• 제목/요약/키워드: Keywords Analysis

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사용자 경험과 서비스 평가의 변화에 관한 연구 - 넷플릭스 앱 리뷰 토픽 모델링을 통해 (A study of changes in user experience and service evaluation - Topic modeling of Netflix app reviews)

  • 유선영;노미진;김양석;한무명초
    • 스마트미디어저널
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    • 제12권6호
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    • pp.27-34
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    • 2023
  • 코로나19로 인해 넷플릭스 사용량이 증가하면서 사용자들의 넷플릭스 서비스 경험도 함께 증가하였다. 이에 본 연구는 코로나19 대유행 전후 넷플릭스 사용자 경험과 서비스 변화를 살펴보기 위하여, 넷플릭스 리뷰 데이터를 기반으로 토픽 모델링 분석을 수행하고자 한다. Google Play Scraper 라이브러리를 사용하여 구글 플레이 스토어 내의 넷플릭스 앱 리뷰 데이터를 수집하여, 코로나19 대유행 전후 앱 리뷰 기반의 토픽 모델링을 활용하여 키워드 차이를 살펴보았다. 분석 결과 넷플릭스 앱 기능, 넷플릭스 콘텐츠, 넷플릭스 서비스 이용, 넷플릭스 총평이라는 4가지 토픽으로 나타났다. 사용자 경험이 증가한 코로나19 대유행 이후 사용자들은 더 다양하고 세부적인 키워드를 사용하여 리뷰를 작성하는 경향을 보였다. 본 연구는 넷플릭스 리뷰 데이터를 활용하여 사용자들의 의견을 분석하여 코로나19 대유행 전·후 넷플릭스 서비스의 사용자 경험 변화를 보여주므로, 향후 치열한 OTT 서비스 시장에서의 경쟁력 강화를 위한 가이드 라인으로 활용할 수 있을 것이다.

A Review of the Application of Constructed Wetlands as Stormwater Treatment Systems

  • Reyes, Nash Jett;Geronimo, Franz Kevin;Guerra, Heidi;Jeon, Minsu;Kim, Lee-Hyung
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2022년도 학술발표회
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    • pp.162-162
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    • 2022
  • Stormwater management is an essential component of land-use planning and development. Due to the additional challenges posed by climate change and urbanization, various stormwater management schemes have been developed to limit flood damages and ease water quality concerns. Nature-based solutions (NBS) are increasingly used as cost-effective measures to manage stormwater runoff from various land uses. Specifically, constructed wetlands were already considered as socially acceptable green stormwater infrastructures that are widely used in different countries. There is a large collection of published literature regarding the effectiveness or efficiency of constructed wetlands in treating stormwater runoff; however, metadata analyses using bibliographic information are very limited or seldomly explored. This study was conducted to determine the trends of publication regarding stormwater treatment wetlands using a bibliometric analysis approach. Moreover, the research productivity of various countries, authors, and institutions were also identified in the study. The Web of Science (WoS) database was utilized to retrieve bibliographic information. The keywords ("constructed wetland*" OR "treatment wetland*" OR "engineered wetland*" OR "artificial wetland*") AND ("stormwater*" or "storm water*") were used to retrieve pertinent information on stormwater treatment wetlands-related publication from 1990 up to 2021. The network map of keyword co-occurrence map was generated through the VOSviewer software and the contingency matrices were obtained using the Cortext platform (www.cortext.net). The results obtained from this inquiry revealed the areas of research that have been adequately explored by past studies. Furthermore, the extensive collection of published scientific literature enabled the identification of existing knowledge gaps in the field of stormwater treatment wetlands.

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뇌졸중 환자의 팔 기능 회복을 위한 뉴로피드백 훈련 : 체계적 고찰 (Neurofeedback Training for Upper Extremity Functional Recovery in Stroke Patients : A systematic review)

  • 김선호
    • 대한통합의학회지
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    • 제11권4호
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    • pp.177-188
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    • 2023
  • Purpose : To identify trends in studies on the intersection of neurofeedback (NF) training and rehabilitation interventions for patients with stroke, as conducted over the past decade. Methods : This review included studies published from 2012 to 2022. A comprehensive database search was conducted using keywords such as "stroke", "electroencephalogram (EEG)", "brain wave", "nerve feedback", and "upper extremity function". Results : A total of 703 studies were initially retrieved. Of these, literature predating 2012, duplicate literature, non-experimental studies, and studies that did not target patients with stroke were excluded. After this screening, we retrieved the full texts of 15 articles and re-checked whether each study met the inclusion criteria of this study. The advisory members who participated in this study consisted of people with doctoral degrees and more than 5 years of clinical experience related to the rehabilitation of patients with stroke. Disagreements were resolved through discussions. Ultimately, 8 papers met the inclusion criteria and were included in the final analysis. Despite differences in the type and duration of NF training, the combination of NF training and rehabilitation intervention was found to be effective in promoting the functional recovery of the upper extremities, eliciting positive EEG changes, and inducing neurological changes in the brain. Conclusion : A meta-analysis involving a wider search range is needed in future studies. In addition, efforts are required to generalize the clinical application of these interventions. This can be achieved by supplementing the research methodologies through extensive review studies that encompass a diverse array of study designs.

키워드 추출을 통한 그림을 그려주는 그림일기의 구현 (Implementation of Picture Diary drawing Pictures through Keyword Extraction)

  • 이성준;이재진;김혜진;양지윤;한경숙
    • 한국인터넷방송통신학회논문지
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    • 제23권6호
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    • pp.179-184
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    • 2023
  • 많은 사람들이 코로나를 겪으면서 자신의 일상을 기록하는 그림일기에 관심을 가지기 시작했다. 하지만 기존 어플리케이션은 많은 유료 서비스가 있고, 그림을 직접 그리기 어려운 사람에게는 그림일기를 작성하는데 어려움이 있다. 이러한 문제점을 해결하기 위해 키워드 추출 그림일기인 A-Diary를 개발하였다. 그림 그리기, 일기 작성 기능을 제공하고 직접 그리는 기능에 그려진 그림을 제공하고 그림을 그리기 어려워 하는 사람들을 위해 키워드를 통해 그림을 그려주는 것을 가능하도록 하였다. 또한 감정분석 기능을 추가시켜 통계기능을 통해 자신의 과거의 감정 통계를 볼 수 있도록 하였다. A-Diary는 다른 앱에서 지원하지 않는 기능을 추가함으로써 편리성을 증대시킬 수 있고 그림을 잘 그리지 못하는 사람들도 누구든지 쉽게 그림일기를 작성할 수 있을 것이다.

한국 서원의 보존·지원 정책에 관한 연구 : 법률에 대한 빅데이터 분석을 중심으로 (Study of Policy on Seowon's Preservation·Support : Focusing on Big Data Analysis on Laws)

  • 방미영
    • 문화기술의 융합
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    • 제9권5호
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    • pp.875-883
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    • 2023
  • 한국은 현재 문화유산의 전통을 후대에 연결해 주기 위한 보존과 관리 주체가 빠른 속도로 감소되고 있다. 이에 따라, 전통 문화유산을 후대에 이어주기 위한 인프라의 구축과 후대들의 보존·관리에 대한 관심이 무엇보다 중요하다. 특히 UNESCO에 등재된 세계문화유산인 '한국의 서원' 또한 후속세대들에게 온전히 그 가치를 이어가게 하는 것이 무엇보다 중요한 과제가 되었다. 본 연구는 전통 문화유산을 후대에게 온전히 그 가치를 이어가기 위해 빅데이터 분석기법을 통해서 UNESCO에 등재된 세계문화유산인 '한국의 서원'을 중심으로 전통문화재의 보존과 지원 등을 규정하고 있는 법률을 분석하였다. 각 법률에서 도출된 주요 키워드를 추출, 도식화 및 상호 워드네트워크를 구성하였다. 이렇게 함으로써 상호 연관성이 있는 네트워크워드들을 중심으로 정책적인 조언을 도출하였다. 정책적 조언으로는 서원의 보존과 활용, 서원의 보존과 관리 및 서원의 보존과 지원을 위해 해당 지역에 특화된 사업을 육성하고 지원하는 정책을 수립 및 실시해야 하며, 서원 인근 지역에서 서원과 연관된 사업을 추진하고 지원하기 위하여 관련된 행정적인 절차를 혁신적으로 개선을 해야 하는 것으로 나타났다.

정수장 운영에 영향을 미치는 기후변화 요인 분석 (Effect of Climate Change Characteristics on Operation of Water Purification Plant)

  • 장유정;최현우;이서준;최재영;최현수;오희경
    • 한국물환경학회지
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    • 제40권2호
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    • pp.89-100
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    • 2024
  • Climate change has a broad impact on the entire water environment, and this impact is growing. Climate adaptation in water supply systems often involves quantity and quality control, but there has been a lack of research examining the impacts of climatic factors on water supply productivity and operation conditions. Therefore, the present study focused on, first, building a database of climatic factors and water purification operating conditions, and then identifying the correlations between factors to reveal their impacts. News big data was analyzed with keywords of climatic factors and water supply systems in either nationwide or region-wide analyses. Metropolitan area exhibited more issues with cold waves whereas there were more issues with drought in the Southern Chungcheong area. A survey was conducted to seek experts' opinions on the climatic impacts leading to these effects. Pre-chlorination due to drought, high-turbidity of intake water due to rainfall, an increase of toxins in intake water due to heat waves, and low water temperature due to cold waves were expected. Pearson correlation analysis was conducted based on meteorological data and the operating data of a water purification plant. Heavy rain resulted in 13 days of high turbidity, and the subsequent low turbidity conditions required 3 days of high coagulant dosage. This insight is expected to help inform the design of operation manuals for waterworks in response to climate change.

Comparative Efficacy and Safety of Radiofrequency Ablation and Microwave Ablation in the Treatment of Benign Thyroid Nodules: A Systematic Review and Meta-Analysis

  • Hendra Zufry;Timotius Ivan Hariyanto
    • Korean Journal of Radiology
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    • 제25권3호
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    • pp.301-313
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    • 2024
  • Objective: The current body of evidence lacks clarity regarding the comparative efficacy and safety of radiofrequency ablation (RFA) and microwave ablation (MWA) as minimally invasive treatments for benign thyroid nodules. The primary objective of this study is to clarify these concerns. Materials and Methods: A comprehensive search was conducted using the Cochrane Library, Scopus, Europe PMC, and Medline databases until October 10th, 2023, using a combination of relevant keywords. This study incorporated literature that compared RFA and MWA for benign thyroid nodules. The primary outcome was the volume reduction ratio (VRR) from baseline to follow-up. Secondary outcomes were symptom score, cosmetic score, ablation time, major complications rate, hemorrhage, hoarseness, skin burn, cough, and sympathetic nerve injury. We used Risk of Bias in Non-randomized Studies - of Interventions (ROBINS-I) tool to assess the risk of bias in the included studies. We employed random effects models to analyze the standardized mean difference (SMD) and odds ratio for the presentation of outcomes. Results: Nine studies with 2707 nodules were included. The results of our meta-analysis indicated similar efficacy between RFA and MWA in terms of VRR during the 1 (SMD 0.06; 95% confidence interval [CI]: -0.13 to 0.26; P = 0.52) and 3 (SMD 0.11; 95% CI: -0.03 to 0.25; P = 0.12) months of follow-up. VRR was significantly higher in RFA than in MWA at the 6 (SMD 0.25; 95% CI: 0.06-0.43; P = 0.008) and 12 month of follow-up (SMD 0.38; 95% CI: 0.17 to 0.59; P < 0.001). There were no significant differences between RFA and MWA in symptom scores, cosmetic scores, or the incidence of complications, including hemorrhage, hoarseness, skin burn, cough, and sympathetic nerve injury. Conclusion: RFA showed a higher VRR than MWA at 6 and 12-month follow-ups, with a comparable safety profile.

An Ensemble Classification of Mental Health in Malaysia related to the Covid-19 Pandemic using Social Media Sentiment Analysis

  • Nur 'Aisyah Binti Zakaria Adli;Muneer Ahmad;Norjihan Abdul Ghani;Sri Devi Ravana;Azah Anir Norman
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제18권2호
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    • pp.370-396
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    • 2024
  • COVID-19 was declared a pandemic by the World Health Organization (WHO) on 30 January 2020. The lifestyle of people all over the world has changed since. In most cases, the pandemic has appeared to create severe mental disorders, anxieties, and depression among people. Mostly, the researchers have been conducting surveys to identify the impacts of the pandemic on the mental health of people. Despite the better quality, tailored, and more specific data that can be generated by surveys,social media offers great insights into revealing the impact of the pandemic on mental health. Since people feel connected on social media, thus, this study aims to get the people's sentiments about the pandemic related to mental issues. Word Cloud was used to visualize and identify the most frequent keywords related to COVID-19 and mental health disorders. This study employs Majority Voting Ensemble (MVE) classification and individual classifiers such as Naïve Bayes (NB), Support Vector Machine (SVM), and Logistic Regression (LR) to classify the sentiment through tweets. The tweets were classified into either positive, neutral, or negative using the Valence Aware Dictionary or sEntiment Reasoner (VADER). Confusion matrix and classification reports bestow the precision, recall, and F1-score in identifying the best algorithm for classifying the sentiments.

e-커머스 플랫폼 판매자 신호가 수익에 미치는 영향: 키워드 구체성의 조절 효과를 중심으로 (The Effect of E-commerce Platform Seller Signals on Revenue: Focusing on the Moderating Effect of Keyword Specificity)

  • 이중원;유재현
    • 경영정보학연구
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    • 제25권2호
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    • pp.103-123
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    • 2023
  • e-커머스 플랫폼 문헌에서 유효한 관점 중 하나는 정보 비대칭 상황에서의 판매자 신호전략이다. 본 연구에서는 판매자의 신호전략이 소비자의 의사결정에 미치는 영향을 체계적으로 탐색하기 위해 신호이론과 쇼핑목표이론을 기반으로 연구모델을 구성하였다. 구체적으로 소비자의 쇼핑 목표에 따라 판매자가 제공하는 신호 효과(i.e., 평판, 온라인 구전 비율, 가격)에 차이가 있는지 분석하였다. 실증분석을 위해서는 대표적인 e-커머스 플랫폼인 아마존을 대상으로 26,246개의 데이터를 수집하여 가우시안 코플라 방법을 활용하였다. 분석결과, 판매자가 제공하는 신호는 수익에 긍정적인 영향을 미치는 것으로 나타났으며, 이러한 효과는 소비자의 쇼핑목표에 따라 조절되는 것으로 분석되었다. 본 연구는 쇼핑목표이론을 기반으로 소비자가 입력하는 키워드에 따라 판매자의 신호전략 효과에 차이가 있다는 점을 발견함으로써 신호이론 및 전자상거래 문헌에 기여하였다.

Patient-physician interaction education in Korea: a systematic review

  • Hwan Ho Lee;Yu Ra Kim;Hye Jin Park
    • Journal of Yeungnam Medical Science
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    • 제41권2호
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    • pp.74-79
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    • 2024
  • Patient-physician interaction (PPI) is an important area in medical education, but in-depth discussions on the content of the outcome of patient-doctor education are rare. Therefore, in this study, we will systematically analyze the research on PPI education in Korea. In this study, papers searched with keywords related to PPI education from Korea's academic journal service were targeted according to a systematic literature analysis method. The scope of the study was to include papers published in academic journals that are candidates for Korea Citation Index registration, excluding dissertations, research reports, posters, conference presentations, books, and internet materials. The content included papers targeting medical education and medical school students was set as the range. As a result of the analysis, although communication between PPI has many positive effects in the PPI in medical education at medical schools, obstacles do occur, and various ways to overcome them were suggested. Therefore, although medical interview training between patients and doctors in medical schools is necessary, it was analyzed as being based on overseas research or lacking in specific content. The core of PPI education appears to be medical interviews, and it seems necessary to discuss whether empathy or patient-centered medical care are appropriate as the main principles of PPI education in Korea. Therefore, education on the patient-doctor relationship is an important element in medical humanities and medical humanities education, and it is expected that research and education on this will progress more actively.