• 한국인공지능학회지
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• 제12권2호
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• pp.1-7
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• 2024

In this paper, we compare three models (logistic regression, Random Forest, and XGBoost) for predicting stroke occurrence using data from the Korea National Health and Nutrition Examination Survey (KNHANES). We evaluated these models using various metrics, focusing mainly on recall and F1 score to assess their performance. Initially, the logistic regression model showed a satisfactory recall score among the three models; however, it was excluded from further consideration because it did not meet the F1 score threshold, which was set at a minimum of 0.5. The F1 score is crucial as it considers both precision and recall, providing a balanced measure of a model's accuracy. Among the models that met the criteria, XGBoost showed the highest recall rate and showed excellent performance in stroke prediction. In particular, XGBoost shows strong performance not only in recall, but also in F1 score and AUC, so it should be considered the optimal algorithm for predicting stroke occurrence. This study determines that the performance of XGBoost is optimal in the field of stroke prediction.

• 한국병원경영학회지
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• 제6권1호
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• pp.120-146
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• 2001

This study was carried out to provide the essential information in improving the graduate medical education in Korea. For the study, a survey targeting the directors of GME of nationwide teaching hospitals was performed with a questionnaire asking the questions such as the director's perception on the quality of GME, trainees' salary level, trainees' specialty selection tendency, training system and its duration. The collected data were analyzed using t-test, ANOVA, and $x^2$-test. The results were as follows: 1. The survey were executed on 240 teaching hospitals in Korea and the response rate was 66.2% (159 hospitals replied). 2. The bigger a hospitals is the better in Quality of education. Larger hospitals tend to have better status in all items including medical specialists' experience, contents of medical curriculum, general environment for medical education and medical trainees's salary level. The result supported the general perception on the positive relationship between hospital size and Quality of GMA. 3. Providing convenience for medical trainees who prepares for the medical specialist Qualifying examination didn't affect the results of the examination. 4. The directions of GME have a perception that the trainees give positive impact on financial performance of their hospitals. This seems to be one of the reasons that hospitals try to retain as many trainees as possible. 5. The directors of GME considered medical trainees as an educate, and most of them responded positively on the need of governmental supports for the education cost and the trainee's salary. Considering above results, it seems that GME would get more social attention and the trainees' impact on hospitals operation would be increased more than before. In response to these trends, hospitals would find out the ways to lower dependency on trainees, and this change of attitude of hospitals on the GME would cause problems in operation of hospitals and GME itself. In order to prevent these problems the policy on GME should be directed in following ways. 1. The contents of Qualifying examination for specialist should be improved. 2. The curriculum of GME should be strictly followed. 3. The status of trainee in a hospital has to be defined as eductee. 4. Government has to support a half of the education cost and salary of trainee. 5. The distribution of the trainee among the hospital group have to be based on total available. 6. The financial support and welfare of trainee should be improved gradually and systematically.

• 대한의료기공학회지
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• 제11권1호
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• pp.221-235
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• 2009

This study is made for the survey of the effectiveness of the auricular reflexology, now accepted as a part of alternative medicine, applied to the patients of musculoskeltal disease patients, and data about its cognition and the success rate of the therapy. 106 patient was employed in this study who works in various part in a company in Jun-ju in Junrabukdo. From them, data such as, musculoskeletal symptoms by questionnaire examination, and data from ear inspections and interviews were collected and used for the basal data. Auricular reflexology therapies were applied to them at the areas that reflect the musculoskeletal system, for five times, each time with intervals of three or four days. The data about the effectiveness were collected by questionnaire examination, including descriptive answers. The results are as follows; cognition to the auricular reflexology was 62.3%, and acceptance rate of this method was 81.1%. From this results, I think that this therapy can be easily acceptable. The success rates of this therapy were 32.1% after 1 time application, and 84.9% after 5 times applications. This result shows that auricular reflexology therapy has therapeutic effect in musculoskeletal diseases, and the success rates increase according to the application times. Between sex, its success rate were 80% in male patients, and 88.5% in female patients, so this therapy is rather more effective in female patients. According to the body weight, the success rate were 85.8% in normal weight patients, and 71.5% in over- weight patients, so this therapy is more effective in normal weight patients. Comparisons according to other factors, such as age, marriage state etc. shows no definite differences. Conclusively, I think that auricular reflex therapy is easy and useful preventative and treatment method in our usual life. With more investigation, we can apply this method to other musculoskeletal diseases and to the diseases of other systems in the body, I hope so.

• Asian Pacific Journal of Cancer Prevention
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• 제14권5호
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• pp.2707-2710
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• 2013

Background: This study used pre-hepatitis A vaccination era data in U.S. to study the relationship between serum hepatitis A antibody positivity with pancreas cancer mortality in adults. Patients and Methods: Public use National Health and Nutrition Examination Survey (NHANES III) data were employed. NHANES III uses complex probabilistic methods to sample nationally representative samples. Household adult laboratory and mortality data were merged. Sample persons who were available to be examined in the Mobile Examination Center (MEC) were included in this study. All results were obtained by using specialized survey software taking into account the primary sampling unit and stratification variables and the weights assigned to the sample persons examined in the MEC. Thus they are representative of the U.S. population. Results: The mean risk (95%CI) of death in the study population for pancreas cancer was 0.0014 (-0.000069 -.0029); their mean age (95%CI) at the mobile examination center (MXPAXTMR) was 473.43 (463.85-482.10); the follow up in months from their medical examination (permth_exm) was 170.12 (164.17-176.07). The odds ratios (S.E.) of the statistically significant univariables were: age, 1.007 (1.005-1.009); serum anti-hepatitis antibody status, 0.038 (0.004-0.376); and drinking hard liquor, 1.014 (1.004-1.023). The coefficients (S.E.) of the statistically significant variables after multivariate analysis were 0.006 (0.002-0.010) for age and -2.528 (-4.945--0.111) for serum anti-hepatitis A antibody negativity (using serum anti-hepatitis A antibody positivity as a reference). Conclusion: Serum hepatitis A antibody positivity correlates with higher pancreas cancer mortality in adults.

• 한국소음진동공학회논문집
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• 제25권1호
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• pp.5-12
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• 2015

According to the analysis of special medical examination and work environment monitoring data, the rate of C1 and D1 on noise hazard exceeded 90 % among those of total hazardous factors. The rate of company exceeding noise exposure limit was also more than 90 %. The analysis result shows that main ages diagnosed with C1 and D1 was age of 50s. The majority scale company having workers diagnosed with C1 and D1 was the companies employing 5~49 workers. Types of industries which have a large number of companies exceeding noise exposure limit were automobile and trailer manufacturing, metal processing industry and primary metal manufacturing. A large number of work processes exceeding noise exposure limit were forming and processing work, cutting and bending work and grinding. To reduce the number of company exceeding noise exposure limit, the reduction counterplan should be focused on the type of industry and the work process which exceeded noise exposure limit frequently. However, the reduction counterplan is preemptively necessary to the type of industry and the work process which exceeded noise exposure limit consecutively if the purpose of reduction counterplan is not to merely reduce the number of company exceeding noise exposure limit but to abate workers' suffering from noise.

• 한방안이비인후피부과학회지
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• 제23권2호
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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.

• 한국치위생학회지
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• 제9권4호
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• pp.784-794
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• 2009

Objectives : This study was to prepare basic data about middle and high school students' school loss due to oral diseasea and to investigate the relevant factors. Methods : The survey is conducted for 575 middle school students in Busan and Gyeongnam. School loss was investigated based on the experiences of absences and leaving school early, which had happened from oral diseasea. The independent variables were oral health behaviors and sociopeconomic factors such as sex, age of their parents, educational level of their parents, family income. Factors related with school loss was analyzed by the multiple logistic regression method. Results : The experience ratio of leaving school early to the dental clinic or having difficulty in studying was higher in the case of high school student than in middle school student case. The parameters related with absence or leaving school early for oral disease were the education level, the distinction of sex, fear about medical examination and the standard of living. The reasons of absence or leaving early for visiting the dental clinic were related with education level, the distinction of sex, fear about medical examination, distrust of oral care and the satisfaction of oral health. The parameters having effect on school performance were education level, sex, fear about medical examination, distrust of oral care, cost burden, interests in oral health by the parents and school record. Conclusions : The oral health promotion should be developed to decrease school loss for students.

• Child Health Nursing Research
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• 제14권1호
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• pp.5-13
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• 2008

Purpose: This study was done to describe utilization status of emergency medical service for children at one university affiliated hospital located in Seoul. Data were obtained from the medical records of patients under 13 years of age who visited the ER from January 1 to December 31, 2006. Method: Medical records missing the time of discharge were excluded in the analysis of waiting time, which resulted in 19,766 cases. Data were analyzed using SPSS WIN 14.0 version. Result: There were slightly more boys (58.4%), average age of the children was 3.97 years of age. More children at the aged 1 to 3 years (51.3%) visited the ER. Fever was the most frequent complaint: 5,180 cases (24.38%). The other complaints were head or facial laceration (10.55%), vomiting (9.63%), abdominal pain (8.06%), cough (7.67%), and painful limb swelling (6.34%). Average waiting time before the first medical examination was 17 minutes, and average ER stay time was 3 hours and 23 minutes. Conclusion: The results suggest the need to assign a nurse specialist for pediatric ER to provide more efficient care for the children. Also, extra staff assignment during the evening shift or extending office hours of local pediatricians should be considered.

• 한국응급구조학회지
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• 제8권1호
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• pp.5-17
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• 2004

A descriptive-correlational study was conducted to examine the job satisfaction and organizational commitment of emergency medical technicians(EMTs) and to identify the relationship between job satisfaction and organizational commitment. Subjects of this study werw 85 EMTs who passed first grade qualification examination and work at hospitals or fire stations in Gwangju and Chonnam province. Data were collected using a structured questionnaire by a postal survey from Sept. 10 to Oct. 20, 2003. For data analysis, descriptive statistics, ANOVA. t-test, and Pearson Correlation were used. The mean score of subjects' job satisfaction was 3.04 and the mean score of organizational commitment was 3.33. There was no significant differences on job satisfaction and organizational commitment by general characteristics of subjects. Job satisfaction was significantly differed by their careers as a EMT, current working place, and types of duty. Organizational commitment was significantly differed by their current working place, types of duty, and level of mean allowance. There was statistically significant positive correlation between job satisfaction and organizational commitment. These findings provide implications to improve job satisfaction and organizational commitment for EMTs. Further studies are recommended.

• 대한불안의학회지
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• 제8권2호
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• pp.141-145
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• 2012

Objective : The purpose of this study was to describe and compare trends in suicidal ideation, suicidal attempt and suicide in Republic of Korea from 2006 to 2011. Such data are needed to guide policies to reduce suicidal behaviors. Methods : Data came from the 2006-2010 Korea National Health and Nutrition Examination Survey, Korea National Statistical Office and 2006-2011 Korean Epidemiologic Catchment Area Study Replication and 2007-2011 National Emergency Department Information System. Results : No change occurred between 2006-2011 in suicidal ideation, suicidal attempt, whereas suicide rate increased annually. Suicidal attempt events was decreased in age over 50. Suicidal attempts by poisoning and hanging have increased, although suicide caused by poisoning of insecticide have decreased. Especially, suicides caused by hanging have gradually increased in both sex. Conclusions : These finding suggest that fatal suicidal methods may influence increased suicidal rate. Instead of traditional suicidal process, investigation of other pathway about suicidal behaviors should be needed.