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Classification Modeling for Predicting Medical Subjects using Patients' Subjective Symptom Text (환자의 주관적 증상 텍스트에 대한 진료과목 분류 모델 구축)

  • Lee, Seohee;Kang, Juyoung
    • The Journal of Bigdata
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    • v.6 no.1
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    • pp.51-62
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    • 2021
  • In the field of medical artificial intelligence, there have been a lot of researches on disease prediction and classification algorithms that can help doctors judge, but relatively less interested in artificial intelligence that can help medical consumers acquire and judge information. The fact that more than 150,000 questions have been asked about which hospital to go over the past year in NAVER portal will be a testament to the need to provide medical information suitable for medical consumers. Therefore, in this study, we wanted to establish a classification model that classifies 8 medical subjects for symptom text directly described by patients which was collected from NAVER portal to help consumers choose appropriate medical subjects for their symptoms. In order to ensure the validity of the data involving patients' subject matter, we conducted similarity measurements between objective symptom text (typical symptoms by medical subjects organized by the Seoul Emergency Medical Information Center) and subjective symptoms (NAVER data). Similarity measurements demonstrated that if the two texts were symptoms of the same medical subject, they had relatively higher similarity than symptomatic texts from different medical subjects. Following the above procedure, the classification model was constructed using a ridge regression model for subjective symptom text that obtained validity, resulting in an accuracy of 0.73.

Functional Verification of Pin-puller-type Holding and Release Mechanism Based on Nylon Wire Cutting Release Method for CubeSat Applications (나일론선 절단 방식에 기반한 Pin-puller형 큐브위성용 태양전지판 구속분리장치의 기능검증)

  • Go, Ji-Seong;Son, Min-Young;Oh, Hyun-Ung
    • Journal of Aerospace System Engineering
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    • v.15 no.5
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    • pp.81-88
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    • 2021
  • In general, a non-explosive nylon wire cutting-based holding and release mechanism has been used to store and deploy deployable solar panels of CubeSat. However, with this method, accessing the solar panel's access port for charging the cube satellite's battery and electrical inspection and testing of the PCB and payloads while the solar panel is in storage is difficult. Additionally, the mechanism must have a reliable release function in an in-orbit environment, and reusability for stow and deploy of the solar panel, which is a hassle for the operator and difficult to maintain a consistent nylon wire fastening process. In this study, we proposed a pin-puller-based solar panel holding and release mechanism that can easily deploy a solar panel without cutting nylon wires by separating constraining pins. The proposed mechanism's release function and performance were verified through a solar panel deployment test and a maximum separation load measurement test. Through this, we also verified the design feasibility and effectiveness of the pin-puller-based separation device.

A Study to Recover Si from End-of-Life Solar Cells using Ultrasonic Cleaning Method (초음파 세척법을 이용한 사용 후 태양광 셀로부터 Si 회수 연구)

  • Lee, Dong-Hun;Go, Min-Seok;Wang, Jei-Pil
    • Resources Recycling
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    • v.30 no.5
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    • pp.38-48
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    • 2021
  • In this study, we determine the optimal process conditions for selectively recovering Si from a solar cell surface by removal of impurities (Al, Zn, Ag, etc.). To selectively recover Si from solar cells, leaching is performed using HCl solution and an ultrasonic cleaner. After leaching, the solar cells are washed using distilled water and dried in an oven. Decompression filtration is performed on the HCl solution, and ICP-OES (Inductively Coupled Plasma Optical Emission spectroscopy) full scan analysis is performed on the filtered solution. Furthermore, XRD (X-ray powder diffraction), XRF (X-ray fluorescence), and ICP-OES are performed on the dried solar cells after crushing, and the purity and recovery rate of Si are obtained. In this experiment, the concentration of acid solution, reaction temperature, reaction time, and ultrasonic intensity are considered as variables. The results show that the optimal process conditions for the selective recovery of Si from the solar cells are as follows: the concentration of acid solution = 3 M HCl, reaction temperature = 60℃, reaction time = 120 min, and ultrasonic intensity = 150 W. Further, the Si purity and recovery rate are 99.85 and 99.24%, respectively.

Anthracite Oxygen Combustion Simulation in 0.1MWth Circulating Fluidized Bed (0.1 MWth 급 순환유동층에서의 무연탄 연소 전산유체역학 모사)

  • Go, Eun Sol;Kook, Jin Woo;Seo, Kwang Won;Seo, Su Been;Kim, Hyung Woo;Kang, Seo Yeong;Lee, See Hoon
    • Korean Chemical Engineering Research
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    • v.59 no.3
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    • pp.417-428
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    • 2021
  • The combustion characteristics of anthracite, which follow a complex process with low reactivity, must be considered through the dynamic behavior of circulating fluidized bed (CFB) boilers. In this study, computational fluid dynamics (CFD) simulation was performed to analyze the combustion characteristics of anthracite in a pilot scale 0.1 MWth Oxy-fuel circulating fluidized bed (Oxy-CFB) boiler. The 0.1MWth Oxy-CFB boiler is composed of combustor (0.15 m l.D., 10 m High), cyclone, return leg, and so on. To perform CFD analysis, a 3D simulation model reactor was designed and used. The anthracite used in the experiment has an average particle size of 1,070 ㎛ and a density of 2,326 kg/m3. The flow pattern of gas-solids inside the reactor according to the change of combustion environment from air combustion to oxygen combustion was investigated. At this time, it was found that the temperature distribution in air combustion and oxygen combustion showed a similar pattern, but the pressure distribution was lower in oxygen combustion. addition, since it has a higher CO2 concentration in oxygen combustion than in air combustion, it can be expected that carbon dioxide capture will take place actively. As a result, it was confirmed that this study can contribute to the optimized design and operation of a circulating fluidized bed reactor using anthracite.

A Literature Review of Traditional Fishing Instrument with Bamboo Weir in the Southern Coast of Korea Peninsula (남해안의 전통적인 수산 어로방식인 죽방렴의 문헌적 고찰)

  • Lee, Kyung-Joo;Kwon, Hojong;Jeong, Dae-Yul
    • Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology
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    • v.9 no.2
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    • pp.469-480
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    • 2019
  • The purpose of this study is to enhance the cultural heritage value of the Juk-Bang-Ryeum (Bamboo Weir) and prove the originality through the review of historical literature. The main industry of Korean was agriculture and fishery from ancient. In the ancient, fishery instruments are not enough due to the lack of fishing technology. The Juk-Bang-Ryeum was considered as important national resources and asset. It give us many implications about the wisdom of our ancestors because of it's scientific principle of the structure. It is surely a cultural heritage to preserve in the future because it is considered as important community asset as well as more natural and environment oriented fishing method. In the literature, the origin of 'Juk-Bang-Ryeum' can be found as 'Eo-Ryang' or 'Bang-Ryeum'. The records on this terminology go back to the Corea Dynasty, but their documentary records are rare, and most of them are records of the Chosun Dynasty. In this study, we surveyed mainly the literature records about the southern coast region in the period of Chosun Dynasty. This study contributes for preserving the cultural assets of our ancestors who pursued eco-friendly fishery method, and it is also of great significance to produce objective data based on records for the registration of the World Record Heritage.

A Study on 'the Ecological Archive' in the Anthropocene (인류세 시대 '생태 아카이브' 구축에 관한 연구)

  • Lee, Kyong Rae
    • The Korean Journal of Archival Studies
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    • no.68
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    • pp.205-241
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    • 2021
  • This article explores how to incorporate the topic of the global environmental crisis called the "anthropocene" into archives studies and connect it to ecological practical reasons. In order to encourage discussion of archival studies, which puts the environmental crisis at a kind of archive constant value, this study seeks to examine the possibility of a quality shift in archival studies based on ecology. This article aims to go beyond the pragmatism of preparing improvements to eco-friendly record management, which is recently claimed by the "Green Archive" in Western archival studies. It calls for a new concept called 'ecological archive', which theoretically combines a more archives-based and ecological paradigm, and its epistemological transformation. Specifically, the ecological approach of archives is first discovered in the discussion of archival studies and at the same time, through the "ecological turn" of archives emphasized by recent anthropocene discourses, the concept of "ecological archive" emphasized by this article is embodied. This study uses 'ecological archive' as a universal and theoretical framework for archives as a basic concept for building ecological 'living' archives. In other words, for the construction of ecological archives, we reinterpret and extend so-called democratic values for archives, i.e., post-custodianship, community archives, and archives of emotions. Finally, the records of foot-and-mouth disease killing burial sites, an important site and example of the anthropocene tragedy, exemplifies the methodology of the actual application of ecological living archives. The case analysis aims to seek a new qualitative shift in record management that adapts to global ecological transformation, while also emphasizing the documentation by archival activism in ecological field practices jointly organized by archivists and citizens.

Phylogenetic classification and pathogenicity analysis of IHNV isolated from salmonids in Gangwon-do (강원도의 연어과 어류에서 분리된 IHNV 분리주의 계통분류 및 병원성 분석)

  • Lim, Jongwon;Go, Eunho;Hong, Suhee
    • Journal of fish pathology
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    • v.34 no.2
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    • pp.123-131
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    • 2021
  • This study investigated the phylogenetic classification and pathogenicity of 6 infectious hematopoietic necrosis virus (IHNV) strains isolated from salmonid fish in Gangwon-do, Korea. Based on the nucleotide sequence of mid-G region, all six strains belong to J genotype, of which 5 are J-Nagano type and 1 J-Shizuoka type. In a challenge test, 5 isolates of J-Nagano type IHNV showed a various mortalities as 2 isolates induced a high mortality of 100% and the other 3 isolates induced mortalities of 50, 30, and 20% after intraperitoneal injection in rainbow trout (Oncorhynchus mykiss). Meanwhile no mortality was occurred by 1 isolate of J-Shizuoka type virus. Thus, it seems that there might be no relation between genotype and pathogenicity within IHNV J genotypes. This is contrary to previous studies where reported a higher pathogenicity of J-Shizuoka type virus than J-Nagano type virus in rainbow trout. Further examination will be required to clarify this since only one J-Shizuoka type virus was analyzed in this study.

Overview of Legal Measures for Managing Workplace COVID-19 Infection Risk in Several Asia-Pacific Countries

  • Derek, Miller;Tsai, Feng-Jen;Kim, Jiwon;Tejamaya, Mila;Putri, Vilandi;Muto, Go;Reginald, Alex;Phanprasit, Wantanee;Granadillos, Nelia;Farid, Marina Bt Zainal;Capule, Carmela Q.;Lin, Yu-Wen;Park, Jihoon;Chen, Ruey-Yu;Lee, Kyong Hui;Park, Jeongim;Hashimoto, Haruo;Yoon, Chungsik;Padungtod, Chantana;Park, Dong-Uk
    • Safety and Health at Work
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    • v.12 no.4
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    • pp.530-535
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    • 2021
  • Background: Despite the lack of official COVID-19 statistics, various workplaces and occupations have been at the center of COVID-19 outbreaks. We aimed to compare legal measures and governance established for managing COVID-19 infection risks at workplaces in nine Asia and Pacific countries and to recommend key administrative measures. Methods: We collected information on legal measures and governance from both general citizens and workers regarding infection risks such as COVID-19 from industrial hygiene professionals in nine countries (Indonesia, India, Japan, Malaysia, New Zealand, Republic of the Philippines, Republic of Korea, Taiwan, and Thailand) using a structured questionnaire. Results: A governmental body overseeing public health and welfare was in charge of containing the spread and occurrence of infectious diseases under an infectious disease control and prevention act or another special act, although the name of the pertinent organizations and legislation vary among countries. Unlike in the case of other traditional hazards, there have been no specific articles or clauses describing the means of mitigating virus risk in the workplace that are legally required of employers, making it difficult to define the responsibilities of the employer. Each country maintains own legal systems regarding access to the duration, administration, and financing of paid sick leave. Many workers may not have access to paid sick leave even if it is legally guaranteed.

Trends in Qualitative Research and Future Tasks of Non-Disabled Brothers with Disabilities (장애형제를 둔 비장애형제의 질적 연구 동향 및 향후 과제)

  • Lim, Hyo-jong;Kim, Min-Ji
    • Journal of the Korea Convergence Society
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    • v.12 no.7
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    • pp.243-252
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    • 2021
  • This study examined the current trend of the qualitative researches on the experiences of individuals who have siblings with disabilities. This study analyzed 17 research articles that either have been published in journals or nominated during the recent ten years, attempting to suggest future directions of the research on siblings who have siblings with disabilities. This study analyzed 17 research papers examining their participants, research methods, and research topics. The results of the previous literature analysis are the followings. Phenomenological approach is the most frequently used research method and normally developing siblings who were in their 20s participated in the researches most. As most research papers did not consider the normally developing siblings birth order, sex, and types of disabilities, future researches will need to specify these variables. The results of this study suggest the followings. Researchers have tried to investigate and understand the experience of the individuals who have siblings with disabilities, using phenomenological research method. Future research should go beyond the phenomenological research to developed theories that can affect the government policies, employing various research methods with specified participants. Further, this study has also identified that the individuals who have siblings with disabilities wanted to be identified as a separate cohort that needs to be researched and receive support.

Quality Characteristics of Tteokbokki Tteok after Ethanol and Heat Moisture Treatments During the Storage Periods (주정처리와 수분-열처리 떡볶이 떡의 저장기간에 따른 품질 특성)

  • Choi, Hae-Yeon;Kim, Jin-Seong;Go, Eun-Seong;Woo, Hye-Eun;Park, Jong-Dae;Sung, Jung-Min
    • Journal of the Korean Society of Food Culture
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    • v.36 no.3
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    • pp.325-332
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    • 2021
  • This study sought to investigate the effects of heat-moisture treatment (HMT) and ethanol treatment (EOH) for improving the quality and storage stability of Tteokbokki Tteok. The quality characteristics were evaluated by moisture, pH, color, texture profile analysis, and observing the microbial properties after the heat-moisture treatment or ethanol treatment. As the storage period increased, the moisture content of Tteokbokki Tteok tended to decrease except for the HMT group (p<0.05) while the pH did not show significant variation except for the EOH group (p<0.05). While measuring the color, the L-value tended to increase in all groups during the storage period. The a-value and the b-value showed the highest values in the HMT group and the control (CON) group, respectively. In the texture profile analysis, all groups showed a significant tendency to increase levels of hardness and chewiness as the storage period increased (p<0.05). The HMT group showed an increase in hardness and adhesiveness, which are characteristics of the HMT treatment. The results of examining the microbial properties of Tteokbokki Tteok showed that the total microbial count in the HMT group was 4.52 on the 8th day of storage, which was lower than the level in the CON group and the EOH group on the 4th day of storage. Yeast and mold were not measured during the storage period. Thus the results of this study showed that when manufacturing Tteokbokki Tteok, the heat-moisture treatment of rice powder increased the storage stability by delaying microbial growth and also had positive effects on quality.