• Title/Summary/Keyword: Medical Support

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Support Vector Machine Based Arrhythmia Classification Using Reduced Features

  • Song, Mi-Hye;Lee, Jeon;Cho, Sung-Pil;Lee, Kyoung-Joung;Yoo, Sun-Kook
    • International Journal of Control, Automation, and Systems
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    • v.3 no.4
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    • pp.571-579
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    • 2005
  • In this paper, we proposed an algorithm for arrhythmia classification, which is associated with the reduction of feature dimensions by linear discriminant analysis (LDA) and a support vector machine (SVM) based classifier. Seventeen original input features were extracted from preprocessed signals by wavelet transform, and attempts were then made to reduce these to 4 features, the linear combination of original features, by LDA. The performance of the SVM classifier with reduced features by LDA showed higher than with that by principal component analysis (PCA) and even with original features. For a cross-validation procedure, this SVM classifier was compared with Multilayer Perceptrons (MLP) and Fuzzy Inference System (FIS) classifiers. When all classifiers used the same reduced features, the overall performance of the SVM classifier was comprehensively superior to all others. Especially, the accuracy of discrimination of normal sinus rhythm (NSR), arterial premature contraction (APC), supraventricular tachycardia (SVT), premature ventricular contraction (PVC), ventricular tachycardia (VT) and ventricular fibrillation (VF) were $99.307\%,\;99.274\%,\;99.854\%,\;98.344\%,\;99.441\%\;and\;99.883\%$, respectively. And, even with smaller learning data, the SVM classifier offered better performance than the MLP classifier.

The research for the management and financial affairs of geriatric hospital (노인병원의 운명 및 재무구조 특성에 관한 연구)

  • Kim, Do-Hun;Lee, Jong-Gil;Jung, Key-Stm;Lee, Chang-Eun
    • Korea Journal of Hospital Management
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    • v.6 no.1
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    • pp.1-17
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    • 2001
  • According to the increase of the proportion of aged people, the medical demand for a senile chronic disease has been increased; therefore, aged people call for a geriatric hospital for special geriatric medical service. The main purpose of this study was to analyze the general characteristics and financial status of geriatric hospitals. For the study, a questionnaire was designed and sent to the geriatric hospitals to fill out the patient statistics, number of headcount by department, etc. to find out the stability, profitability, activity and so on financial statements of the hospitals were analyzed. The major findings of this study were as belows. 1. The ratio of the medical expenses to the revenue of the geriatric hospitals is much lower than acute care hospitals. But the probability of bankruptcy is higher due to the high ratio of the liabilities therefore it is required to stabilize the financial position by donating more money. 2. Government budget for the elderly people is not enough. To support the geriatric hospitals by going subsides, government should increase the budget. 3. Portion's of the patient of the geriatric hospitals are government support patient. Since the government doesn't pay the medical charges quickly, geriatric hospitals have a serious cash flow problem. Therefore, it is required that government is to prepay the bill. 4. Since geriatric hospitals treat elderly patient and most patients are government support patients, geriatric hospitals can be said to operate under the strict. 5. When we introduce the daily medical charge, the self-liability will be reduced on approximately 50% of current. This affection will bring a huge progressing financial structure to the medical profit of the geriatric hospital, and also patient family will feel less economical burden.

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A Report on Educative Effect of Basic Life Support Training for Students in a College of Korean Medicine: Attitudes, Knowledge, and Skills (한의과대학생 대상 기본심폐소생술 교육 효과: 태도, 지식 및 술기 영역에서)

  • Kim, Mi-Kyung;Seo, Jun-Seok;Lee, Seung-Chul;Park, Hee-Ok;Han, Chang-Ho
    • The Journal of Internal Korean Medicine
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    • v.34 no.2
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    • pp.215-229
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    • 2013
  • Objectives : Basic life support (BLS) is considered one of the essential clinical skills medical students should master. Nevertheless, neither the current state of education nor the educative effect of and attitudes toward BLS in Korean medical students have yet been reported. The aim of this study was to examine the educative effect of BLS training for Korean medical students in terms of attitudes, knowledge, and skills. Methods : Surveys concerning attitudes toward BLS and its education, and tests for knowledge and scheme performance were conducted with 85 students in a college of Korean medicine under training for American Heart Association (AHA) BLS course for healthcare providers. Results : Before training, 70.6% of students answered they felt the necessity to be trained in the BLS course. The levels of confidence to perform and self-presumed knowledge on BLS were low at first. After training, however, the level of confidence and knowledge increased significantly. In the final test, the mean scores of written test and scheme performance significantly decreased, while the level of confidence didn't. Most of the participants answered they wanted to be re-trained under regular re-education system. Conclusions : To evaluate the current state of BLS education and its educative effect in Korean medical schools, it's required to expand the target of research to larger number of colleges and students over the country.

A Study on the Effects of the Service Quality of Hospital's Decision Support System on Management Performance : the Case of K-University Hospital (병원 의사결정지원시스템의 서비스 품질이 경영성과에 미치는 영향 : K대병원 사례 중심으로)

  • Park, Jin Hee;Kwon, Do Soon;Lee, Miyoung
    • Journal of Information Technology Applications and Management
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    • v.21 no.2
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    • pp.81-98
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    • 2014
  • Recently, due to external environment like the changes in health policy and various healthcare accreditations, along with hospital's internal efforts to improve the quality of medical services, demands for the development of medical information systems are increasing. Some examples are clinical information like DUR (Drug Utilization Review), CVR (Critical Value Report), and automatic benefit processing by treatment purposes, or hospital DSS (Decision Support System) on overall medical practice. Such systems act as a guide in making clinic judgments during practice or in other medical practice, and their effects on the medical treatment improvements are being proven by previous studies. In the reality of increasing attention in the effects of medical treatment improvement, studies related to hospital DDS were mostly focused on clinical, technical, and engineering points of view, and studies focusing on the user viewpoint are very limited. In order to verify the effects of DSS on practice improvements and hospital's management performance, this study used a research model constructed to verify how SERVQUAL of hospital DSS affects hospital management performance in BSC (Balanced Score Card) point of view. To empirically verify the research model, a questionnaire was conducted on the basis of "K-University Hospital's DSS" on clinicians and hospital employees related to system development, and the relationships between the factors were analyzed through path analysis. As a result of path analysis, excluding reactivity, tangibility, confidence, reliability, empathy among service qualities, had partially significant effects on management performance factors (learning and growth, internal process, financial affairs). This study is to prepare the theoretical ground on the management performance analysis of hospital DSS, and suggest the service quality of the system that should be considered in the planning and development stages for improved system.

A case of full mouth rehabilitation with vertical dimension gaining in patient with severely worn dentition and loss of vertical dimension due to loss of posterior support (구치부 지지의 상실로 인해 과도한 치아 마모와 수직 고경 상실을 보이는 환자에서 수직 고경 거상을 동반한 전악 수복 증례)

  • Jung, Ji-Ah;Bang, Joo-Hyuk;Lee, Yong-Sang;Kim, Sung-Yong
    • The Journal of Korean Academy of Prosthodontics
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    • v.58 no.2
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    • pp.153-160
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    • 2020
  • Gradual tooth wear is a natural process of aging, but pathological wear over physiologic ranges leads to functional and esthetic problems. The loss of posterior support may cause pathological wear of anterior teeth, which results in reduction of vertical dimension and disharmony of occlusal plane. To solve this problem, determination of proper vertical dimension considering centric relation is necessary. This case report presented 71-year-old male, who had the severe wear of lower anterior teeth due to loss of posterior support. By meticulous evaluation, a full mouth rehabilitation with elevation of vertical dimension was planned. After 8 months of follow-up, stable occlusal scheme is maintained and patient was satisfied with clinical outcome functionally and esthetically.

Effects of a One Session Spouse-Support Enhancement Childbirth Education on Childbirth Self-Efficacy and Perception of Childbirth Experience in Women and their Husbands (입원 시 배우자 지지 강화 출산교육이 산부와 배우자의 분만자기효능감 및 분만경험지각에 미치는 효과)

  • Eom, So-Ye;Kim, Eun-Sil;Kim, Hyun-Jung;Bang, Yang-Ok;Chun, Na-Mi
    • Journal of Korean Academy of Nursing
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    • v.42 no.4
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    • pp.599-607
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    • 2012
  • Purpose: This study was conducted to evaluate the effect of a one-session spouse-support enhancement childbirth education on childbirth selfcefficacy and perception of childbirth experience. Methods: The design of this study was a nonequivalent control group pretest-posttest experiment. The participants in the study were 31 couples in the experimental group and 30 in the control group. The experimental couples were provided with one session on spouse-support enhancement childbirth education the night before delivery. Data were collected at two hours after delivery using the Childbirth Self-Efficacy Inventory (CBSEI) and perception of childbirth experience scale. Data were analyzed using PASW statistics 18 program. Frequencies, percentage, mean, $x^2test$, t-test were used for data analysis. Results: Childbirth self-efficacy significantly increased in the experimental group as compared to the control group, but there was no significant difference in perception of childbirth experience in the experimental group compared to the control group. Conclusion: The results suggest that a one-session childbirth education has beneficial effects on enhancing childbirth self-efficacy in pregnant couples. A one-session spouse-support enhancement childbirth education is recommended as an effective nursing intervention to promote couple's childbirth self-efficacy and it is also recommended that modifications of program to promote women's childbirth experience should be considered.

The Influences of Depression, Anxiety, Social Support and Knowledge of Anticancer Drugs on the Chemotherapy-induced Peripheral Neuropathy among Colorectal Cancer Patients Receiving Oxaliplatin (Oxaliplatin을 투여 받는 대장암 환자의 우울, 불안, 사회적지지, 항암제 지식수준이 말초신경병증에 미치는 영향)

  • Han, Sang Sook;Han, Sang Soon;Han, Jeong Won
    • Journal of Korean Clinical Nursing Research
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    • v.19 no.2
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    • pp.298-308
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    • 2013
  • Purpose: The purpose of this study was to identify factors influencing chemotherapy-induced peripheral neuropathy among colorectal cancer patients receiving oxaliplatin. Methods: A total of 132 patients hospitalized for chemotherapy were surveyed at K University Hospital in Seoul, Korea. This study was a descriptive causal relationship study using a self-report questionnaire survey method. Correlation and multiple regression analysis between the factors were performed using SPSS 18.0. Results: The regression model was significant (F=31.64, p<.001), which meaned that the experience of chemotherapy-induced peripheral neuropathy among the participants was statistically significant. The factors influencing the chemotherapy-induced peripheral neuropathy were depression (${\beta}=.34$, p<.001), followed by anxiety (${\beta}=.32$, p<.001), medical staff support (${\beta}=-.17$, p=.037) and the level of knowledge of anticancer drugs (${\beta}=-.16$, p=.045). The explanatory power of these factors on the chemotherapy-induced peripheral neuropathy of colorectal cancer patients was 69%. Conclusion: The factors influencing the chemotherapy-induced peripheral neuropathy of colorectal cancer patients receiving oxaliplatin were identified as depression, anxiety, level of knowledge of anticancer drugs and medical staff support.

Factors Influencing Self Care Performance in Patients with Parkinson's Disease (파킨슨병 환자의 자가간호수행에 영향을 미치는 요인)

  • Kim, Yu-Ri;Min, Hye-Sook
    • The Korean Journal of Rehabilitation Nursing
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    • v.13 no.2
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    • pp.140-150
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    • 2010
  • Purpose: This study aims to find the factors that affect the degree of self-care performance in Parkinson's disease (PD) patients. Method: This study used a descriptive correlational design. The data were collected using a sample of 80 PD patients, from the university affiliated Parkinson Center in Busan. Pearson's correlations and multiple regression analyses were conducted using the SPSS 18.0. Results: The mean score of the self-care performance was 3.61 (${\pm}0.40$). The highest score observed of self-care performance subscale was medication subscale ($4.55{\pm}0.50$) and the lowest score was observed in the exercise subscale ($3.03{\pm}0.64$). The self-care performance had significant correlations with depression (r=-.32, p<.01), self-care knowledge (r=.28, p<.05), function of motion (r=.25, p<.05), ability of daily activity (r=.22, p<.05), self-efficacy (r=.24, p<.05), and support from medical staff (r=.24, p<.05). The significant predictors of self-care performance included depression (${\beta}=-.28$), status of employment (${\beta}=-.27$), self-care knowledge (${\beta}=-.21$), support from medical staff (${\beta}=-.28$), and educational level (${\beta}=-.28$), accounting for 34% of the variance in the self-care performance. Conclusion: Depression, self-care knowledge, medical support are significant predictors which affect the self-care performance with PD patients.

Legal Issues of Medical Institution Remodeling (의료기관 리모델링의 법적 제문제)

  • Shin, Tae-Seop;Chung, Mi-Young
    • The Journal of the Korea Contents Association
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    • v.21 no.8
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    • pp.294-304
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    • 2021
  • Medical institutions remodel existing hospital buildings rather than construct buildings to satisfy patient satisfaction and enhance competitiveness with other medical institutions. Medical institution remodeling is gradually increasing due to enhanced laws and systems to improve the quality of medical services and the level of patient safety. However, prior studies were discussed only within a limited range, including architectural elements, about medical institution remodeling. Therefore, this study aims to provide basic data to medical institutions planning future remodeling by examining the legal issues of medical institution remodeling in various ways. Medical institution remodeling extends the construction period due to restrictions on construction conditions, and causes damage such as noise and dust to patients. So it is necessary to prevent damage to patients in advance and to support appropriate remodeling of medical institutions. Therefore, it is necessary to prepare an Act on promotion of and support for remodeling of medical institutions. In addition, medical institutions should prepare a checklist for voluntary compliance with construction standards, preventive measures and post-improvement measures, and measures for infection and radiation exposure in hospitals.

Design and Implementation of a Cohort for Quality Management of Medical Education: A Case Study from Konyang University College of Medicine (교육의 질 관리를 위한 의과대학 코호트 구축과 운영: 건양대학교 의과대학 사례)

  • Kyunghee Chun;Tae Hee Lee;Soojin Jung;Young-soon Park
    • Korean Medical Education Review
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    • v.25 no.2
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    • pp.102-108
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    • 2023
  • This study shares details on the operating process and results of the cohort of students and graduates that was designed and implemented at Konyang University College of Medicine in Daejeon and discusses future directions for cohort establishment and improvement. First, Konyang University College of Medicine established the necessity and defined the purpose of cohort design and implementation. A task force was formed to establish guidelines for analysis targets, procedures, reports, and data management, and cohort operation was classified as a quality control activity. Data were collected through surveys of current students and graduates, and data generated during the curriculum were collected, analyzed, and reported every 2 years. The cohort data collection and analysis methods are designed by the Department of Medical Education, and data collection is carried out by the administrative team and each committee. Data management and analysis are handled by the Center for Medical Education Support, and analysis and reporting are conducted by the Department of Medical Education. Various members of the medical school are working to collect and analyze data, report findings, provide feedback, and improve. In the future, we plan to advance database computerization and work toward more effective data analysis. Cohort operation should not be another burden for medical schools; instead, it is hoped that operating cohorts will be a meaningful activity to increase the effectiveness of medical education and help in the operation and policy decisions of medical schools.