• Title/Summary/Keyword: scientific language

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Utilizing Natural Language Processing to Compare Perceptions of Metaverse between News Articles and Academic Research (자연어 처리를 활용한 메타버스 보도, 연구 간 인식 차이 비교)

  • Lee, Gyuho;Lee, Joonhwan
    • Journal of Korea Multimedia Society
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    • v.25 no.10
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    • pp.1483-1498
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    • 2022
  • While public interests in the metaverse are growing recently in the Korean media and research, its understanding has not been fully established yet. In this study, we aimed to probe whether the rapid growth in media attention about the metaverse has increased its usage as a buzzword accompanied by an absence of scientific context. We analyzed publications and online news containing "metaverse" from 2020 to 2022. The data analysis methods are 1) time series frequency, 2) keyword network, 3) natural language model. The findings indicate the perception gap about metaverse between research and news articles broadened as its popularity has grown. Research about metaverse gradually expanded its connections with related topics-virtual and augmented realities-focusing on social changes in a remote environment. However, media reporting frequently used "metaverse" as a buzzword rather than explaining its scientific background, stimulating the proliferation of related topics and the dispersion of news content. This study further discusses the need for a media strategy to improve public conception of the long-term development of the metaverse.

Scientific Talent Education in Japan (일본의 과학 영재교육)

  • Park, In-Keun
    • Journal of The Korean Association For Science Education
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    • v.12 no.1
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    • pp.119-127
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    • 1992
  • The purpose of this study is to show the way of teaching the scietific talent in Japan. This study was conducted only by the printed matters. The results of the investigation are as follows: 1. Japan at present has neither systems nor laws for offical scientific talent education. 2. Japanese's scientific knowledge and way of rational thinking had been widespread among the general public by elementary education from one hundred ten years or so ago. 3. In addition, the instrument subjects such as foreign language and mathematics were well educated in the elementary and secondary school level and the preparatory courses of college. 4. Especially, the third and the first preparatory courses of a college(Daisan Koukou and Daiitchi Koukou) and Kyoto University have contributed greatly to the cultivation of liberal spirit in education, which turned out to be one of the essential elements for scientific talent education.

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Fine-tuning BERT Models for Keyphrase Extraction in Scientific Articles

  • Lim, Yeonsoo;Seo, Deokjin;Jung, Yuchul
    • Journal of Advanced Information Technology and Convergence
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    • v.10 no.1
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    • pp.45-56
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    • 2020
  • Despite extensive research, performance enhancement of keyphrase (KP) extraction remains a challenging problem in modern informatics. Recently, deep learning-based supervised approaches have exhibited state-of-the-art accuracies with respect to this problem, and several of the previously proposed methods utilize Bidirectional Encoder Representations from Transformers (BERT)-based language models. However, few studies have investigated the effective application of BERT-based fine-tuning techniques to the problem of KP extraction. In this paper, we consider the aforementioned problem in the context of scientific articles by investigating the fine-tuning characteristics of two distinct BERT models - BERT (i.e., base BERT model by Google) and SciBERT (i.e., a BERT model trained on scientific text). Three different datasets (WWW, KDD, and Inspec) comprising data obtained from the computer science domain are used to compare the results obtained by fine-tuning BERT and SciBERT in terms of KP extraction.

Exploratory Research on Automating the Analysis of Scientific Argumentation Using Machine Learning (머신 러닝을 활용한 과학 논변 구성 요소 코딩 자동화 가능성 탐색 연구)

  • Lee, Gyeong-Geon;Ha, Heesoo;Hong, Hun-Gi;Kim, Heui-Baik
    • Journal of The Korean Association For Science Education
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    • v.38 no.2
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    • pp.219-234
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    • 2018
  • In this study, we explored the possibility of automating the process of analyzing elements of scientific argument in the context of a Korean classroom. To gather training data, we collected 990 sentences from science education journals that illustrate the results of coding elements of argumentation according to Toulmin's argumentation structure framework. We extracted 483 sentences as a test data set from the transcription of students' discourse in scientific argumentation activities. The words and morphemes of each argument were analyzed using the Python 'KoNLPy' package and the 'Kkma' module for Korean Natural Language Processing. After constructing the 'argument-morpheme:class' matrix for 1,473 sentences, five machine learning techniques were applied to generate predictive models relating each sentences to the element of argument with which it corresponded. The accuracy of the predictive models was investigated by comparing them with the results of pre-coding by researchers and confirming the degree of agreement. The predictive model generated by the k-nearest neighbor algorithm (KNN) demonstrated the highest degree of agreement [54.04% (${\kappa}=0.22$)] when machine learning was performed with the consideration of morpheme of each sentence. The predictive model generated by the KNN exhibited higher agreement [55.07% (${\kappa}=0.24$)] when the coding results of the previous sentence were added to the prediction process. In addition, the results indicated importance of considering context of discourse by reflecting the codes of previous sentences to the analysis. The results have significance in that, it showed the possibility of automating the analysis of students' argumentation activities in Korean language by applying machine learning.

A Meta-study of Extensive English Reading Researches

  • Kim, Jeong-Ryeol
    • English Language & Literature Teaching
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    • v.18 no.2
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    • pp.85-106
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    • 2012
  • This paper examines the role of extensive reading in foreign language learning classrooms. The effects of extensive reading are shown both positive and negative as in Krashen (1999) and Spada (1997), particularly researches done in classroom setting. Extensive reading is hard to implement in foreign language classrooms due to the stringent school curricula despite its benefits in cognitive and affective domain of learners. This study searched 21 papers from research database on extensive reading researches in a classroom setting and synthesized 55 cognitive effects and 11 affective effects from these papers under investigation in a manner of quantifying their means and standard deviations to derive generalizations. Research synthesis in this manner has secured its own status of scientific investigation by providing secondary researchers with replicable methods that produce verifiable findings. The syntheses of researches show that extensive reading is effective in both literacy skills and other language skills such as listening and writing. It also shows positive effects across different age groups, but the effect sizes are different in that elementary and adults gained more positive effects than middle and high school students.

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A Study on the Forms and Characteristics of Korean Sign Language Translation According to Historical Changes (역사적 변천에 따른 한국수어 번역의 형태와 특성 연구)

  • Lee, Jun-Woo
    • The Journal of the Korea Contents Association
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    • v.21 no.5
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    • pp.508-524
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    • 2021
  • Innovative translation circumstances encouraged by scientific technique have become an element that increases realization and possibility of expanding sign language translation and Korean sign language translation is facing a new challenge and opportunity. This study raises following questions and search for answers. First, when and how did Korean sign language translation appear in the course of the historical changes in Korean sign language? Second, what is the form and characteristic of translation produced as a result of Korean sign language translation? Third, what is the present condition and prospect of Korean sign language translation? Accordingly, this study examined how Korean sign language translation was formed historically and the form and characteristics of Korean sign language translation using integrated literature review method. As a result of the study, first, the form and characteristics of Korean sign language translation classified according to the historical transition process into latent phase, formation phase, and expansion phase were revealed. Second, the forms and characteristics of Korean sign language translation according to the Korean sign language corpus project and machine translation were derived. In addition, it apprehends its present condition and proposes its future prospect.

The Etymology of Scientific Names for Korean Mammals

  • Jo, Yeong-Seok;Koprowski, John L.;Baccus, John T.;Yoo, Jung-Sun
    • Animal Systematics, Evolution and Diversity
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    • v.37 no.3
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    • pp.255-272
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    • 2021
  • Etymologies are explanations of what our words meant and how they sounded 600 to 2,000 years ago. When Linnaeus in the mid-1700s began naming animals with a binomial nomenclature, he based names on the Latin Grammatical Form. Since many names have Latin or Greek roots, the name for an animal is the same throughout the world because Latin is no longer a spoken language and meanings of names will not evolve or change. In his use of Latin or a Latinized word for the genus and species, Linnaeus used descriptive words that will always be the same. Notwithstanding the importance of etymologies for scientific names, no study has addressed the etymology of scientific names for Korean mammals. Here, we list etymologies for scientific names of 127 mammal species, 84 genera, 32 families, and 8 orders from Korea. The origins of etymologies are mostly based on morphology, color of pelage, behavior, distribution, locality, country name, or a person's name. This paper will be useful for new students and trained scholars studying Korean mammals.

Influence of the Use of Humidifier Disinfectant on Children's Academic Achievement (가습기살균제 사용에 따른 아동의 학업성취도 영향)

  • Cho, Jun Ho
    • Journal of Environmental Health Sciences
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    • v.47 no.4
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    • pp.310-319
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    • 2021
  • Background: Humidifier disinfectant exposure is an ongoing issue, and there is still considerable related controversy. Various approaches are needed to secure scientific evidence on the extent of the victims' damages and for the determination of appropriate compensation. Objectives: The purpose of this study was to assess the association between humidifier disinfectant (HD) use and academic achievement in Korean children. Methods: This study used data from the 8th Panel Study on Korean Children in 2015. For the final study, 1,598 cases were used. T-tests and multiple linear regression analyses were conducted to determine whether the use of humidifier disinfectant is a factor that affects academic ability. Results: Children in groups using humidifier disinfectant showed statistically significantly lower scores in all areas of language, including reading, speaking and writing, and statistically lower scores in all areas of mathematics, including counting, addition and subtraction. In the multiple regression analysis results, which control for the effects of various demographic/social variables, the use of humidifier disinfectants showed statistically significant beta coefficients (β: -0.357, p<0.001), negatively affecting children's language ability. As for the 'math' variable, which was created by combining counting, addition, and subtraction scores, the use of humidifier disinfectants as independent variables also showed statistically significant beta coefficients (β: -0.200, p<0.001), negatively affecting children's math ability. Conclusions: The results of the study showed that depending on whether or not humidifier disinfectants were used, there are differences in children's language abilities, such as reading, speaking, and writing, as well as in their mathematical abilities, such as counting, adding, and subtracting numbers. These findings are thought to serve as a scientific basis for extending the perspective from health effects to more diverse areas of demographic and social impact related to humidifier disinfectant damage and compensation.

A Study on Environmentalism Covered in Middle and High School Korean Language Textbooks Based on the $6^{th}$ and the $7^{th}$ Curricular Revision: An Ecological Approach (생태적 관점에 의한 중등 국어교과서 환경 영역 분석)

  • Kim, Min-Sook;Park, Tae-Yoon
    • Hwankyungkyoyuk
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    • v.18 no.1 s.26
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    • pp.31-43
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    • 2005
  • Despite of increasing concern over environmental protection and the so-called earth crisis, the situation regarding environment keeps deteriorating and is not getting well. Human-centered ways of thinking and scientific technologies proved not to be so effective in overcoming the crisis. The situation has brought about renewed interests in ecology. The purpose of this study is to develop and provide an exemplarity that could effectively deliver the environmental education throughout the middle school Korean language courses. To do this, the study begins with establishing a set of objectives that can be pursued in Korean language courses. Having the objectives in mind as a framework of reference, the study compares and analyzes Korean language textbooks that are made out of the 6th and 7th Curricular Revision. The study takes ecological viewpoints both in analyzing texts and in establishing the exemplarity. Environmental contents can play important roles in middle and high school Korean language courses. While training language skills, the instructors with textbooks written in ecological viewpoints can deliver messages emphasizing concerns over environments. This study also provides an exemplarity of textbooks reflecting ecological concerns.

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