• Title/Summary/Keyword: statistical data analysis

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Nomogram comparison conducted by logistic regression and naïve Bayesian classifier using type 2 diabetes mellitus (T2D) (제 2형 당뇨병을 이용한 로지스틱과 베이지안 노모그램 구축 및 비교)

  • Park, Jae-Cheol;Kim, Min-Ho;Lee, Jea-Young
    • The Korean Journal of Applied Statistics
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    • v.31 no.5
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    • pp.573-585
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    • 2018
  • In this study, we fit the logistic regression model and naïve Bayesian classifier model using 11 risk factors to predict the incidence rate probability for type 2 diabetes mellitus. We then introduce how to construct a nomogram that can help people visually understand it. We use data from the 2013-2015 Korean National Health and Nutrition Examination Survey (KNHANES). We take 3 interactions in the logistic regression model to improve the quality of the analysis and facilitate the application of the left-aligned method to the Bayesian nomogram. Finally, we compare the two nomograms and examine their utility. Then we verify the nomogram using the ROC curve.

Changes in Facial palsy Patient's Quality of life based upon Oriental-Western Medicine Treatment (한양방 협진치료가 안면마비환자의 삶의 질 변화에 미친 영향)

  • Kim, Dong-Hyun;Jung, Dal-Lim;Cho, Chang-Gun;Hong, Seung-Ug
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.23 no.2
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    • pp.174-185
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    • 2010
  • Objective : In period of convalescence and aftereffect, facial palsy patients suffer from social and psychological problems, besides experiencing physical inconvenience. So Quality of life is important Evaluation in treatment or facial palsy. Nevertheless the aims of recent study were only trying to explain about objective symptoms. Therefore, Oriental-Western Medicine was performed, effectiveness of treatment were measured in Quality of life. Methods : Acute facial palsy patients who visiting whin 5days completed questionnaire about Quality of life, if he(or she) participated voluntarily. Questionnaire are comprised of general characteristics, Facial Disability Index(FDI), WHOQOL-BREF, VAS and House-Brackmann grade. Questionnaire used two times, the first medical examination and 4weeks later after starting Oriental-Western Medicine. The statistical analysis was performed by GraphPad Prism 4.0. T-test was used to verify effectiveness between the two groups. Results : 1. When we compared the first medical examination with 4weeks later, score of FDI-Physical function and FDI-Social/Well-bieng function increased but they were not valid statistically. 2. When we compared the first medical examination with 4weeks later, in WHOQOL-Brefoverall domain and physical domain, score increased. In WHOQOL-Bref-psychological, Social, Environment domain, score decreased. but, they were not valid statistically. 3. VAS, House-Brackmann grade decreased, but, they were not valid statistically. Conclusion : The number of subjects with facial palsy in our study(N=5) was too small, and the period of study(4 weeks) was short, too. For this reason, our data were not valid statistically. But Facial palsy Patient's Quality of life has risen.

Application of Normalized Vegetation Index for Estimating Hydrological Factors in the Korea Peninsula from COMS (한반도 지역에서의 수문인자산정을 위한 식생 정보 분석 및 활용 ; 천리안 위성을 이용하여)

  • Park, Jongmin;Baik, Jongjin;Kim, Seong-Joon;Choi, Minha
    • Journal of Korea Water Resources Association
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    • v.47 no.10
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    • pp.935-943
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    • 2014
  • Normalized Difference Vegetation Index (NDVI) used as input data for various hydrologic models plays a key role in understanding the variation of Hydrometeological parameters and Interaction between surface and atmosphere. Many studies have been conducted to estimate accurate remotely-sensed NDVI using spectral characteristics of vegetation. In this study, we conducted comparative analysis between Communication, Ocean and Meteorological Satellite and MOderate-Resolution Imaging Spectroradiometer (MODIS) NDVI. For comparison, Maximum Value Composite (MVC) was used to estimate 8-day and 16-day composite COMS NDVI. Both 8-day and 16-day COMS NDVI showed high statistical results compared with MODIS NDVI. Based on the results in this study, it can be concluded that COMS can be widely applicable for further ecological and hydrological studies.

Correlation between oral-related appearance satisfaction and subjective oral health status of college students (대학생의 구강관련 외모만족도와 주관적 구강건강 상태의 관련성)

  • Bae, Sung-Suk;Noh, Hie-Jin
    • The Journal of Korean Society for School & Community Health Education
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    • v.14 no.2
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    • pp.85-92
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    • 2013
  • Objectives: The purpose of this study is to examine correlation between subjective oral health status and oral-related appearance satisfaction of college students. 100 college students at a college located in Gyeonggi-do participated in the survey, oral examinations, and self-rated oral hygiene management ability tests. The data was then analyzed accordingly. Methods: Frequency test and chi-square statistical analysis were conducted on general characteristics and subjective oral health status, and SAS version 9.2 was used. Results: As a result of this study, students' subjective perceptions about oral health had positive correlation with oral-related appearance(p <0.05). It is noteworthy that those who responded on 'satisfactory' oral health status indicated that 16% 'unsatisfactory', 28% 'average' and 68% 'satisfactory' on oral-related appearance. Students' self-rated oral hygiene management ability and irregular teeth conditions were also found relevant in causing discomfort in interpersonal activities, whereas students responded 'satisfactory', 0.00%; 'average', 31.82%; 'unsatisfactory' 68.18% (p <0.05). Conclusion: This study suggests that oral-related appearance can have an impact on oral health status and that oral-related appearance can be a contributing factor to improve oral health status and therefore results in promotion of general health. In the future, further research should be considered about perception on oral-related appearance, oral health status and any resulting behavior changes.

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The Obstructing Factors for Safe Driving on Road Signs (도로표지의 지명 판독 성패에 영향을 미치는 인자 분석)

  • Lee, Jong-Hak;Noh, Kwan-Sub
    • Journal of Korean Society of Transportation
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    • v.26 no.5
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    • pp.195-204
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    • 2008
  • When the drivers try to read an information on road signs, they can reach their destinations successfully. In this situation, human factors, road signs and geometric condition regarded as the most important factors for a safe driving should be a well-balanced relationship mutually. This research aims to prove the factors obstructing a safe driving, while drivers try to read an information on road signs for the next destination. For this sake, driving simulator was used and human factors, road signs etc. were considered in this experiment. The statistical analysis indicated what factors disturb a safe driving. The probability function using a Logistic Model was presented in this study. This result and experience will be used as a basic data in designing better road signs.

Impact of Factors on community-level health-related Quality of Life: Community Unit Analysis (지역사회 건강관련 삶의 질에 영향을 미치는 요인: 지역사회 단위 분석)

  • Jeong, Yong-Rae;Hahm, Myung-Il;Min, In-Soon;Kang, Eunjeong
    • The Journal of the Korea Contents Association
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    • v.15 no.1
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    • pp.276-285
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    • 2015
  • The aim of this study was to identify the impact of community factors on the community-level Health-Related Quality of Life (HRQOL) in Korea. This was a cross-sectional study conducted in 2012 using secondary data(n=209) of the Korean Statistical Information Service. The framework was based on community factors provided by the International Council of Science (ICSU) and community factors were categorized based on six aspects. Multiple regression was applied to community factors depending on the community EQ-5D index. Smoking rate, "Good" self-rated health rate, water and wastewater coverage rate, and financial independency rate were significantly and positively associated with the EQ-5D score. Net migration rate(more move out than move in), obesity rate, unmet needed health care rate, and community type(rural than urban) were significantly and negatively associated with the EQ-5D score. This study identifies association for the impact of community factors on the community-level HRQOL and can provide useful evidence for development of community health promotion policies.

Sitting Posture-Based Lighting System to Enhance the Desired Mood

  • Bae, Hyunjoo;Kim, Haechan;Suk, Hyeon-Jeong
    • Journal of the Ergonomics Society of Korea
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    • v.34 no.2
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    • pp.191-198
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    • 2015
  • Objective: As a cue for desired mood, we attempted to identify types of sitting postures when people are involved in various tasks during their working hours. Background: Physical behaviors in reaction to user contexts were studied, such as automated posture analysis for detecting a subject's emotion. Sitting postures have high feasibility and can be detected robustly with a sensing chair, especially when it comes to an office. Method: First, we attached seven sensors, including six pressure sensors and one distance sensor, to an office chair. In Part 1, we recorded participants' postures while they took part in four different tasks. From the seven sensors, we gathered five sets of data related to the head, the lumbar, the hip, thigh pressure and the distance between the backrest and the body. We classified them into four postures: leaning forward, upright, upright with the lumbar supporting, and leaning backward. In part 2, we requested the subjects to take suitable poses for the each of the four task types. In this way, we compared the matches between postures and tasks in a natural setting to those in a controlled situation. Results: We derived four types of sitting postures that were mapped onto the different tasks. The comparison yielded no statistical significance between Parts 1 and 2. In addition, there was a significant association between the task types and the posture types. Conclusion: The users' sitting postures were related to different types of tasks. This study demonstrates how human emotion can interact with lighting, as mediated through physical behavior. Application: We developed a posture-based lighting system that manipulates the quality of office lighting and is operated by changes in one's posture. Facilitated by this system, color temperatures ranging between 3,000K and 7,000K and illuminations ranging between 300lx and 700lx were modulated.

Comparisons of Body Image, Depression, and Climacteric Symptoms among Middle-Aged Women with and without Thyroidectomy (갑상선절제술을 받은 중년여성과 받지 않은 중년여성의 신체상, 우울, 갱년기 증상 비교)

  • Yun, Byeong Sook;Back, Ji Eun;Lee, June Sang;Park, Mi Jeong;Lim, Young Mi
    • Journal of Korean Clinical Nursing Research
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    • v.14 no.3
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    • pp.5-14
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    • 2008
  • Purpose: The purpose of this study was to compare body image, depression, and climacteric symptoms among middle-aged women with and without thyroidectomy. Method: The research design was a comparative descriptive study using a self-report questionnaire. A total of 102 women aged 40~59 years were recruited using a convenient sampling method. A total of 52 women out of 102 were within a year after thyroidectomy due to benign disease. The rest of the subjects were healthy women without any previous diseases in thyroid. The instruments included Body Image Concern Inventory, Climacteric symptoms, and Center for Epidemiological Studies Depression Scale. The data were analyzed by descriptive statistics, t-test, $x^2$-test, one-way ANOVA, and correlation analysis. Results: There were no significantly differences in age, education, menstruation states between women with and without thyroidectomy. The demographic characteristics of two groups were homogeneous. There were significantly statistical differences in body image (t= 8.456, p=.000), and depression (t=3.142, p=.002) between the groups. There was, however, no significantly differences of climacteric symptoms. In addition, in women with thyroidectomy, no significant associations were found among body image, depression, and climacteric symptoms. Conclusion: The findings demonstrated the need to develop an effective nursing intervention to increase body image and to reduce depression in middle-aged women after thyroidectomy.

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ST-Segment Analysis of ECG Using Polynomial Approximation (다항식 근사를 이용한 심전도의 ST-Segment 분석)

  • Jeong, Gu-Young;Yu, Kee-Ho;Kwon, Tae-Kyu;Lee, Seong-Cheol
    • Journal of Institute of Control, Robotics and Systems
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    • v.8 no.8
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    • pp.691-697
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    • 2002
  • Myocardial ischemia is a disorder of cardiac function caused by insuficient blood flow to the muscle tissue of the heart. We can diagnose myocardial ischemia by observing the change of ST-segment, but this change is temporary. Our primary purpose is to detect the temporary change of the 57-segment automatically In the signal processing, the wavelet transform decomposes the ECG(electrocardiogram) signal into high and low frequency components using wavelet function. Recomposing the high frequency bands including QRS complex, we can detect QRS complex more easily. Amplitude comparison method is adopted to detect QRS complex. Reducing the effect of noise to the minimum, we grouped ECG by 5 data and compared the amplitude of maximum value. To recognize the ECG .signal pattern, we adopted the polynomial approximation partially and statistical method. The polynomial approximation makes possible to compare some ECG signal with different frequency and sampling period. The ECG signal is divided into small parts based on QRS complex, and then, each part is approximated to the polynomials. After removing the distorted ECG by calculating the difference between the orignal ECG and the approximated ECG for polynomial, we compared the approximated ECG pattern with the database, and we detected and classified abnormality of ECG.

A Study of the Knowledge and Attitude of Diabetics (당뇨병환자의 자가조절 (Self -Control)의 지식 및 태도 조사연구)

  • 김완순
    • Journal of Korean Academy of Nursing
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    • v.7 no.2
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    • pp.83-94
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    • 1977
  • Diabetes Mellitus is a worldwide disease affecting millions of persons and appears to be on the increase in Korea. At the present time it can not be cured but can be controlled. To achieve control the patient must know about the disease. Education of the patient is an essential part of the management of the diabetic and is the responsibility of the nurse. The educational program must be adapted according to patient's knowledge and attitude about their diseases. Therefore, the opportunity to assess the knowledge and attitude of diabetics must provided. The objectives of this study were : 1. To describe the general characteristics of the study population. 2. To find out the characteries of experience of treatment. 3. To exams the knowledge and attitude of diabetics about the self-control. 4. To learn the influencing factors affecting the knowledge and attitude of diabetics about self - control. The study population defined and selected was 65 diabetics registered at the Diabetic Clinic of 5. hospital who visited the Diabetic Clinic from April 16, 1976 to May 14, 1976. The direct interview method was used. Statistical analysis of the data was X²- test. The following results were obtained : A. General characteristics of the study population : The respondent's average age was 50. 8 years old, sex ratio(male to female) revealed as 1 : 1.1, economic background was upper middle class, the most respondents had better than- average education, 75.4 Percents of the respondents lived in Seoul, 47. 2 percents were unemployed, the average size of family was 5.3 and 47.7 percents of respondents had religions. B. The characteristics of clinical experience : The average duration was 7.0 years, 46.1 percents of respondents had experience of hospitalization, 56.9 percents was taking oral drugs, 67.7 percents examined urine- sugar at home, 60.0 Percents had treat compilations and 20.0 percents had experience of coma. C. There was significant difference in the relationship : Between complications and durations of diabetes, hospitalization and therapeutic methods.

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