• 한국농공학회논문집
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• 제64권1호
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• pp.51-63
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• 2022

Up-to-date statistics of crop cultivation status is essential for farm land management planning and the advancement in remote sensing technology allows for rapid update of farming information. The objective of this study was to develop a classification model of rice paddy or winter crop fields based on NDWI, NDVI, and HSV indices using Sentinel-2 satellite images. The 18 locations in central Korea were selected as target areas and photographed once for each during summer and winter with a eBee drone to identify ground truth crop cultivation. The NDWI was used to classify summer paddy fields, while the NDVI and HSV were used and compared in identification of winter crop cultivation areas. The summer paddy field classification with the criteria of -0.195

• International Journal of Computer Science & Network Security
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• 제22권2호
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• pp.63-74
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• 2022

Repressive measures in the Crimea against the Ukrainian media and the ban on the entry of international and Ukrainian monitoring missions created the conditions for the function of providing information to be performed by representatives of civil society. Such a phenomenon was called Crimean citizen journalism and became a post-occupation phenomenon characteristic of the Crimean information sphere. The journalists' activities are aimed at reporting on human rights violations and repression against Ukrainian citizens who find themselves in conditions of information bans and restrictions. Crimean citizen journalism, which connects the peninsula with the mainland of Ukraine, is monothematic in nature, and its emergence has become a form of nonviolent resistance to the occupation of Crimea. The purpose of the study is to cover the characteristic features, the development of common Crimean citizen journalistic movement features as a social phenomenon, a phenomenon that arose after the occupation through the identification of a modern journalist portrait. The study uses the general scientific method of empirical research as the main one, the sociological method of a questionnaire survey, as well as the methods of classification, generalisation, observation, statistical calculation. An analysis of a survey of Crimean citizen journalists demonstrates the existence of an active, mobile community in Crimea that seeks to provide information and human rights nonviolent resistance to the occupation.

• Smart Structures and Systems
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• 제29권1호
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• pp.93-103
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• 2022

With the wider availability of sensor technology through easily affordable sensor devices, several Structural Health Monitoring (SHM) systems are deployed to monitor vital civil infrastructure. The continuous monitoring provides valuable information about the health of the structure that can help provide a decision support system for retrofits and other structural modifications. However, when the sensors are exposed to harsh environmental conditions, the data measured by the SHM systems tend to be affected by multiple anomalies caused by faulty or broken sensors. Given a deluge of high-dimensional data collected continuously over time, research into using machine learning methods to detect anomalies are a topic of great interest to the SHM community. This paper contributes to this effort by proposing a relatively new time series representation named "Shapelet Transform" in combination with a Random Forest classifier to autonomously identify anomalies in SHM data. The shapelet transform is a unique time series representation based solely on the shape of the time series data. Considering the individual characteristics unique to every anomaly, the application of this transform yields a new shape-based feature representation that can be combined with any standard machine learning algorithm to detect anomalous data with no manual intervention. For the present study, the anomaly detection framework consists of three steps: identifying unique shapes from anomalous data, using these shapes to transform the SHM data into a local-shape space and training machine learning algorithms on this transformed data to identify anomalies. The efficacy of this method is demonstrated by the identification of anomalies in acceleration data from an SHM system installed on a long-span bridge in China. The results show that multiple data anomalies in SHM data can be automatically detected with high accuracy using the proposed method.

• 대한한의학회지
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• 제44권1호
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• pp.38-55
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• 2023

Objectives: The purpose of this study was to provide direction for future research in the field of Korean medicine by analyzing microbiome based technologies emerging as a new diagnostic and treatment paradigm. Methods: To achieve the purpose of the study intellectual property data was used. After establishing citation network from registered microbiome-related US patents, citation network was analyzed by knowledge persistence-based main path approach to understanding technological trajectories. Furthermore, community detection algorithms were used to quantitatively identifying specific technological domain in a particular time period. Results: Results shows that early technologies in livestock industry contribute most to the recent patents. Knowledge in the patents flow through the path of food and beverage technological domain, and finally are inherited to the recent development of diagnosis, treatment and prevention technic. Conclusions: This study indicate that developing diagnostic tools which can link the composition of microbiome to specific diseases should be given high priority. Researches should lead to novel therapeutic strategies. Specifically, improving reliability of pattern identification and finding effective therapeutic compositions based on principles of Korean medicine is necessary.

• 한국전문물리치료학회지
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• 제30권2호
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• pp.136-143
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• 2023

Background: The International Classification of Functioning, Disability and Health (ICF) model, created by the World Health Organization, provides a theoretical framework that can be applied in the diagnosis and treatment of various disorders. Objects: Our research purposed to ascertain the relationship between structure/function, activity, and participation domain variables of the ICF and pain, pain-associated disability, activities of daily living (ADL), and quality of life in patients with chronic low back pain (LBP). Methods: Two-hundred patients with chronic LBP (mean age: 35.5 ± 8.8 years, females, n = 40) were recruited from hospital and community settings. We evaluated the body structure/function domain variable using the Numeric Pain Rating Scale (NPRS) and Roland-Morris disability (RMD) questionnaire. To evaluate the activity domain variable, we used the Oswestry Disability Index (ODI) and Quebec Back Pain Disability Scale (QBDS). For clinical outcome measures, we used Short-form 12 (SF-12). Pearson's correlation coefficient was used to ascertain the relationships among the variables (p < 0.05). All the participants with LBP received 30 minutes of conventional physical therapy 3 days/week for 4 weeks. Results: There were significant correlations between the body structure/function domain (NPRS and RMD questionnaire), activity domain (ODI and QBDS), and participation domain variables (SF-12), rending from pre-intervention (r = -0.723 to 0.783) and postintervention (r = -0.742 to 0.757, p < 0.05). Conclusion: The identification of a significant difference between these domain variables point to important relationships between pain, disability, performance of ADL, and quality in participants with LBP.

• Nutrition Research and Practice
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• 제17권5호
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• pp.945-958
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• 2023

BACKGROUND/OBJECTIVES: Food literacy (FL) is a crucial skill for selecting sustainable and healthy food options, necessitating the identification of vulnerable groups in the community using valid measurement tools. Identifying weak domains in FL is essential for enhancing the overall FL. This study examined the FL levels of Seoul citizens based on their sociodemographic characteristics and assessed the relationship between FL, food intake, and weight status. SUBJECTS/METHODS: This study utilized the data from the Seoul Food Survey, a cross-sectional study employing representative samples of Seoul citizens. Data collection occurred from September to October 2021, with 4,039 citizens aged 18 yrs and above participating in face-to-face surveys. Thirty-three FL items were assessed, comprising 14 items in the nutrition and safety (NS) domain, eight items in the cultural and relational (CR) domain, and 11 items in the socio-ecological (SE) domain. In addition, data on food intake sufficiency and obesity status were collected. The descriptive statistics, t-tests, analysis of variance, and logistic regression analysis were used for analysis. RESULTS: Men, students, young adults, older citizens, and people experiencing food insecurity had the lowest scores for all the FL domains. The highest quartile group of NS scores had a higher probability of consuming adequate servings of vegetables and fruits, with significant linear trends observed (P for trend < 0.05). In all three FL domains, the odds ratio for obesity was significantly lower in the groups with high FL scores (P < 0.05). CONCLUSIONS: A close relationship was observed between low FL, obesity, and food intake, even after controlling for other covariates. Vulnerable groups with low FL were also identified. Therefore, it is essential to develop programs to improve FL and the health and well-being of these groups.

• Hip & pelvis
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• 제35권2호
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• pp.73-87
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• 2023

The aim of this review is to conduct an analysis of existing literature on outcomes of application of various methods of joint decompression in management of septic arthritis of the hip in children. A search of literature in PubMed, Embase, and Google Scholar was conducted for identification of studies reporting on the outcomes of intervention for septic arthritis of the hip in children. Of the 17 articles selected, four were comparative studies; two of these were randomized controlled trials while the rest were single arm studies. Statistical difference was observed between the proportion of excellent clinical and radiological outcomes in arthrotomy (90%, 95% confidence interval [CI] 81-98%; 89%, 95% CI 80-98%), arthroscopy (95%, 95% CI 91-100%; 95%, 95% CI 90-99%), and arthrocentesis (98%, 95% CI 97-100%; 99%, 95% CI 97-100%), respectively. The highest overall rate of additional unplanned procedures was observed in the arthrocentesis group (24/207, 11.6%). Patients who underwent arthrocentesis had a statistically greater chance of excellent clinical and radiological outcomes, although the highest level of need for additional unplanned surgical intervention was observed in the arthrocentesis group, followed by the arthroscopy group and the arthrotomy group. Future conduct of a prospective multi-centric study focusing on the developed and developing world, along with acquisition of data. such as delay of treatment and severity of disease will enable assessment of the efficacy of one technique over the other by surgeons worldwide.

• 스마트미디어저널
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• 제13권7호
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• pp.36-44
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• 2024

Identifying plant species and diseases is crucial for maintaining biodiversity and achieving optimal crop yields, making it a topic of significant practical importance. Recent studies have extended plant disease recognition from traditional closed-set scenarios to open-set environments, where the goal is to reject samples that do not belong to known categories. However, in open-world tasks, it is essential not only to define unknown samples as "unknown" but also to classify them further. This task assumes that images and labels of known categories are available and that samples of unknown categories can be accessed. The model classifies unknown samples by learning the prior knowledge of known categories. To the best of our knowledge, there is no existing research on this topic in plant-related recognition tasks. To address this gap, this paper utilizes knowledge distillation to model the category space relationships between known and unknown categories. Specifically, we identify similarities between different species or diseases. By leveraging a fine-tuned model on known categories, we generate pseudo-labels for unknown categories. Additionally, we enhance the baseline method's performance by using a larger pre-trained model, dino-v2. We evaluate the effectiveness of our method on the large plant specimen dataset Herbarium 19 and the disease dataset Plant Village. Notably, our method outperforms the baseline by 1% to 20% in terms of accuracy for novel category classification. We believe this study will contribute to the community.

• 농촌의학ㆍ지역보건
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• 제13권1호
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• pp.41-59
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• 1988

우리나라에서 문제가 되고 있는 몇몇 기생충질환을 대상으로 각종의 혈청학적 진단법을 적용시켜 진단적 가치 및 의의에 대하여 검토하였다. 연구대상 기생충은 간흡충, 낭미충, Capillaria hepatica이었으며, 주로 간접 형광항체반응, ELISA, western blot등의 기법을 적용시켜 보았다. 결과를 요약하면 다음과 같다. 1) 간흡충증에 있어서 ELISA는 83.3%의 민감도를 나타낸 반면 폐흡층 및 조충과의 교차반응이 인정되었다. ELISA는 간접혈구응집반응, 간접형광항체 반응에 비해 우수한 성적을 보이고 있었다. 앞서 기술한 교차반응을 구별하고 항원-항체반응의 특이항원대를 알아보기 위해 실시한 western blot의 결과 59Kd band와 21K의 band는 간흡충감염자 혈청이외에는 반응하지 않아 종특이성이 있는 것으로 판단되었다. Praziquantel로 치료한 다음 18개월 후에 혈청 및 뇨를 이용하여 ELISA로 검사한 결과 OD치는 치료전의 약 1/2수준으로 감소하였고, 음전률은 60%에 이르렀다. 간접혈구응집반응을 이용할 경우 치료 18개월 후 80%가 음전되었다. 2) 낭미충증 진단에 있어서 간접형광항체반응은 95.8%(23/24) 민감도를 나타내었으며 내막에서 가장 강한 반응을 나타내었다. ELISA 역시 90.0%(36/40)의 높은 민감도를 나타내었으나 두 방법 모두에서 다른 기생충감염자 혈청과의 교차반응이 인정되었다. Western blot 에서 볼때 91, 63, 21Kd의 band가 종특이한 것으로 나타났으며, 이중 63Kd의 항원대가 일관성 있게 낭미충 감염 혈청과 반응하였다. 3) Capillaria hepatica 충란을 이용한 난주위침강반응 및 간접형광항체법에서 85.0%의 민감도를 나타내었으며, 초록색의 특이한 형광이 점막전주위 및 충란절단면의 내막에서 관찰되었다. 수용성충란항원을 이용한 ELISA에 있어서도 85.0%의 민감도를 나타내었다. 항체가 감염후 3~5주부터 급격히 상승하기 시작하여 9주부터 점차 감소되어 감염후 13주에는 음성으로 전환되었다.

• Tuberculosis and Respiratory Diseases
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• 제55권1호
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• pp.59-68
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• 2003

연구배경 : 기관 삽관을 한 환자에서 정확한 폐렴의 진단과 원인균을 파악하는 것이 쉽지 않다. 경기관 흡인물(endotracheal aspirate) 배양검사는 간편하지만, 객담채취시 오염의 기회가 많고, 부적절한 객담채취의 기회가 높아서 그 원인균을 알아내는데는 어려움이 많다. 따라서 본 연구에서는 폐렴 진단 방법의 일환으로 좀 더 간편하고 비침습적인 방법인 blind PSB를 시행하여 진단의 유용성과 치료 및 예후에 미치는 영향을 알아보고자 하였다. 방 법 : 기관 삽관을 한 환자중에서 감염성 폐령이 의심되었던 51명의 환자를 대상으로 blind PSB(protected specimen brushing)를 시행하였고, 경기관 흡인물(endotracheal aspirate) 배양 및 혈액 배양검사를 통한 진단 결과와 비교하였다. 대상환자에서 기관 삽관 튜브를 통하여 폐렴이 생긴 폐구역에 해당되는 기관지에 접근하여 PSB 카테터로 기관지내의 화농성 분비물을 채취하여 15분 이내에 정량적 배양검사를 의뢰하여 $10^3/ml$ 이상의 colony forming units를 보일 때 양성으로 판정하였다. 결 과 : 51명의 환자 중 병원내 감염 폐렴은 27명(52.9%)이었고, 이 중에서 VAP가 19명(37.3%)이었고, 지역사회 감염 폐렴은 15명(29.4%)이었다. 비 폐렴성 폐 침윤으로 확인된 9명(17.6%)의 환자 중 울혈성 심부전이 5명(98%), 폐결핵이 3명(5.9%), 폐출혈이 1명(2.0%) 이었다. 원인균 규명을 위한 배양검사의 민감도와 특이도는 객담에서 각각 83.3%(35/42), 77.8%(7/9), 혈액에서 각각 14.3%(6/42), 100%(9/9)였고, blind PSB에서는 각각 548%(23142), 88.9%(8/9)였다. 유사한 민감도와 특이도를 고려하면, blind PSB는 객담배양검사에 비하여 우월하다고 할 수 있다. 초기 항생제 치료는 blind PSB 배양결과에 따라서 항생제를 교체하였는데, 항생제를 교체한 환자군의 생존율은 교체하지 않았던 환자군의 생존율과 통계적으로 유의한 차이가 없었다. 결 론 : Blind PSB는 기관 삽관된 환자에서 폐렴이 의심되는 경우 비감염성 폐침윤과의 감별에 도움을 주고 폐렴의 원인균을 간편하고 빠르게 확인하는데 유용하다. 또한 경기관 흡인물 배양검사에 비해 신뢰도는 낮지 않으면서 정량적 배양이 가능하여 불필요한 항균제의 사용을 감소시킬 수 있을 것으로 사료되며, 기관지 내시경검사를 할 수 없는 환자에서도 이용이 가능하다. 또한 기관지 내시경이 필요없어 검사비용에 비한 효과면에서 유용하고 안전한 검사이다.