11.1±6.2 days. The variables including mean ICP, peak ICP, age, trauma, CRP, ICU stays, application of mechanical ventilators and presence of ETT and NGT showed statistically significant difference between ME groups and non-ME groups in univariate analysis. Sex and the occurrence of sinusitis did not differ between two groups. Adding the ICP variables significantly improved the prediction of ME in multivariable logistic regression analysis. Conclusion : While multiple factors affect ME, this study demonstrates that ICP and ME are probably related. Further studies are needed to determine the mechanistic relationship between ICP and middle ear pressure.

로지스틱 회귀분석을 이용한 중소기업 기술보호 요인 분석 (Small Business Technological Assets Protection Factors Analysis Using Logistic Regression Analysis)

  • 홍준석;박원형;김양훈;국광호
    • 한국전자거래학회지
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    • 제20권3호
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    • pp.1-10
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    • 2015
  • 본 연구는 중소기업청에서 실시한 2013년 중소기업 기술보호 역량 및 수준조사를 바탕으로 중소기업의 기술유출 경험유무와 기술보호 요인을 분석하여 정부지원을 통한 기술유출방지 효과를 극대화 할 수 있는 핵심 요인을 도출하고자 한다. 중소기업 기술보호 역량 및 수준조사 대상 1,561개 기업 중 대기업 43개를 제외한 1,518개 중소기업 중 기술유출 중소기업 155개와 미유출 중소기업 1,363개 중소기업에 대해 기술보호 요인을 로지스틱 회귀분석 하였다. 기술유출 관련 요인을 분석한 결과, 출입자 통제 시스템 운영, 보안감사 실시여부, 임직원 부재 시 보안활동, 중요자료 보호대책 마련이 핵심요인으로 도출되었으며, 이들 사항에 대해 정부차원에서 집중적인 지원이 이루어진다면 기술보호 효과가 극대화 될 수 있을 것으로 사료된다.

신체·정신복합질환자의 민간의료보험 가입 여부가 의료이용에 미치는 영향: 한국의료패널 데이터 2018년 자료 활용 (The Effects of Private Health Insurance on Healthcare Utilization of People with Physical and Mental Illness: According to 2018 Korea Health Panel Survey Data)

  • 나리영;윤석준
    • 보건행정학회지
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    • 제33권3호
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    • pp.264-272
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    • 2023
  • Background: Private health insurance supplements the coverage of national health insurance in Korea. In this situation, the subject of the study is to identify the healthcare utilization of people with physical and mental illnesses according to private health insurance. Methods: This study used data from the Korea Health Panel Survey 2018. The study population consisted of 813 individuals with physical and mental illnesses (PMI). Multiple logistic regression analysis and binominal logistic regression analysis were conducted about the utilization of emergency, inpatient, and outpatient medical services of people with PMI depending on enrollment in private health insurance (PHI). Results: The results of this study indicated that individuals with PHI utilized emergency and outpatient medical services less frequently compared to those without PHI. Conversely, having PHI was associated with a higher utilization of inpatient medical services compared to not having PHI. Binomial logistic regression analysis revealed that individuals with PMI who had PHI exhibited a higher frequency of visits to emergency and outpatient medical services compared to those without PHI. However, the significance of this trend was not observed in the case of emergency medical services. On the other hand, individuals with PMI who had PHI showed a lower frequency of visits to inpatient medical services compared to those without PHI. Conclusion: In conclusion, there was a significant relationship between having PHI and the utilization of medical services in people with PMI. There is a need for a follow-up study considering the type of mental illnesses, length of stay, and health outcome of people with PMI depending on having PHI.

A descriptive statistical analysis of inpatients with lumbar disc herniation at a Korean medicine hospital in 2014

  • Jeong, Jeong Kyo;Kim, Myung Kwan;Park, Gi Nam;Kim, Jung Ho;Kim, Young Il
    • Journal of Acupuncture Research
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    • 제34권2호
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    • pp.19-38
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    • 2017
  • Objectives : This is a retrospective statistical analysis of the demographic and therapeutic characteristics influencing the continued improvement of symptoms in patients treated in 2014 for herniated lumbar discs at a Korean medicine hospital; thereby, providing clinical data to further improve medical services of Korean medicine. Methods : We investigated the demographic and therapeutic variables of all patients who were diagnosed with a herniated lumbar intervertebral disc and were hospitalized for more than 1 night at Dunsan Korean medicine hospital from January 1, 2014, to December 31, 2014. IBM SPSS 21.0 was used to conduct a logistic multiple regression analysis and a covariance analysis (ANCOVA) of the demographic and therapeutic variables collected from the electronic medical records and telephone surveys. Results : 1. A longer duration of hospitalization was significantly better for the maintenance of pain relief or a decrease in the pain after discharge. 2. Younger patients were significantly less likely to be treated with a Western medical treatment after discharge. 3. Most of the demographic and therapeutic variables were not statistically significant in regards to treatment for lower back pain since discharge. Conclusion : Some of the demographic and therapeutic variables had a positive effect on the prognosis at one year or greater in patients who received integrative Korean medical treatment for lumbar disc herniation. Continued and systematic research will be needed.

유아-부모 애착이 유아의 상호 우정과 상호 반감관계에 미치는 영향 (The Effect of Child-Parent Attachment on Children's Mutual Friendships and Mutual Antipathy Relations)

  • 박희경;강인설
    • 대한가정학회지
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    • 제50권8호
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    • pp.53-63
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    • 2012
  • The purpose of this study is to examine the influence of the child-mother attachment and the child-father attachment (secure attachment, insecure avoidant and insecure disorganized attachment) on children's mutual friendships and mutual antipathy relations. The subjects consisted of 116 5-6 year old kindergarteners (64 boys & 52 girls) and they were asked to respond to the Attachment Story Completion Task by Bretherton & Cassidy (1990), based on the sociometric popularity postulated by Coie & Dodge (1988). Data were analyzed by the logistic regression analysis and the one-way ANOVA method and the Scheffe test in multiple comparisons analysis. The results concluded that 1)There were differences in terms of child-mother attachment and child-father attachment when it came to a child's mutual friendship. The secure child-mother and child-father attachment groups had more mutual friendships than the insecure attachment groups. 2)There were no differences in terms of child-mother attachment and child-father attachment when it came to child's mutual antipathy. 3) 78.0% of the mutual friendships were accurately classified as existence with respect to child-mother and child-father attachment.