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Using Machine Learning Techniques to Predict Health-Related Quality of Life Factors in Patients with Hypertension (머신러닝 기법을 활용한 고혈압 환자의 건강 관련 삶의 질 요인 예측)

  • Jae-Hyeok Jeong;Sung-Hyoun Cho
    • Journal of The Korean Society of Integrative Medicine
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    • v.12 no.3
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    • pp.11-24
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    • 2024
  • Purpose : This study aims to identify the factors influencing health-related quality of life through machine learning of the general characteristics of patients with hypertension and to provide a basis for related research on patients, such as intervention strategies and management guidelines in the field of physical therapy for health promotion. Methods : Annual data from the second Korean Health Panel (Version 2.0) from 2019 to 2020, conducted jointly by the Korea Health and Social Research Institute and the National Health Insurance Service, were analyzed (Korea Health Panel, 2024). The data used in this study was collected from January to July 2020, and the data was collected using computer-assisted face-to-face interviews. Of the 13,530 household members surveyed, 1,368 were selected as the final study participants after removing missing values from 3,448 individuals diagnosed with hypertension by a doctor. Results : The results showed that walking (P2) was the most significant factor affecting health-related quality of life in random forest, followed by perceived stress (HS1), body mass index (BMIc), total household income (TOTc), subjective health status (SRHc), marital status (Marr), and education level (Edu). Conclusion :To prevent and manage chronic diseases such as hypertension, as well as to provide customized interventions for patients in advanced stages of the disease, research should be conducted in the field of physical therapy to identify influencing factors using machine learning. Based on the findings of this study, we believe that there is a need for additional content that can be utilized in the field of physical therapy to improve the health-related quality of life of patients with hypertension, such as diagnostic assessment and intervention management guidelines for hypertension, and education on perceived stress and subjective health status.

A Study on Cooperative Medical Treatment System between Oriental and Western Medical Practitioners (한.양방 협진체계 개발에 관한 연구)

  • Yi, Dong-Heui;Yoo, Kyu-Soo
    • Korea Journal of Hospital Management
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    • v.3 no.1
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    • pp.34-61
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    • 1998
  • A study on cooperative medical treatment system between oriental and western medical practitioners was conducted from March through August 1997 in order to determine a productive model of cooperation of two medical parts for treatment of patients. Questionnaires were distributed to 195 medical doctors(M.D.) and 195 doctors of oriental medicine(O.M.D.) working in clinics and hospitals in six major cities. Statistical analysis tools used for this study were frequency, t-test and multiple regression by using SPSS/P.C package. The results are summarized as follows: 1. The respondents were composed of male docotors(78%) and female doctors(22%) and 68.2% of M.D. and 97% of O.M.D. were interested in the other medical part. The doctors of both disciplines had some limitation on treatment of patients but they were reluctant to refer their patients to other doctors in different discipline. 2. M.D assumed that oriental medicine was more effective for chronic diseases, and O.M.D. thought that western medicine was more effective for acute diseases. 92.3% of O.M.D.s responded that even though they do not utilize western medical technology for diagnosis, they believed the results of diagnoses by western medical technology. 3. 60.5% of O.M. and 93.3% of O.M.D. said that cooperative medical treatment system could be necessary for patients and it would be effective for control of diseases and 69% of western medical doctors and 99% of oriental medical doctors agreed that oriental medical practice would be more effective for cerebellar vascular accidents than other diseases. 77.4% of western medical doctors and 92.3% of oriental medical doctors responded that the students of two different disciplines have to be taught on the other disciplines. 82.6% of western medical doctors and 83.3% oriental medical doctors agreed that it would be necessary to have collaborative research between scientists in two disciplines. 81.5% of M.D.s and 93.3% of O.M.D.s believed that they had prejudice and distrust on other discipline 4.90% of the doctors were not satisfied with the government medical policies on health insurance, legal matters, and health delivery system. 5. 75.4% of M.D.s and 50.2% of O.M.D.s said that two medical disciplines should be integrated, but they were skeptical on that. 75.3% of M.D.s thought that western hospitals should employ O.M.D.s Finally this study recommended that western medical students study oriental medicine and the vice versa, and M.D.s and O.M.D.s should have seminars and workshops to exchange knowledge, and experiences. It is also recommended that medical laws be revised to allow medical doctors refer the patients whom they can not handle to oriental medical doctors and the vice versa.

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The Direction of Neurosurgery to Overcome the Living with COVID-19 Era : The Possibility of Telemedicine in Neurosurgery

  • Min Ho Lee;Seu-Ryang Jang;Tae-Kyu Lee
    • Journal of Korean Neurosurgical Society
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    • v.66 no.5
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    • pp.573-581
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    • 2023
  • Objective : Due to the implementation of vaccinations and the development of therapeutic agents, the coronavirus disease 2019 (COVID-19) pandemic that started at the end of 2019 has entered a new phase. As a result, neurosurgeons should reconsider the way they treat their patients. As the COVID-19 situation prolongs, the change in neurosurgical emergency patients according to the number of confirmed cases is no longer clear. Outpatient treatment by telephone was permitted according to government policy. In addition, visits to caregivers in the intensive care unit were limited. Methods : The electronic medical records of patients who had been treated over the phone for a month (during April 2020, while the hospital was closing) were reviewed. Meanwhile, according to the limited visits to the intensive care unit, a video meeting was held with the caregivers. After the video meeting, satisfaction was evaluated using a questionnaire. Results : During April 2020, 1021 patients received non-face-to-face care over the telephone. Among the patients, no critical medical problem occurred due to non-face-to-face care. From July 2021 to December 2021, 321 patients were admitted to the neurosurgical intensive care unit and 107 patients (33.3%) including their caregivers agreed to video visits. Twice a week, advance notice was given that access would be made through a mobile device and the nurse explained to caregivers how to use the mobile device. The time for the video meeting was approximately 20 minutes per patient. Based on the questionnaire, 81 respondents (75.7%) answered that they agreed, and 26 respondents (24.3%) answered that they strongly agreed that was easy to communicate through video meetings. Fifty-two (48.6%) agreed and 55 (51.4%) strongly agreed that they were easy to understand the doctor's explanation. For overall satisfaction with this video meeting, three respondents (2.8%) gave 4/5 points and 95 respondents (88.8%) gave 5/5 points, and nine (8.4%) gave 3/5 points. Their reason was that there was not enough time. Conclusion : In situations where patient visits are limited, video meetings through a mobile device can provide sufficient satisfaction to caregivers. Telemedicine will likely become common in the near future. Health care professionals should prepare and respond to these needs and changes. Therefore, establishing a system with institutional support is necessary.

The Study of Blister Caused by Cupping Therapy (부항 시술에 의해 형성된 수포에 관한 고찰)

  • Yun, Hye-Yeon;Kwon, Sun-Oh;Kim, Seung-Tae;Park, Hi-Joon;Hahm, Dae-Hyun;Lee, Hye-Jung
    • Korean Journal of Acupuncture
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    • v.28 no.3
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    • pp.141-150
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    • 2011
  • Objectives : The aims of this study were to evaluate a blister caused by cupping. Methods : We searched relevant case reports, survey, and review articles using databases of online bibliography. Results : 1. The fluid in the blister caused by cupping therapy is normal substance by laboratory analysis. The fluid has no signs of infection in the culture, Gram stain, or tissue biopsy 2. In histological finding, the blister caused by cupping therapy is made by dermo-epidermal seperation at subcellular level. Suction blistering was neither inflammatory nor autolysis activation of lysosomal hydrolases. 3. Blistering times directly, related to suction pressure. Suction blister formation time is accelerated in older subjects compared with younger individuals and higher temperature was more susceptable to the blister compared with lower temperature. The flexor aspect of forearm is a easy site for suction blister formation compared with leg and abdominal site. 4. Blister caused by cupping therapy is treated by regular and judicious changes of sterile dressing over several weeks. The vesicles healed well and left no visible scar. Conclusions : Blister caused by cupping therapy is artificially controlled by doctor's therapeutic purpose. Blister is not histologically injurious to health and the blister is a natural concomitant after cupping therapy.

Considerations in Allowing Voluntary Non-Reimbursable Treatments from a Public Law Perspective - A Commentary on Supreme Court Judgment 2010 Doo 27639, 27646 (ruled on June 8, 2012 by the Grand Bench) - (임의비급여 진료행위의 허용여부에 관한 공법적 고찰 - 대법원 2012. 6. 18. 선고 2010두27639, 27646 전원합의체 판결에 대한 평석 -)

  • Ha, Myeong-Ho
    • The Korean Society of Law and Medicine
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    • v.14 no.2
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    • pp.173-214
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    • 2013
  • Traditionally, the Supreme Court has held that medical treatment agreements covered by national health insurance should be distinguished from other medical treatment agreements which are viewed as a consummation of the autonomous free will between doctor and patient. Namely, the Supreme Court views medical treatment agreements covered by national health insurance to be bound by the National Health Insurance Law with the intent to promote the applicability and comprehensiveness of the national health insurance scheme. Yet, issues of voluntary non-reimbursable treatments are triggered not only by the mistakes or moral hazard of medical care institutions but also by systemic limitations of national health insurance coverage criteria. Thus, there is a need for legislative measures that allow certain medical treatments to be included or reflected in the national health insurance coverage system so that patients may receive prompt and flexible medical treatments. To reflect such concerns, the Supreme Court made an exception for voluntary non-reimbursable treatments and developed a strict test to be applied in such cases in Supreme Court Judgment 2010 Doo 27639, 27646 (ruled on June 8, 2012 by the Grand Bench). Such judgment, however, is not a fundamental overturn of the Supreme Court's prior rulings that voluntary non-reimbursable treatments are not allowed under the law. It is only a slight revision of its previous stance for cases in which there is a lack of legislative measures to make coverage of a new yet valid medical treatment possible under the current national health insurance coverage system.

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A Study on the Relationship between Image of Physiotherapist and Self-Esteem of Physiotherapy Students (물리치료(학)과 학생들이 지각한 물리치료사의 이미지와 자아존중감과의 관련성 분석)

  • Kim, Eun-Ae;Lee, Geon-Cheol;Bae, Won-Sik;Kim, Chi-Hyok
    • Journal of the Korean Society of Physical Medicine
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    • v.8 no.1
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    • pp.19-27
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    • 2013
  • PURPOSE: The purpose of this study is to look into relationship between image of physiotherapist and self-esteem of physiotherapy students and desirable image of physiotherapists offer to establish basic materials. METHODS: The subjects of this study are consist of 603 students of department of Physical therapy university and college in Busan and Kim-hae. Data are collected from June 9 to July 9 in 2011 by structured questionnaires. RESULTS: The result are as follows. 1. at the physiotherapist image score, the highest score question is "Physiotherapist is specialist"(3.45) and the lowest score question is "Physiotherapist is treated samely with doctor"(2.15). 2. at the self-esteem score, the highest score question is "I think that I am at least as valuable as others"(3.37) and the lowest score question is "I can be poorly sometimes"(2.81). 3. at the static results of physiotherapist image score gap by general characteristics, there are significantly different in gender(t=2.27, p=.02), similar profession distinction(t=4.30, p=.00), major satisfaction(t=5.74, p=.00), school system (t=-2.54, p=.01). 4. at the static results of self-esteem score gap by general characteristics, there are significantly different in years (f=5.14, p=.00), gender(t=4.09, p=.00), religion(f=2.87, p=.04), similar profession distinction(t=3.97, p=.00), major satisfaction(t=4.26, p=.00). 5. at the static results of good reputation of physiotherapists increase self-esteem of physiotherapy students score question are significantly different(r=0.53, p=.00). CONCLUSION: Accordingly, these results of this study that there is a very correlation between image of physiotherapist and self-esteem of physiotherapy students. Therefore, good reputation of physiotherapists increase self-esteem of physiotherapy students.

Task Status of Dental Hygienists of Health Centers and Subcenters (일개 도지역 보건기관 근무 치과위생사의 직무실태와 개선방안)

  • Eun, Jong-Young;Kam, Sin;Lim, Ji-Seun;Yang, Jin-Hoon;Kim, Jong-Yeon;Han, Chang-Hyun;Yoo, Yoon-Sun;Cha, Byung-Jun;Song, Keun-Bae
    • Journal of agricultural medicine and community health
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    • v.27 no.2
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    • pp.35-54
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    • 2002
  • This study was performed to investigate the task status and performance improvement plan of dental hygienists of Health Centers and Subcenters. The Data collected by self-administered Questionnaire survey of 203 dental hygienists of Health Centers and Subcenters located in Gyeongsangbuk-do were analyzed. The major results are as follows: For the degree of satisfaction in tasks, 73.9% of dental hygienists of Health Centers and Subcenters felt proud, 52.2% felt overwork, 32.0% hoped transferring to other worksite and the major reason of transferring was lack of promotion opportunity in officials of dental hygiene department. Dental hygienists received job education in addition continuous job education in last 3 years were 47.3%, 19.2% of dental hygienists performed the special dental health program for residents in last 3years. Almost half(53.7%) of dental hygienists replied that dental hygienists who were not engaged in dental health tasks should be engaged in dental health tasks. The major dental hygienic tasks performed by dental hygienic officials were support for dental treatment(41.6%). Dental hygienic officials answered that dental health tasks, school dental health program, vertical dental health program should be conducted as important tasks in order. And they replied that the most serious problem of dental hygienic tasks was not conducting dental health affairs due to 'lack of dental doctor'(40.9%), 'lack of concern for dental health tasks'(26.4%), and 'lack of budget and personnels for dental tasks'(19.0%), and the most important thing to improve dental hygienic tasks was 'posting dental hygienists in ministry of health and welfare(MOHW) and province', 'securing of budget and personnels for dental health tasks'.

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Design of Oxygen Chamber System for Diagnosis and Treatment of Cold Hypersensitivity (냉증을 진단하고 치료하는 산소챔버 시스템의 설계)

  • Cho, Myeon-Gyun;Choi, Hyo Sun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.13 no.12
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    • pp.6013-6021
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    • 2012
  • Although there are many patients who suffer from cold hypersensitivity and have a difficult time in living daily lives due to feeling cold at room temperature, it is about true that an accurate diagnostic method and an effective remedy for a cold hypersensitivity have not been developed yet. Therefore, in order to develop traditional medicine equipment for cold hypersensitivity, we have designed new oxygen chamber system which can diagnose cold hypersensitivity with multiple bionic sensors and supply a patient optimum amount of oxygen adaptively to the extent of their illness. In particular, diverging from conventional diagnosis based on the experience of doctor and subjective statements of patient, we introduced accurate method for diagnosis in comparing between output of multiple sensors and threshold derived from clinical trials. After all, the proposed oxygen chamber system will contribute to achieving scientific evidence and manufacturing of korean traditional medicine.

Factors associated with changes in pharmaceutical expenditures of outpatient care in clinic setting : Focusing on the incentive scheme to reduce total prescribed drug expenditure and the drug utilization review system (의원 외래환자의 약품비 변화 관련요인: 처방총액 절감 인센티브제도와 DUR 제도 시행 전후를 중심으로)

  • Yi, Myung-Hyun;Chung, Woojin;Cho, Eun;Kim, Roeul;Lee, Sunmi
    • Health Policy and Management
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    • v.22 no.4
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    • pp.561-578
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    • 2012
  • This study was performed in order to compare a change in pharmaceutical expenditures per outpatient of clinic and to analyze factors relevant to a systems as part of evaluating policies for the incentive scheme to reduce total prescribed drug expenditure and for the drug utilization review system("DUR system" hereafter). For this, it had finally analytical subjects as 21,320 clinics nationwide without a change in location, clinics symbol and signed subject during both terms of the first half of 2010 and the first half of 2011. As a result, the odds ratio with reduction in pharmaceutical expenditures of clinic was statistically higher significantly in the shorter year number of opening clinic, in the larger number of doctors, when the classification of establishment is other, not individual, and when the signed subject is surgical division. Also, the odds ratio was significantly higher in the less patient number of clinic and in the lower ratio of patients aged over 65. Finally, the odds ratio was significantly high when a clinic had been located in DUR system demonstrative project area. Through this, a case of policy for improvement in doctor's autonomous prescription behavior like DUR system can be known to be effective for reduction in pharmaceutical expenditures. A future research on evaluation of policy for pharmaceutical expenditure management system will need to be performed in-depth analysis in consideration of diverse characteristics on the participatory entities.

Factors Affecting Users' Satisfaction with Order Communicating System (처방전달체계에 대한 사용자 만족도에 영향을 미치는 요인)

  • Kim, Chang-Yup;Ha, Bum-Man;Kang, Gil-Won;Kim, Byoung-Yik;Kim, Yong-Ik;Lee, Jin-Seok
    • Journal of Preventive Medicine and Public Health
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    • v.33 no.4
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    • pp.436-448
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    • 2000
  • Objectives : To identify the factors affecting users' satisfaction with the Order Communicating System(OCS) and to highlight the factors important for the successful establishment of OCS. Methods : A Users Satisfaction survey was sent to 4,513 people, consisting of 1,503 doctors, 2,379 nurses, 255 pharmacists and 370 administrative workers in 16 hospitals which had introduced OCS. The response rate was 63.9%. Measurement of users' satisfaction was peformed with the instrument which was used in Doll's study. Some aspects of Doll's instrument were adjusted according to the aims of this study. The classifying sections of this survey included age, job and status classification, computer experience, OCS education, duration of daily OCS use, type of order entering, number of personnel in the Hospital Information System's department, cost of OCS, problem frequency, proportion of work managed by hand, OCS type, and Hospital establishment type. Results : There was a positive correlation between satisfaction level and managerial status throughout all job classifications. Irrespective of the importance of OCS education as a factor relating to users' satisfaction, the additional work load caused by OCS lowered users' satisfaction. Different factors affected users' satisfaction according to job and status classification. The composition of factors affecting the pharmacist and administrative worker satisfaction levels was simpler than that of the doctor and nurse levels. There were no statistically significant differences between the actual computer experience duration of daily OCS use and users' satisfaction with OCS. Conclusions : There was an understandable relationship between users' attitude to OCS and factors affecting users' satisfaction. The results of this study could be used as a basis for the successful expansion of the operation of OCS. But more detailed studies on users' satisfaction and further improvements of methodologies are required for the successful establishment of OCS.

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