• KIPS Transactions on Software and Data Engineering
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• v.12 no.2
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• pp.59-76
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• 2023

Since the COVID-19 era, the rise in apartment prices has been unconventional. In this uncertain real estate market, price prediction research is very important. In this paper, a model is created to predict the actual transaction price of future apartments after building a vast data set of 870,000 from 2015 to 2020 through data collection and crawling on various real estate sites and collecting as many variables as possible. This study first solved the multicollinearity problem by removing and combining variables. After that, a total of five variable selection algorithms were used to extract meaningful independent variables, such as Forward Selection, Backward Elimination, Stepwise Selection, L1 Regulation, and Principal Component Analysis(PCA). In addition, a total of four machine learning and deep learning algorithms were used for deep neural network(DNN), XGBoost, CatBoost, and Linear Regression to learn the model after hyperparameter optimization and compare predictive power between models. In the additional experiment, the experiment was conducted while changing the number of nodes and layers of the DNN to find the most appropriate number of nodes and layers. In conclusion, as a model with the best performance, the actual transaction price of apartments in 2021 was predicted and compared with the actual data in 2021. Through this, I am confident that machine learning and deep learning will help investors make the right decisions when purchasing homes in various economic situations.

• The Journal of Internal Korean Medicine
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• v.43 no.6
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• pp.1186-1197
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• 2022

Objectives: A case study about the effectiveness of integrative Korean medicine treatment in a psychogenic tremor patient. Case presentation: A 36-year-old male diagnosed with psychogenic tremor with low back pain underwent 29 days of inpatient treatment and 4 weeks of outpatient treatment. His pattern identification was a psychogenic tremor of the weakness of the heart and gall bladder (SimDamHeoGup) type. The treatments were herbal medicine and acupuncture. He took Cheongshimondam-tang for 29 days and Chunwangbosim-dan for 6 weeks when he had symptoms. He also received acupuncture for 20 minutes twice a day at GB20 (Pungji), L14 (Hapgok), HT4 (Yeongdo), PC6 (Naegwan), HT7 (Sinmun), GB34 (Yangleungcheon), ST36 (Joksamni), SP6 (Sameumgyo), and LR3 (Taechung). After 8 weeks of treatment, the Fahn Tolosa Marin rating (FTM) scale of his tremor, at rest, dropped from Grade 4 on both upper extremities, trunk, and both lower extremities at the time of admission to Grade 2 in both upper extremities and trunk, and Grade 0 in both lower extremities at the time of discharge. His Beck Anxiety Inventory (BAI) score decreased from 38 to 7, and his numerical rating scale (NRS) decreased from 8 to 1 for low back pain and from 9 to 2 for tremor. A follow-up visit to the hospital 2 months after the end of treatment confirmed continued symptom improvements and no significant side effects. Conclusions: This study suggests the possibility of treating psychogenic tremor using only Korean medicine treatments. Further studies with control groups and long-term follow-up are needed.

• Korean Journal of Clinical Laboratory Science
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• v.54 no.4
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• pp.285-292
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• 2022

The education and training system, the ISCO (International Standard Classification of Occupations), and the legal systems of Japan and the United States consider all ophthalmic optometry laboratory personnel as ophthalmologists. They encompass optometrists, orthoptists, optometric technicians, and ophthalmic medical technicians. Data retrieved from the KOSIS (Korean Statistical Information Service) revealed that the number of opticians associated with the department of ophthalmology in 2022 could be appraised by classifying their medical institutions; contrarily, the number of clinical laboratory technologists could not be assessed. However, the current research investigated a general tertiary hospital and determined that clinical laboratory technologists outnumber opticians. Classification in Korea is based on ophthalmic optometry laboratory personnel, ISCO, ISCED (International Standard Classification of Education), the medical service act, the act on medical service technologists, and the higher education act. These results cannot be compared to the optometrists evaluated in the United States. Ophthalmology is a suitable profession for optometric technologists and technicians who perform under the instructions of ophthalmologists and optometrists. The field of eye healthcare would be benefitted by assigning the management based on their qualification according to the requirement of the job title, such as 'Clinical Optometry Technologist' to be given to clinical laboratory technologists and opticians who work in the ophthalmic optometry laboratories after obtaining a private qualification endowed by the Korean Ophthalmological Society and the Korean Optometry Society.

• Journal of the Korea Society for Simulation
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• v.32 no.3
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• pp.93-108
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• 2023

In manufacturing productivity analysis, understanding the intricate interplay among factors like facility performance, layout design, and workforce allocation within the production line is imperative. This paper introduces a simulation-based methodology tailored to food manufacturing, progressively expanding scenarios to analyze production enhancement. The target system is a food processing plant, encompassing production processes, including warehousing, processing, subdivision, packaging, inspection, loading, and storage. First, we analyze the target system and design a simulation model according to the actual layout arrangement of equipment and workers. Then, we validate the developed model reflecting the real data obtained from the target system, such as the workers' working time and the equipment's processing time. The proposed model aims to identify optimal factor values for productivity gains through incremental scenario comparisons. To this end, three stages of simulation experiments were conducted by extending the equipment and worker models of the subdivision and packaging processes. The simulation experiments have shown that productivity depends on the placement of skilled workers and the performance of the packaging machine. The proposed method in this study will offer combinations of factors for the specific production requirements and support optimal decision-making in the real-world field.

• Journal of the Korea Society for Simulation
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• v.32 no.3
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• pp.75-91
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• 2023

As the business-to-customer (B2C) online market expands after the COVID-19 pandemic, the logistics industry has been constructing automated warehouses to handle multi-product, low-volume logistics. When constructing a logistics automation warehouse, it is crucial to validate that the facility's performance and operational logic are designed to meet the required throughput of the automated warehouse from the system design phase. This study proposes simulation-based validation and optimal alternatives for an H logistics automation warehouse in Iksan, Jeollabuk-do. Firstly, we focused on the box supply and packing processes, which are related to the release process, among the entire logistic processes. Then, we analyzed the potential bottlenecks in the target process and designed and implemented a discrete-event simulation model based on the analysis results. The simulation experiments showed that the facility parameters and operational logic identified in the system design phase did not satisfy the performance requirements of the entire automated warehouse. Additional experiments were conducted to suggest alternatives to meet the system performance requirements by changing the facility parameters and operational logic. We expect that the proposed study will be utilized in the future, not only in the system design phase but also in the system construction phase, for verification purposes to ensure that the construction proceeds according to the design.

• The Korean Society of Law and Medicine
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• v.24 no.2
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• pp.79-117
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• 2023

Among the healthcare-related judgments handed down in 2002, there was a significant ruling on the timing of the duty of explanation, stating that, in order to ensure the exercise of the patient's right to self-determination, the patient must be given time to consider and decide on the risks and side effects of a medical procedure in specific circumstances. In addition, in a case where an insurance company claimed unjust enrichment against a medical institution on behalf of its insureds, the court provided a clear standard by distinguishing between active and passive requirements regarding the need to preserve the right of subrogation of creditors. In the area of medical administration, there was a ruling that clarified that a medical institution's business suspension under the National Health Insurance Act is directed against the medical institution, a ruling that broadly recognized causation in a case of compensation for side effects of corona vaccination, and a ruling on the scope of a medical practitioner's license, such as the use of ultrasound devices by an oriental medicine practitioner. In a case involving a patient's claim for eviction from a medical institution, the court reviewed a ruling on just cause for termination of a hospitalization contract in relation to Article 15(1) of the Medical law.

• Journal of Powder Materials
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• v.30 no.4
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• pp.324-331
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• 2023

Lithium (Li) is a key resource driving the rapid growth of the electric vehicle industry globally, with demand and prices continually on the rise. To address the limited reserves of major lithium sources such as rock and brine, research is underway on seawater Li extraction using electrodialysis and Li-ion selective membranes. Lithium lanthanum titanate (LLTO), an oxide solid electrolyte for all-solid-state batteries, is a promising Li-ion selective membrane. An important factor in enhancing its performance is employing the powder synthesis process. In this study, the LLTO powder is prepared using two synthesis methods: sol-gel reaction (SGR) and solid-state reaction (SSR). Additionally, the powder size and uniformity are compared, which are indices related to membrane performance. X-ray diffraction and scanning electron microscopy are employed for determining characterization, with crystallite size analysis through the full width at half maximum parameter for the powders prepared using the two synthetic methods. The findings reveal that the powder SGR-synthesized powder exhibits smaller and more uniform characteristics (0.68 times smaller crystal size) than its SSR counterpart. This discovery lays the groundwork for optimizing the powder manufacturing process of LLTO membranes, making them more suitable for various applications, including manufacturing high-performance membranes or mass production of membranes.

• Journal of the Korean Society of Radiology
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• v.17 no.4
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• pp.557-564
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• 2023

In this study, 3D printing technology was used to compensate for the shortcomings of the use of lead, which has proven to have excellent shielding performance, and to control unnecessary human exposure. 3D printers can implement three-dimensional shapes and can immediately apply individual ideas, which has great advantages in maintaining technology supplementation while reducing the cost and duration of prototyping. Among the various special 3D printers, the FDM method was adopted, and the filament used for output was manufactured using a research extruder by mixing two materials, PLA (Poly-Lactic-Acid) and tungsten. The purpose was to verify the validity through dose evaluation and to provide basic information on the production of chapezones of various materials. The mixed filament was implemented as a morphological shield. Filaments made of a research extruder by mixing PLA and tungsten were divided into 10 %, 20 %, 30 %, 40 %, and 50 % according to the tungsten content ratio. Through the process of 3D Modeling, STL File storage, G-code generation, and output, 10 cm × 10 cm × 0.5 cm was manufactured, respectively, and dose and shielding ability were evaluated under the conditions of tube voltages of 60 kVp, 80 kVp, 100 kVp, 120 kVp, and tube currents of 20 mAs and 40 mAs.

• The Journal of Korean Philosophical History
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• no.27
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• pp.255-292
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• 2009

This thesis is to study on the prospect of contemporary and theory of contemporary Chinese Neo-liberalism philosopher in the 1990s. The previous Chinese liberalists focused only on political and cultural liberalism, neglecting economic liberalism. As a result, liberalism has not taken root in China. Therefore, the social problems of contemporary China are caused by immature and unregulated market economy controlled by the government, not by the market economy. On the other hand, the social relationship in China is not capitalistic yet. The Chinese need to take the gradual developing step to modernize China. China needs to begin an effort to reform China by the way and speed of the refolution, which lies between reform and revolution; not by making new value system, but by keeping daily ethics and rediscovering the Chinese value system, which is the same as universal ethnics. Moreover, it can solve the mental, cultural problems of modern society. Modernization will be achieved not by ruining the Chinese traditions, but by adjusting the traditions, keeping, and strengthening. Consequently, China will be able to move from agricultural absolutism to modern democracy. The democracy can exist only based on the market economy. Therefore, the goal will be accomplished by democracy based on the market economy starting from Confucian tradition.

• Journal of the Daesoon Academy of Sciences
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• v.33
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• pp.147-177
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• 2019

This article attempts to examine the fundamental perceptions and attitudes of human beings towards others utilizing the concept of 'precariat,' a new word recently created to designate people affected by the inequality and instability brought about by neoliberal globalization. Especially, the precariats within South Korean society noted in this article will be North Korean migrants. When leaving North Korea, they have entered into South Korean society with hurting bodies and minds as they made their way through China or third party countries. After arriving in South Korea, they face difficulties such as inadequate jobs and low-level welfare benefits. Also, considering the social discrimination, exclusion, and indifference towards North Korean migrants which are commonplace, they come to live their lives as precariats. Given their situation, I would like to seek wisdom for North Korean migrants to apply as they escape from insecure lives, and perhaps Sangsaeng (mutual beneficence) would allow them to do that within South Korean society. In this light, I think that the concept of hospitality and Haewon Sangsaeng (the resolution of grievances for mutual beneficence), a code of practical ethics within the Daesoon Thought, as a basis for discussion with other philosophies that are practical in enabling North Korean migrants and South Korean citizens to coexist within modern day South Korean society. This can be achieved because 'Haewon (grievance-resolution)' lowers the boundary between self and others through sharing, and consequently, daily mutual interactions can unfold as 'Sangsaeng', which stands as a new ethical and practical system of values available to all modern individuals. In fact, contrary to the religious implications of Daesoon Thought, the philosophical and existential significance of Daesoon Thought has not received much attention. However, if we pay attention to the question of why human subjects should be hospitable to others, we can grasp how Daesoon Thought presents values that are existential in nature and also consider the specific context that accompanies the religious aspects of this system of thought.