• 한국환경복원기술학회지
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• 제25권3호
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• pp.63-82
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• 2022

The purpose of this study is to compare growth condition of landscape woody plants growing on the different ground structures in apartment complex. I chose Manseok Beach Town Complex 2, in Manseok-dong, Seo-gu, Incheon which has both natural and artificial ground as a subject site. Analysis of three phases of soil showed that artificial ground had average liquid phase of 30.89%, artificial ground mounding 33.88% and natural ground 24.40%. It means that artificial ground has higher water content than natural ground despite having same earthiness. It is believed that artificial ground is not as well drained as natural ground even though it is connected to the natural ground and has a deep soil depth because of mounding. Comparative study between woody plants on natural ground and those on artificial ground demonstrated that trees on natural ground grew 40.4% compared to those on artificial ground(0.875mm more) in terms of diameter growth. Average diameter growth of trees on natural ground was 3.040mm against 2.165mm for those on artificial ground. All 19 tree species which were measured for root diameter growth showed similar or higher growth on natural ground than on artificial ground. When it comes to growth of height, arborvitae showed highest growth on natural ground, followed by Thuja occidentalis, Pinus strobus, Magnolia denudata, Diospyros kaki and Aesculus turbinata. I measured branch growth and rate of leaf adherence of Pinus strobus. Average annual rate of branch growth of woody plants on natural ground was twice as high as those on artificial ground. I could conclude that ground structure influences branch growth of Pinus strobus. Statistics analysis of tree damage demonstrated significant result, meaning that there is a difference in the average damage rate depending on structure of ground. In order to validate growth difference by planting ground, I conducted T-Test of growth of diameter, root diameter, branch and height on woody plants growing on natural and artificial ground. As a result, it is believed that there is a difference in the growth of trees depending on the ground structure. Putting all these results together demonstrates that woody plants on natural ground generally grow better than those on artificial ground, which means ground structure does have an influence on the environment of growth of trees.

• 대한두경부종양학회지
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• 제37권2호
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• pp.43-50
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• 2021

Background/Objectives: Shoulder function is an important aspect of health related quality of life (QOL). Neck dissection impairment index (NDII) is a simple shoulder-specific questionnaire. This study aimed to evaluate the association between QOL and NDII in patients who underwent neck dissection to validate the Korean version of NDII. Materials & Methods: This study enrolled 74 patients with head and neck cancer who underwent neck dissection from December 2013 to April 2014. Patients completed questionnaires on QOL including the European Organization of Research and Treatment of Cancer 30-item Core QOL questionnaire (EORTC QLQ-C30) and NDII which was translated into Korean. Validity was evaluated by calculating the Pearson correlation coefficient between NDII and EORTC QLQ-C30. Results: We compared preoperative, postoperative within a week, 1st and 3rd months NDII scores. The total NDII scores were 14.7, 47.4, 33.7 and 34.3 each. Clinical variables including gender, site of primary tumor, performing revision neck dissection, radiotherapy and flap reconstruction were not significantly associated with NDII. However NDII mean score of patients who underwent unilateral neck dissection over 3 levels is most increased after operation. During all periods NDII scores were significantly associated with functioning score. Although other scores are lower correlation than function scores, global health status scores and symptom scores are also correlation with NDII. Conclusion: NDII was valid instrument and can be used not only in the clinical practice to assess shoulder dysfunction but also in the simple instrument to evaluate global QOL in Korea patients with having neck dissection.

• International journal of advanced smart convergence
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• 제11권1호
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• pp.19-27
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• 2022

Across the world, 'housing' comprises a significant portion of wealth and assets. For this reason, fluctuations in real estate prices are highly sensitive issues to individual households. In Korea, housing prices have steadily increased over the years, and thus many Koreans view the real estate market as an effective channel for their investments. However, if one purchases a real estate property for the purpose of investing, then there are several risks involved when prices begin to fluctuate. The purpose of this study is to design a real estate price 'return rate' prediction model to help mitigate the risks involved with real estate investments and promote reasonable real estate purchases. Various approaches are explored to develop a model capable of predicting real estate prices based on an understanding of the immovability of the real estate market. This study employs the LSTM method, which is based on artificial intelligence and deep learning, to predict real estate prices and validate the model. LSTM networks are based on recurrent neural networks (RNN) but add cell states (which act as a type of conveyer belt) to the hidden states. LSTM networks are able to obtain cell states and hidden states in a recursive manner. Data on the actual trading prices of apartments in autonomous districts between January 2006 and December 2019 are collected from the Actual Trading Price Disclosure System of the Ministry of Land, Infrastructure and Transport (MOLIT). Additionally, basic data on apartments and commercial buildings are collected from the Public Data Portal and Seoul Metropolitan Government's data portal. The collected actual trading price data are scaled to monthly average trading amounts, and each data entry is pre-processed according to address to produce 168 data entries. An LSTM model for return rate prediction is prepared based on a time series dataset where the training period is set as April 2015~August 2017 (29 months), the validation period is set as September 2017~September 2018 (13 months), and the test period is set as December 2018~December 2019 (13 months). The results of the return rate prediction study are as follows. First, the model achieved a prediction similarity level of almost 76%. After collecting time series data and preparing the final prediction model, it was confirmed that 76% of models could be achieved. All in all, the results demonstrate the reliability of the LSTM-based model for return rate prediction.

• 한국노년학
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• 제40권2호
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• pp.325-340
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• 2020

치매 증상의 진행 지연 및 관리비용의 절감을 위해서는 치매를 조기에 발견하여 관리하는 것이 중요하다. 이에 본 연구에서는 치매와 관련된 인지신경학적 손상을 측정할 수 있는 간단한 그림검사인 도형모사검사를 개발하여, 치매 선별 가능성을 확인하고자 하였다. 또한, 도형모사검사의 이미지 데이터에 대한 기계학습을 통해 검사 채점의 자동화 가능성을 확인하고자 하였다. 이를 위해 270명의 일반 및 손상집단 참가자들에 대하여 도형모사검사, MMSE-DS, 그리고 시계그리기 검사를 수행하였다. 분석 결과, 도형모사검사의 점수는 높은 내적 일치도를 보였을 뿐만 아니라, 다른 두 검사 점수와 유의한 상관을 보여 검사의 타당성을 확인하였다. 세 검사의 치매 선별 정확도를 비교하기 위해 판별분석을 시행한 결과, 다른 두 검사와 비교했을 때 도형모사검사가 일반 및 손상 집단을 각각 90.8% 및 77.1%의 정확도로 예측하여, 집단에 대한 예측 수준이 상대적으로 더 높은 것으로 나타났다. 또한, 신경과 진단을 통한 임상 결과를 통해, MMSE-DS를 통해 선별하지 못했던 치매 사례들을 도형모사검사를 이용하여 선별할 수 있음을 확인하였다. 마지막으로, 도형모사검사의 이미지 데이터를 이용한 기계학습을 수행한 결과, 73.70%의 정확률로 집단을 예측하는 것을 확인하였다. 본 연구는 기존에 사용되어 온 치매 선별 검사의 한계를 보완하여, 시행과 채점이 간편한 새로운 그림검사를 개발하였다는 점에서 의의를 지닌다.

• 인간식물환경학회지
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• 제24권3호
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• pp.245-256
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• 2021

Background and objective: The vitalization of urban agriculture has increased various forms of experience-based education using school gardens, which raised the importance of school gardens in terms of value as well as the need to develop an implementation system for education-based agricultural experience service using school gardens. Thus, we reset the evaluation indicators from the previous study to establish objective evaluation indicators that enable quantitative comparison of school garden education services. Methods: Analytic hierarchy process (AHP) and direct question (DQ) surveys were conducted on 20 experts from October 12 to 19, 2020 after establishing the purpose and subjects of evaluation, and then the weights were calculated using the Expert Choice 2010 program. Results: First, we analyzed the problems of the previous indicators by categorizing the performance indicators and comparing and verifying them with six requirements of valuation. Then, we added 'welfare values' and established sub-indicators accordingly. The importance of value indicator in AHP was in the order of education values (0.544), health values (0.182), welfare values (0.164), environmental values (0.062), and economic values (0.049). The importance of environmental and economic values was relatively low, less than 0.1. The importance of sub-indicators was highest in cultivating character (0.144), followed by enhancing ecological sensitivity (0.141) > promoting mental health (0.134) > cultivating agricultural literacy (0.120) > improving social skills (0.104). And mitigating climate change in environmental values was lowest (0.009). Increase in income was the lowest (0.036). This can be regarded as the expression of change to increase the educational effect based on collective life and the connotative meaning of 'school'. In the case of DQ, the AHP weight and order were the same, but the environmental and economic values were relatively low, and the result was different from AHP weight. For sub-indicators, the importance in DQ was highest in promoting mental health (0.136), followed by promoting physical health (0.085), ]cultivating character (0.082), social integration (0.072), and enhancing ecological sensitivity (0.071). After reviewing related experts, we came up with 5 evaluation indicators and 16 sub-indicators for school garden education service, which are objective evaluation indicators that enable quantitative comparison. Conclusion: In the future, we will validate the socioeconomic values of school garden education services and contribute to revitalizing school gardens by establishing policy alternatives for effective operation and management of school gardens.

• 지능정보연구
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• 제28권4호
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• pp.211-227
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• 2022

오늘날 온라인 도박 사이트를 통한 불법 도박이 큰 사회문제가 되고 있다. 인터넷 기술의 발전과 스마트폰 보급으로 시공간의 제약이 사라지고 불법 온라인 도박을 누구나 쉽게 접근할 수 있게 되었기 때문이다. 이를 막기 위해 국내에서는 자체 모니터 요원의 탐지, '누리캅스'와 같은 제보 시스템 등을 활용해 불법 사이트를 탐지하고 있지만 이러한 수동적인 프로세스로는 인력부족 같은 한계로 모든 불법 사이트를 탐지하기 어려운 실정이다. 이에 여러 학자들이 인공지능 기반의 자동 불법 도박 사이트 탐지 기술을 연구해왔다. Xu et al. (2019)은 가짜 사이트들의 HTML Tag 구조에는 차별적인 특징이 있다는 점을 발견하였다. 이는 HTML Tag 구조가 불법 사이트를 탐지하는데 주요한 특징정보가 될 수 있음을 시사하지만, 불법 사이트 탐지 모델에 HTML Tag 구조를 반영하여 모형의 성능을 제고하고자 하는 연구는 지금까지 거의 시도되지 않았다. 이러한 배경에서 본 연구는 HTML Tag 구조를 특징화하여 모형의 성능을 향상시키고자 하였고, HTML Tag 구조를 적절하게 벡터화하기 위한 방법론으로 Doc2Vec을 변형한 Tag2Vec을 제안한다. Tag2Vec 기반 모델의 효과를 검증하기 위해 '더 치트'의 유해 사이트 목록과 Google 검색을 통한 정상 사이트 목록을 데이터 세트로 활용하여 실증분석을 수행하였다. 그 결과 비교 모델로 설정된 URL 기반 탐지 모델보다 본 연구에서 제안하는 Tag2Vec 기반 탐지 모델이 분류 정확도, Recall, F1_Score에서 모두 향상된 성능을 보임을 확인할 수 있었다. 이러한 본 연구의 제안모델은 향후 지능형 기술을 통해 우리 사회의 건강도를 제고하는데 효과적으로 활용될 수 있을 것으로 기대된다.

• 문화기술의 융합
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• 제8권6호
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• pp.463-470
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• 2022

본 연구의 목적은 간호대학생을 대상으로 액션러닝 기반 온라인 실습이 자기주도적 학습능력, 학업적 자기효능감과 협업능력에 미치는 효과를 확인하기 위함이다. 단일군 전·후 설계의 유사실험 연구로, 일개 간호학과 3학년 47명을 대상으로 구조화된 자가보고식 설문지를 사용하였다. 수집된 자료는 SPSS/WIN 21.0 프로그램으로 분석하였고, 대상자의 일반적 특성은 기술적 통계, 온라인 실습 교육의 효과 측정을 위해 paired t test를 실시하였다. 연구 결과액션러닝 기반 온라인 실습 적용 후 대상자의 자기주도적 학습능력(t=3.832, p<.001), 학업적 자기효능감(t=4.258, p<.001)과 협업능력(t=3.853, p<.001)이 유의하게 상승되었다. 본 연구의 결과를 토대로 액션러닝 기반 온라인 실습이 간호대학생의 핵심역량 강화에 긍정적 효과가 있음을 확인할 수 있었다. 향후 대조군을 포함한 확대 연구와 액션러닝을 활용한 블렌디드 수업 형태의 적용 연구를 통해 효과 확인을 제언한다.

• 한방안이비인후피부과학회지
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• 제35권4호
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• pp.139-162
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• 2022

Objectives : The review was conducted to validate the effectiveness of herbal medicines on acne. Methods : Randomized controlled trials(RCTs) reporting the effects of herbal medicine treatment on acne were searched through seven electronic databases from the time of application of the material to October 2021. Cochrane Collaboration's Risk of Bias was used to assess the risk of bias. Analysis was performed using Review Manager 5.4 and R 4.1.0 Meta, Metafor program. Results : 34 RCTs was selected and meta-analysis was performed with 30 studies. The inflammatory lesion count of the herbal medicine(MD=0.29, 95% CI:-0.59-0.01, p<0.01, I²=80%) and the non inflammatory lesion count of herbal medicine(MD=-0.30, 95% CI:-0.70-0.10, p<0.01, I²=78%) were seen. The score of IGA(RR=1.43, 95% CI:0.90-2.27, p<0.91, I²=0%), VISIA(MD=0.36, 95% CI:0.21-0.51, p=0.07, I²=40%), effective rate(RR=1.23, 95% CI:1.05-1.44, p<0.01, I²=98%), DLQI(MD : 0.59, 95% CI:0.14-1.04, p=0.07, I²=63%) and recurrence rate(RR=0.36, 95% CI:0.23-0.58, p=0.73, I²=0%) were seen. The effective rate of herbal medicine were statistically higher that of the control group(WM)(RR=1.19, 95% CI:1.04-1.37, p<0.01, I²=97%). As a result of dividing the treatment groups into OHM, EHM, and OEHM, the EHM group(RR=1.17, 95% CI:0.79-1.72, p<0.01, I²=99%) showed the most statistically significant effect. The overall risk of bias of the included studies was some concerns. No serious adverse effects were observed. Conclusions : This review found the effectiveness of herbal medicine for acne.

• Animal Bioscience
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• 제35권12호
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• pp.1911-1920
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• 2022

Objective: This study was performed to determine the apparent metabolizable energy (AME_n) content of tannin-free red/bronze, white/tan and U.S. No. 2 varieties of grain sorghum for feeding Japanese quail and validate their nutrient profile by evaluating effects on performance and carcass traits with full-substitution of corn. Methods: Experiment 1 determined the AME_n content of red/bronze, white/tan, and U.S. No. 2 grain sorghum varieties fed to mixed-sex Japanese quail (Coturnix japonica) (n = 314) at 3 and 6-weeks of age. Analyses were based on a 2×4 factorial treatment design with age and grain types defining the treatments, and a randomized complete block experiment design with cage and trials defining the block. AME_n values were validated by evaluating the performance and carcass traits of Japanese quail (n = 644) from 1 to 40 days of age in Experiment 2 with birds were fed 1 of 4 complete diets. Statistical analyses were conducted on performance data and select individual carcass trait measurements. Results: Determined AME_n values at 3-weeks of age were 3,524±122.03 (red/bronze), 3,252±122.03 (white/tan), and 3,039±123.44 (U.S. No. 2) kcal/kg. At 6-weeks of age, determined AME_n were 3,373±297.35 (red/bronze), 3,279±297.35 (white/tan), and 2,966±298.64 (U.S. No. 2) kcal/kg. Carcass traits showed live body weight (p = 0.0409) and hot carcass weight (p = 0.0234) were greatest in U.S. No. 2; however, carcass yield (p<0.0001) was lowest. No significant differences were observed among treatments for feed intake, feed conversion ratio, breast weight and breast yield (p>0.05). Conclusion: These studies demonstrated that tannin-free grain sorghum varieties may be a potential alternative to corn in quail diets while maintaining growth performance and carcass parameters.

• 한국초등과학교육학회지:초등과학교육
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• 제41권3호
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• pp.538-552
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• 2022

본 연구에서는 Algodoo 시뮬레이션을 활용한 예비교사의 탐구 활동을 분석하여 그 특징을 이해하고 이를 통해 초등 예비교사를 위한 광학교육에 대한 교육적 시사점을 얻고자 하였다. 연구에는 교육대학의 1학년 학생 79명이 참여하였다. 학생들의 활동은 표상재생산, 확인실험, 탐구실험으로 구분할 수 있었다. 표상재생산을 수행한 학생들은 잘 알려진 권위 있는 표상을 시뮬레이션으로 나타냈으며 주요 특징을 포착하여 표상하였다. 확인실험을 수행한 학생들은 이론적 배경 조사를 통해 이미 알고 있는 개념을 확인하기 위한 실험을 수행하였으며, 주로 단순 탐구를 수행하였다. 탐구실험을 수행한 학생들은 현재 자신이 알지 못하는 것들을 시뮬레이션을 사용해 탐구하였으며 일반물리 이상에서 다루는 광학 현상에 대한 탐구를 수행한 학생도 있었다. 이상의 결과를 바탕으로 본 연구에서는 Algodoo를 활용한 자유로운 탐구 활동에서 학습자는 다양한 수준의 탐구 활동을 수행한다는 것을 확인하였다. 또한, Algodoo를 활용한 다양한 수준의 탐구 활동 예를 제시하고 Algodoo를 활용한 탐구 활동의 장단점과 이를 개선할 방안을 논의하였다.