• 제목/요약/키워드: Correlated data

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Use of Information Technologies to Explore Correlations between Climatic Factors and Spontaneous Intracerebral Hemorrhage in Different Age Groups

  • Ting, Hsien-Wei;Chan, Chien-Lung;Pan, Ren-Hao;Lai, Robert K.;Chien, Ting-Ying
    • Journal of Computing Science and Engineering
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    • 제11권4호
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    • pp.142-151
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    • 2017
  • Spontaneous intracerebral hemorrhage (sICH) has a high mortality rate. Research has demonstrated that sICH occurrence is related to weather conditions; therefore, this study used the decision tree method to explore the impact of climatic risk factors on sICH at different ages. The Taiwan National Health Insurance Research Database (NHIRD) and other open-access data were used in this study. The inclusion criterion was a first-attack sICH. The decision tree algorithm and random forest were implemented in R programming language. We defined a high risk of sICH as more than the average number of cases daily, and the younger, middle-aged and older groups were calculated as having 0.77, 2.26 and 2.60 cases per day, respectively. In total, 22,684 sICH cases were included in this study; 3,102 patients were younger (<44 years, younger group), 9,089 were middle-aged (45-64 years, middle group), and 10,457 were older (>65 years, older group). The risk of sICH in the younger group was not correlated with temperature, wind speed or humidity. The middle group had two decision nodes: a higher risk if the maximum temperature was >$19^{\circ}C$ (probability = 63.7%), and if the maximum temperature was <$19^{\circ}C$ in addition to a wind speed <2.788 (m/s) (probability = 60.9%). The older group had a higher risk if the average temperature was >$23.933^{\circ}C$ (probability = 60.7%). This study demonstrated that the sICH incidence in the younger patients was not significantly correlated with weather factors; that in the middle-aged sICH patients was highly-correlated with the apparent temperature; and that in the older sICH patients was highly-correlated with the mean ambient temperature. "Warm" cold ambient temperatures resulted in a higher risk of sICH, especially in the older patients.

임상치과위생사의 정서적 소진, 적응유연성 및 직무착근도가 조직몰입에 미치는 영향 (The Effects of Emotional Burnout, Resilience and Job Embeddedness on Organizational Commitment in Clinical Dental Hygienists)

  • 지민경
    • 융합정보논문지
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    • 제10권10호
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    • pp.236-245
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    • 2020
  • 본 연구의 목적은 임상치과위생사의 조직몰입을 증진하고자 정서적 소진, 적응유연성, 직무착근도와 조직몰입과의 관련성을 파악함으로써 효과적인 치과의료전달체계 및 인력관리에 기초자료를 제공하고자 시도되었다. 자료 수집은 2019년 11월 11일부터 12월 30일까지 대전·충청·전라 지역에 근무하는 치과위생사를 편의표본추출 하였으며, 자기기입식 설문법을 사용하였다. 조직몰입과 적응유연성, 직무착근도는 양의 상관관계를 나타냈고, 정서적 소진은 음의 상관관계를 나타냈으며, 정서적 소진과 적응유연성, 직무착근도는 음의 상관관계를 나타냈고, 적응유연성과 직무착근도는 양의 상관관계를 나타냈다. 조직몰입에 영향 요인은 정서적 소진, 적응유연성, 직무착근도 순으로 높게 나타났다. 이에 임상치과위생사의 조직몰입을 효율적으로 유지 및 관리하기 위한 프로그램 탐구 시 정서적 소진, 적응유연성, 직무착근도를 포함한 맞춤형 중재전략이 함께 고려될 필요가 있을 것으로 생각된다.

대전지역 대기오염물질농도와 천식 환자수의 관련성 (Concentration of Air Pollutants and Asthma in Taejon City)

  • 서원호;장성실;권호자
    • 한국환경보건학회지
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    • 제26권2호
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    • pp.80-90
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    • 2000
  • To determine the effect of air pollutants in Taejon City, we used medical insurance claim data for asthma and the data monitored from telemetry system of Ministry of Environment for air pollutants and meteorological factors. From November 1st, 1997 to October 31th, 1998, 95,629 asthma patients were covered by medical insurance at Taejon City. Subjects were composed of 49,563 males (51.8%) and 46.336 females(48.2%), and among the subjects, the proportion under 15 years old was 62.8% of the total. During the study period, daily mean concentrations of each air pollutants-So2, No2, CO, O3 and TSP-were 9.8 ppb, 17.6 ppm, 1.414 pp, 17.3 ppb and 60.6 $\mu\textrm{g}$/㎥, respectively, which were lower than each of the environmental recommended exposure levels, Through the simple correlation analysis between each air pollutants and meteorological factors, O3 was positively correlated with temperature, but negatively with relative humidity. TSP, SO2, NO2, CO were negatively correlated with meteorological factors, and these air pollutants except O3 were positively correlated with each other, O3 was correlated with TSP positively but the others negatively. Estimating relative risks of each air pollutant with the baseline general additive model, daily mean concentrations of TSP(Lag 0, 1, 4, 5day) were significantly associated with the increase of the asthma admission. Two age subgroups, under 15 and 15~54 have shown various association of all air pollutants concentration with the asthma admission. However, in case of over 54 age subgroup, only TSP(Lag 0 day) among all air pollutants was associated with the asthma admission. Each of ambient outdoor pollutant concentrations in Taejon City are significantly associated with the admission of asthma patients even though all concentrations in Taejon City are significantly associated with the admission of asthma patients even though all concentrations were much lower than the environmental recommended exposure levels. Therefore, continuous effort lowering air pollutant concentration and introducing an active environmental conservation policy should be implanted for preventing hazardous health effects. Considering major proportion of asthma admissions, high susceptibility and less confounding factors among the age subgroup under 15 will be a useful target population for assessing such health effect monitoring.

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COVID-19 환자를 간호한 간호사의 외상 후 스트레스에 영향을 미치는 요인 (Factors Affecting Post-Traumatic Stress of Nurses in Direct Care for COVID-19 Patients)

  • 김옥녕;최소영
    • 임상간호연구
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    • 제27권2호
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    • pp.121-129
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    • 2021
  • Purpose: The purpose of this study was to investigate post-traumatic stress, job stress, fatigue, and social support of nurses in direct care for COVID-19 patients and to identify the factors affecting post-traumatic stress among the nurses. Methods: The participants were 150 nurses from three hospitals. Data were collected from September 11, 2020 to September 21, 2020. The data were analyzed with SPSS/WIN/25.0 program. Results: The mean score of post-traumatic stress was 22.27±15.49 (range 0~88). The percentage of high risk group of post-traumatic stress was 35.3%, risk group was 20.0%, normal group was 44.7%. Post-traumatic stress showed statistically significant differences according to quarantined experience (t=2.15, p=.033), and provision of COVID-19 manual (t=-2.40, p=.026). Post-traumatic stress was positively correlated with job stress (r=.48, p<.001), and fatigue (r=.58, p<.001), and it was negatively correlated with social support (r=-.22, p=.005). Job stress was positively correlated with fatigue (r=.74, p<.001), and it was negatively correlated with social support (r=-.17, p=.030). Fatigue and social support (r=-.17, p=.029) had a negative correlation. The results of regression analysis showed that the factors affecting post-traumatic stress included fatigue (β=.56, p<.001), provision of COVID-19 manual (β=-.24, p<.001), and quarantined experience (β=.18, p=.006) and that the total explanatory power was 42.0%. Conclusion: In this study, fatigue, provision of COVID-19 manual, and quarantined experience were found as influential factors of post-traumatic stress among nurses in direct care for COVID-19 patients. Therefore, development of the intervention for reducing the fatigue should consider to prevent post-traumatic stress in nurses. Also, provision of COVID-19 manual for nurses and psychological intervention program for nurses experienced quarantine are necessary.

제주지역 고등학생의 체형만족도에 따른 영양지식, 식습관 및 체중조절 실태 분석 (Body Shape Satisfaction, Nutrition Knowledge, Dietary Habits, and Weight Control Attitude of Korean High School Students)

  • 좌혜진;채인숙
    • 한국식생활문화학회지
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    • 제23권6호
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    • pp.820-833
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    • 2008
  • The study analyzed the body shape perception, weight control attitude, nutrition knowledge, and dietary habits of 529 high school students in Jeju surveyed from January 14-18, 2008 according to students' body shape satisfaction, with the aim of providing basic nutritional education data to aid in appropriate weight control for high school students. The data were analyzed by descriptive analysis, T-test, Chi-square test, ANOVA, and Pearson's correlation coefficients, using the SPSS Win 12.0 program. The body mass index (BMI) of subjects was in the normal range. With regard to weight distribution, 59.4% of subjects showed normal weight and girls were significantly more underweight than boys. More girls considered themselves to be fatter than boys and tended to be increasingly dissatisfied with their body shape. Both boys and girls were more interested in weight control for obesity and were significantly less satisfied with their body shape. Efforts at weight control and reduction had occurred significantly more often for girls than for boys. Dietary attitude scores were significantly higher in girls than boys. BMI positively correlated to weight control concern and nutrition knowledge positively correlated to dietary attitude. BMI negatively correlated to the body shape satisfaction, which in turn negatively correlated to food ingestion disorders. Therefore, it is necessary to develop a systematic nutrition educational program that can induce changes in dietary behavior and increase accurate perception and satisfaction of body shape.

수근관 증후군에서 임상양상척도 및 신경전기진단 결과와 정중신경 초음파 소견의 상관관계 (The Correlation between Ultrasonographic Findings of Median Nerve and Clinical Scale and Electrodiagnotic Data in Carpal Tunnel Syndrome)

  • 이규호;김세주;윤준식;박병규;조정모;정진석
    • Annals of Clinical Neurophysiology
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    • 제12권2호
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    • pp.55-60
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    • 2010
  • Background: The aim of this study is to identify the correlation between ultrasonographic findings of median nerve and clinical scale and electrophysiologic data in carpal tunnel syndrome. Methods: Forty three patients (79 hands) with electrophysiologically confirmed carpal tunnel syndrome were evaluated. Clinical symptoms were examined by Historical-Objective (Hi-Ob) scale. Electrophysiologic data and Padua scale were used for severity of electrophysiology. In ultrasonographic study, cross sectional area and flattening ratio of median nerve were measured at distal wrist crease level (DWC), 1cm proximal to distal wrist crease level, and 1cm distal to distal wrist crease level. The correlation between Hi-Ob scale, electrophysiologic data and ultrasonography was measured with Spearman rank test. Results: The mean Hi-Ob scale was 2.4. Mean Padua scale was 4.0. In ultrasnonographic study, cross sectional area and flattening ratio were $0.112\;cm^2{\pm}0.025$ and $3.0{\pm}0.6$ at 1cm proximal to DWC level, $0.118{\pm}0.026\;cm^2$ and $2.9{\pm}0.4$ at DWC level, and $0.107{\pm}0.032\;cm^2$ and $3.0{\pm}0.4$ at 1 cm distal to DWC level. Hi-Ob scale was not correlated with cross sectional area and flattening ratio of median nerve. Hi-Ob scale was correlated with Padua scale positively (r=0.44) and correlated with amplitudes of CMAP and SNAP, negatively (r=-0.33; r=-0.30). Cross sectional area of median nerve was significantly correlated with Padua scale, amplitudes and latencies of CMAP and amplitudes of SNAP. Conclusions: Ultrasonographic findings of median nerve and electrodiagnostic data had statistically significant correlation. Consequently, ultrasonography could be an adjunctive method in diagnosis of carpal tunnel syndrome.

Exploiting a Statistical Threshold for Efficiently Identifying Correlated Pairs

  • Kim, Myoung-Ju;Park, Hee-Chang
    • Journal of the Korean Data and Information Science Society
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    • 제19권2호
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    • pp.551-558
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    • 2008
  • Association rule mining searches for interesting relationships among items in a given database. Association rules are frequently used by retail stores to assist in marketing, advertising, floor placement, and inventory control. There are three primary quality measures for association rule, support and confidence and lift. If there is many item in the association rule, much time is required. Xiong(2004) studies new method which is to compute the support of upper. They used support of upper to the $^{\theta}$. But $^{\theta}$ is subjective. In this paper, we present statistical objective criterion for efficiently identifying correlated pairs.

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보육시설에서의 영아-교사 상호작용과 영아의 발달수준, 교사의 민감성 및 초기 가정환경 간의 관련성에 관한 연구 (Infant-Child Care Teacher Interaction : Infant Development, Teachers' Sensitivity and Early Home Environment)

  • 최은정;하지영;서소정
    • 아동학회지
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    • 제30권2호
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    • pp.71-95
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    • 2009
  • This study investigated relationships among infant development, teacher's sensitivity, home literacy environment, and infant-teacher interaction in the child care setting. Verbal and behavioral interactions between 30 2-year-old infant-teacher pairs were video-recorded during free play activities; teachers' sensitivity was observed by trained observers; infant development was assessed by teachers; data on the early home literacy environment were gathered through maternal self-reported questionnaires. Data were analyzed by descriptive statistics, t-tests, and correlation analyses. Results indicated that boys showed more naming; girls showed more physical contact with teachers. Infants high in overall developmental level showed more behavioral interaction with teachers. Teacher's sensitivity correlated positively with behavioral imitating and negatively with questioning and nodding. Verbal interaction in the home correlated positively with nodding.

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유아교사의 직무만족도와 교사효능감 및 직무스트레스의 관계 연구 (A Study on the Relationships between Job Satisfaction, Teacher Efficacy, and Job Stress of Early Childhood Teachers)

  • 이정현;안효진
    • 아동학회지
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    • 제33권4호
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    • pp.129-141
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    • 2012
  • The aim of this study is to examine the influence of job stress and teacher efficacy on early childhood teachers' job satisfaction levels. Data from 321 early childhood teachers working in kindergarten and child-care centers located in Incheon metropolitan city were collected. The data was analyzed by means of the SPSS 18.0 package. The results of this study were as follow; first, job stress was negatively correlated with job satisfaction. Job satisfaction levels were positively correlated with teacher efficacy. Secondly, job stress had a negative influence on job satisfaction levels. Teacher efficacy had a positive influence on job satisfaction levels. Thirdly, job stress had a directly negative influence on job satisfaction levels. It was also revealed that teacher efficacy had an indirect effect on the relationship between job stress and job satisfaction levels.

섬유패션산업 종사자의 직무스트레스 요인, 직무스트레스 징후 및 직무성과 (Job Stressors, Job Stress Symptoms and Job Performance of Workers in Fashion Industry)

  • 유화숙;박광희
    • 대한가정학회지
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    • 제41권2호
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    • pp.93-106
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    • 2003
  • The purpose of this study was to investigate job stressors, job stress symptoms, and job performance of workers in fashion industry. The data were obtained from questionnaire completed by 529 workers who were employed in textile or clothing manufactures located in Seoul, Daegu, Busan, and Masan area. The SPSS package was used for data analysis which included frequency, mean, correlation, and factor analysis. Job stressors consisted of environmental related stressors, job related stressors(task characteristics and role characteristics) and organization related stressors(organization climate and career development). Most of job stressors were significantly correlated with job stress symptoms but their correlation coefficients were low. Among job stressors, quantitative work overload was found to be a major stressor. Workers in fashion industry appeared to evaluate their job performance relatively good. Also, it was found that behavioral and psychological symptoms were negatively correlated with job performance.