Deep learning (DL) is a subset of machine learning and artificial intelligence that has a deep neural network with a structure similar to the human neural system and has been trained using big data. DL narrows the gap between data acquisition and meaningful interpretation without explicit programming. It has so far outperformed most classification and regression methods and can automatically learn data representations for specific tasks. The application areas of DL in radiation oncology include classification, semantic segmentation, object detection, image translation and generation, and image captioning. This article tries to understand what is the potential role of DL and what can be more achieved by utilizing it in radiation oncology. With the advances in DL, various studies contributing to the development of radiation oncology were investigated comprehensively. In this article, the radiation treatment process was divided into six consecutive stages as follows: patient assessment, simulation, target and organs-at-risk segmentation, treatment planning, quality assurance, and beam delivery in terms of workflow. Studies using DL were classified and organized according to each radiation treatment process. State-of-the-art studies were identified, and the clinical utilities of those researches were examined. The DL model could provide faster and more accurate solutions to problems faced by oncologists. While the effect of a data-driven approach on improving the quality of care for cancer patients is evidently clear, implementing these methods will require cultural changes at both the professional and institutional levels. We believe this paper will serve as a guide for both clinicians and medical physicists on issues that need to be addressed in time.
Journal of Korean Society of Occupational and Environmental Hygiene
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v.31
no.4
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pp.531-539
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2021
Objectives: The purpose of this study is to understand the effect of infection anxiety about COVID-19 perceived by home appliance installers and repair technicians on work stress. Methods: To collect data, the purpose of the study was explained through the labor union of domestic home appliance service companies, and a survey was conducted through mobile to 286 home appliance installers and repair technicians who agreed to the survey. Results: As a result of the analysis, it was found that age, fatigue, work satisfaction, visit time, and Corona 19 infection anxiety had a significant effect on work stress. In other words, the higher the age, the higher the fatigue, the lower the job satisfaction, the higher the work stress was when the visit time was more than 30 minutes, and the higher the Corona 19 infection anxiety, the higher the work stress. Conclusions: Based on the results of this study, the following suggestions are made. First, in order to prevent work stress, we propose the development of a workplace health care program that can solve fatigue. Second, it is necessary to prepare a working environment and provide institutional support to reduce work stress by increasing Job satisfaction. Third, a workplace quarantine measures is needed to prevent infection for essential-workers who do face-to-face work in preparation for possible infectious diseases in the future.
Journal of Korea Society of Industrial Information Systems
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v.15
no.3
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pp.23-32
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2010
U-healthcare provides people with many conveniences and keeps their health. As facility centered medical environment is being changed to patient centered one, however, various problems are emerging. These problems range from institutional problems to technological, producer related, and user related ones. The researcher took interested in problems originating from users, in particular, elderly patients and guardians taking care of an elderly patient. The main focus of this study is the direction of serious contents design for training skills in HMI of U-healthcare equipment and developing emergency coping abilities. In this study, I started from research on elderly cognitive psychology and elders' motor reactions and interconnected the characteristics of various digital content forms. The results of this study are expected to be useful for the rapidly expanding elderly population and in the U-healthcare industry.
Journal of Physiology & Pathology in Korean Medicine
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v.37
no.1
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pp.9-13
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2023
Due to COVID-19, the non-face-to-face era has arrived, and telemedicine has become a demand of the times in the medical community. Accordingly, this study aims to present a way to supplement Korea's telemedicine policy by comparing and analyzing domestic telemedicine policy and China's telemedicine policy, and analyzing the success factors of Chinese telemedicine. Domestic and foreign literature was explored to compare and analyze telemedicine policy cases of Korean, Chinese. Domestic and foreign national legal databases and web DBs were used, and literature were restricted between 2009 and 2022. Prior to COVID-19, the scope of telemedicine was very narrow in Korea, and only some pilot projects were operated. After COVID-19, the scope of telemedicine temporarily expanded, but no specific policies or systems were prepared. On the other hand, in the case of China, related policy institutional discussions on telemedicine have been actively conducted since the past, and accordingly, specific scope of application and related management norms and systems have been prepared. For the development of telemedicine in Korea, it is necessary to supplement the definition of telemedicine, ensure the accuracy and safety of non-face-to-face care through telemedicine, and solve the concentration phenomenon of large hospitals through limited conditions for hospital-level medical institutions.
This study assessed the amount of energy consumed and fat deposition after endurance training in order to review the effect of 4-week endurance exercise on resting metabolic rate of a mouse during and after exercise and the effect of exercise. A total of 19 seven-week-old ICR male mice were used as the study subject. Those mice were divided into sedentary group (Sed) and trained group (Tr) after a week of environment adaption. The Tr group was trained with endurance exercise five times a week for four weeks. Weight and the amount of food intake were daily weighed and resting metabolic rate and metabolic rate after exercise were assessed before starting exercise and on the fourth week after training. Metabolic rate during exercise were measured four weeks after training. At the end of breeding period, statistically significant difference was shown in weights of trained and sedentary groups (p < 0.05). During a resting period, no significant difference was shown in oxygen intake, respiratory exchange ratio, and the amount of carbohydrate and fat oxidized. Moreover, no significant difference was shown in excess post-exercise oxygen consumption (EPOC) of an hour period after training. In contrast, the maximal oxygen uptake (VO2 max) was approximately 11.1% higher in trained group after training compare to before. However, there was no significant difference in respiratory exchange ratio and carbohydrate and fat oxidization. During exercise, oxygen uptake, carbon dioxide production, and respiratory exchange ratio in energy metabolism during exercise showed no significant difference. However, significant difference was exhibited in the amount of fat oxidized in both groups. Summing up those results, endurance exercise could be concluded to be effective in weight control. However, weight loss is thought to be resulted from increase in fat oxidization during exercise unlike the conclusion made from previous studies where weight loss is prominently influenced by energy metabolism during a resting period and increased fat oxidation during post-exercise recovery. All experimental procedures were carried out at the Animal Experiment Research Center of Konkuk University. This study was conducted in accordance with the ethical guidelines of the Konkuk University Institutional Animal Care and Use Committee.
Journal of the Korea Society of Computer and Information
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v.29
no.1
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pp.219-229
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2024
This study attempted to analyze the possibility of sports cooperatives for the disabled as a way to improve sports welfare and revitalize sports for the disabled. For this purpose, investigating the possibility as a review of the literature and a survey of 25 sports instructors for the disabled and 20 operators of cooperatives for the disabled, The results of analyzing the possibility with Excel and SPSS V26 programs were verified by the advisory committee to confirm the validity of the following conclusions. First, it found out the recognition, advantage, possibility of development about disabled sports cooperatives disabled sports, instructors' economic factors, social and environmental factors and institutional factors. Second, obvious planning, continuous business model, unity of members and professionalism of operators are important. If you know well about disabled, It will be possible to improve sports welfare and revitalize sports for the disabled through sports cooperatives for the disabled.
The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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v.37
no.2
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pp.14-26
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2024
Objectives : The purpose of this study is to assess the feasibility of conducting a study on traditional Korean medicine treatments for periodontal diseases, specifically gingivitis and mild periodontitis. Methods : This study will employ a randomized, controlled, parallel-group design. Subjects with gingivitis and mild periodontitis will be recruited in one university hospital. In total, 45 subjects will be randomized into three arms (Acupuncture therapy group, herbal mouthwash group and usual care group), and will be followed up for 4 weeks. We will assess clinical variables such as, pocket depth, bleeding on probing, gingival index, plaque index, visual analog scale, uroqol-5 dimensions-5 levels to analyze changes in microbial flora before and after the intervention. Results : The protocol for this study was approved by the Institutional Review Board (IRB) of Dongguk University Ilsan Oriental Medicine Hospital, and registered with the Korean Clinical Trial Registry on March 29, 2024. Conclusions : This study is the first clinical research on periodontal diseases conducted in a Korean traditional medicine institution. The research aims to broaden the scope of traditional Korean medicine and is expected to serve as crucial data for future large-scale studies.
This study aims to understand marine therapy through an overall review of the marine therapy industry and provide basic data for policy establishment on marine therapy based on this. Talasotherapy refers to the medical use of marine climate, seawater, marine mud, algae, sand and other marine extracts, which are beneficial components of the ocean for preventive and therapeutic purposes. Centers in Taean, Goseong, Uljin, and other marine healing pilot projects should be well combined with programs within rehabilitation clinics so that local tourism and marine healing programs can be combined, and how well the existing marine infrastructure is established is a very important factor. Establish legal and institutional foundations, inter-ministerial and central-local cooperative governance by reorganizing laws and regulations related to marine healing and establishing a cooperative system between ministries and regions. It is necessary to expand the function of the marine therapy R&D project to play a role as a marine therapy center for each coastal region.
Objectives : The author has studied the effects of behavior of preventive treatment on job satisfaction in dental hygienist. Methods : The hygienists who had worked from June 27th to August 1st in 2011 were explained about this research objectives and only the hygienists who agreed with this research participation were conducted a self-administered Questionnaire survey and the results were collected immediately. The collected questionnaire was 297, but the final 250 questionnaire were decided as a target except for the trustless ones. This analysis was extracted using SPSS(SPSS 12.0 for windows, SPSS Inc, Chicago, USA). Results : 1. Preventive treatment of dental hygienist was shown as this order - Educational needs 4.25, Importance 4.12, Usefulness 4.09, Perform 3.42. Job satisfaction was reached the moderate level. 2. Analysis of preventive treatment of hygienist was shown as this order - Basic brushing education 4.72 was ranked the highest, Taking patient history and Incremental dental health care 4.58 was held the second place. Dental caries activity tests 3.30 was shown the lowest figures. Response of preventive treatment conducting was like this order - Taking patient history 4.30, Dental prophylaxis 4.28, Basic brushing education 4.11, Incremental dental health care 4.04. Dental caries activity tests 2.05 was shown the lowest figures. 3. General characteristics in behavior of preventive treatment was resulted in this case that the respondents who have worked for less one year in current job than the ones who have worked for more than five years was shown such a low level, this was taken as a meaningful difference.(p=0.008) 4. It was shown that the higher fulfillment of preventive treatment(${\beta}$=0.340, p<0.001) and the greater earnings(${\beta}$=0.194, p=0.001) and usefulness of preventive treatment(${\beta}$=0.130, p=0.042), the higher job satisfaction. Conclusions : Considering these results, environment where the hygienists can concentrate on preventive treatment which is their proper job should be built up as soon as possible. And through this environment, the atmosphere where hygienists, as oral health professionals, can play a role to improve the oral health of the people by boosting job satisfaction should be created. Also It is thought that an institutional, actual improvement-changing the social awareness towards hygienists and dentists, the recognition of scope of the hygienists' work - should be established urgently.
This study aims to study the problems and solutions of institutional support for the elderly living alone, focusing on the General Support for Living Alone Elderly announced by the Ministry of Health and Welfare in 2018. Results, First, a customized support system for the elderly living alone should be introduced. In order to improve the life satisfaction of the elderly living alone, it is necessary to develop a program that meets the most basic daily life needs, and a specific plan and a support system to link services should be prepared. Second, it is necessary to increase social interest in the elderly living alone. Solving problems for the elderly living alone should be preceded by social interest in the elderly living alone. For this, it is necessary to strengthen the social network. Third, it proposes legislation and amendment for the elderly living alone. Some revisions of existing laws have limitations, and are resolved through individual laws, such as standards and definitions for various types of elderly jobs, reorganization of the delivery system including agencies dedicated to elderly jobs, workers-related regulations, and preferential purchase systems for senior products. It is desirable to do. In conclusion, welfare support for the elderly living alone should be comprehensive and comprehensive. For the welfare of the elderly living alone, personalized care services should be provided first, and social support for the elderly living alone should be promoted on the basis of increasing social interest, and laws and revisions must be actively and proactively made for the elderly living alone.
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