• Title/Summary/Keyword: Pre-class

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Evaluation of Deep-Learning Feature Based COVID-19 Classifier in Various Neural Network (코로나바이러스 감염증19 데이터베이스에 기반을 둔 인공신경망 모델의 특성 평가)

  • Hong, Jun-Yong;Jung, Young-Jin
    • Journal of radiological science and technology
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    • v.43 no.5
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    • pp.397-404
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    • 2020
  • Coronavirus disease(COVID-19) is highly infectious disease that directly affects the lungs. To observe the clinical findings from these lungs, the Chest Radiography(CXR) can be used in a fast manner. However, the diagnostic performance via CXR needs to be improved, since the identifying these findings are highly time-consuming and prone to human error. Therefore, Artificial Intelligence(AI) based tool may be useful to aid the diagnosis of COVID-19 via CXR. In this study, we explored various Deep learning(DL) approach to classify COVID-19, other viral pneumonia and normal. For the original dataset and lung-segmented dataset, the pre-trained AlexNet, SqueezeNet, ResNet18, DenseNet201 were transfer-trained and validated for 3 class - COVID-19, viral pneumonia, normal. In the results, AlexNet showed the highest mean accuracy of 99.15±2.69% and fastest training time of 1.61±0.56 min among 4 pre-trained neural networks. In this study, we demonstrated the performance of 4 pre-trained neural networks in COVID-19 diagnosis with CXR images. Further, we plotted the class activation map(CAM) of each network and demonstrated that the lung-segmentation pre-processing improve the performance of COVID-19 classifier with CXR images by excluding background features.

A study on the anterior tooth size discrepancies among orthodontic patients with varying malocclusions (부정교합자의 전치부 치아크기 부조화에 관한 연구)

  • Kim, Hyeok-Soo;Shim, Hae-Young;Nahm, Dong-Seok
    • The korean journal of orthodontics
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    • v.35 no.6 s.113
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    • pp.420-432
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    • 2005
  • Bolton analysis is widely used to predict tooth size discrepancy. but its accuracy has been challenged. The purpose of this study was to describe true anterior tooth size discrepancies among orthodontic patients and to evaluate the factors that affect true anterior tooth size discrepancies. The subjects consisted of 80 patients with varying malocclusions (Class I. Class II. Class III. and Class III surgery) who were treated orthodontically. Pre-treatment models. set-up models from post-treatment models. and lateral cephalometric radiographs were analyzed The results were as follows. The means. the standard deviations. and ranges of anterior Bolton ratio in the present study were somewhat higher than those of Bolton's samples and Korean normal samples. The number of patients showing maxillary deficiency was larger than that of patients showing maxillary excess in view of true anterior discrepancies. There was a significant difference between anterior Bolton discrepancy from pre-treatment models and true anterior discrepancy from set-up models (p < 0.05) There was no significant difference in true anterior discrepancies among malocclusion groups (p > 0.05). And there was also no significant difference between the male and female groups (p> 0.05). Overbite and the incisal edge thickness of maxillary anterior teeth have little relationship with true anterior discrepancies. Multiple regression analysis showed that true anterior discrepancy was mainly determined by anterior Bolton ratio, upper incisor to occlusal plane angle after treatment. interincisal angle after treatment. and upper right lateral incisor width.

Explore the Effectiveness of Music Class Based on Design Thinking and Using Applications (디자인씽킹 기반 어플리케이션 적용 음악수업 활동과 이에 대한 효과성 탐색)

  • Kim, SuYeon;Oh, YooJin
    • The Journal of the Korea Contents Association
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    • v.20 no.1
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    • pp.233-244
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    • 2020
  • The purpose of this study is to explore this music class activity and its effectiveness based on design thinking and using applications class. To this end, the effectiveness study was conducted based on the researchers' prior study of 'Development of Music learning program Using Applications Based on Design Thinking'. Under the study, two first graders who are attending P Middle School in Gyeonggi Province were selected as experimental(29) and control groups(29). The experimental group conducted the class using this program and the control group conducted a general music class. The pre-post-examination was conducted to find out the effects of this class on students' creativity, empathy, teamwork, and problem-solving skills. The course of the study was developed for seven weeks, a program pre-post-survey, and a response sample t-test was used to analyze the results. The study found that experimental groups show significant differences in creativity, empathy, cooperative spirit and problem-solving skills, while control groups that conducted general music classes had similar results in advance-postmortem. The group's students found that their ability to empathize with others in the problem situation was enhanced, their sense of rapid problem solving and achievement was high, and their ability to create creative ideas and enhance creativity in the process of solving the problem was improved. In the future, we look forward to using this music class activity in the field where new, creative, and diverse classroom models are needed.

Development and Application of Student's Pre-question Framework for Analysisin Elementary Science Class (초등학교 과학수업에서 학생의 사전질문 분석틀 개발 및 적용)

  • Kang, Hountae;Noh, Sukgoo
    • Journal of The Korean Association For Science Education
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    • v.38 no.2
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    • pp.235-247
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    • 2018
  • The student's pre-questions (pre-class questions related to the learning contents) not only provide the teacher a gauge of the interest and level of the student, but also provide a useful means of providing clues to proceed with the teaching-learning process. The purpose of this study is to develop an analytical framework for effectively analyzing students' pre-questions and to analyze students' pre-questions related to elementary science learning unit of the 2009 revised curriculum by applying this framework. The developed framework is composed of three major categories: knowledge type, extended type, and curious type, each of which is then subdivided into several sub-categories. Using the developed analysis framework, 914 pre-questions from the students presented in the $5^{th}$ and $6^{th}$ grades of elementary science in the 2009 revised curriculum were analyzed, and the types of questions distributed by grade. The percentage of questions by type was also different. Based on the results of this study, students' needs for learning can be grasped through the pre-questions analysis framework and reflected in the teaching-learning process, and student-centered learning contents and methods could be presented. It is expected to make a meaningful contribution to the analysis framework.

A Study on Elementary Pre-service Teachers' Science Instructional Ability, Science Pedagogy Achievement, and Science Instructional Evaluation Factors according to Gender (초등예비교사들의 남·여 성별에 따른 과학수업능력, 과학교수법 성취도 및 과학수업 평가요소에 대한 연구)

  • Kim, Soon-shik
    • Journal of the Korean Society of Earth Science Education
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    • v.13 no.1
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    • pp.90-99
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    • 2020
  • The purpose of this study is to investigate the difference in science class ability, science pedagogy achievement and class evaluation factors according to elementary pre-service teacher's gender. Also, the correlation between science pedagogy achievement and science instructional ability was examined. Finally, the evaluation factors applied to the evaluation of science instruction according to male and female gender of elementary pre-service teachers were examined. This study was conducted from september 2019 to december 2019 for 88 elementary pre-service teachers attending P University of Education in Pusan metropolitan city. Among these 88 students, 32 elementary pre-service students were male, 56 were female. The conclusions of this study are as follows. First, as a result of analyzing the science instructional ability according to genders of elementary pre-service teachers, female elementary pre-service teachers showed statistically significant higher scores in science class ability compared to male elementary pre-service teachers. Second, as a result of analyzing the achievement of elementary science pedagogy according to gender of elementary pre-service teachers, female showed statistically significant higher scores for elementary science pedagogy than that of male. Third, as a result of analyzing the correlation between science instructional ability and elementary science pedagogy achievement, there was no statistically significant difference. This result can be applied both side of male and female. Fourth, both male and female pre-service teachers had various instructional evaluation factors, among which the linguistic factors of the instruction were used most frequently as criteria for instructional evaluation.

A Study on Home Economics Education Lesson Plan Design Using Gamification: Focusing on 'Eco-friendly Clothing Life Cycle' Theme (게이미피케이션을 활용한 가정과 수업 설계에 관한 연구: '환경친화적 의류 라이프 사이클' 주제를 중심으로)

  • Jang, Eun Ju;Kim, Hye Rin;Lee, Su Kyung;Kim, Eun Jo;Hwang, Shin Hye;Kim, Ji Seul;Kim, Nam Eun
    • Journal of Korean Home Economics Education Association
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    • v.34 no.1
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    • pp.35-57
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    • 2022
  • This study developed an 'Eco-friendly Clothing Life Cycle' class applying gamification. And the effect of and learners' satisfaction on the class were examined after implementation. The developed class was applied to 40 sophomore students from "A" high school in Gyeonggi-do from February 3, 2022, to February 10, 2022, in a total of 4 sessions. The class was conducted in the stages of production-distribution-consumption-disposal, and was conducted in a way that a mission is solved after learning in Gather Town. It is designed so that learners continuously repeat learning until they accomplish the mission. The learners completed pre-class and post-class questionnaires. And a focus group interview was conducted with a randomly selected group of three learners. According to the pre-/post-class test comparison, the gamification class on the theme of "Eco-friendly Clothing Life Cycle" was found not to have a significant effect on learners' immersion or self-directed learning attitudes. However, in the case of the learners with high levels of non-immersion tendency, the level of immersion in the class increased, and the satisfaction level was positively associated with the level of immersion and self-directed attitude. Learners expressed 'concern' and 'expectation' about the gamification class, and said that although the developed class was using a 'new teaching method', 'appropriate use' was necessary. And learners were evaluated this class as a 'student-centered class' and acknowledged that it allowed 'self-directed learning'. The teacher who implemented the class said that this class was more effective in attracting students' expectations and interests compared to the conventional classes, and that the class in the meta-verse environment was perceived as a new type of class in the non-face-to-face era. The teacher also mentioned that when applied to the actual educational field, a detailed design is needed that allows the learners to proceed smoothly, and the role of the teacher in the class was more important. And the teacher also mentioned that the class should be properly designed so that the expectations given by the 'game' do not obscure the essence of the class.

Evaluation of a Virtual Class on Lifelong Health Care for Women (여성의 평생건강관리 가상강좌 평가연구)

  • Park, Jeong-Sook;Yang, Jin-Hyang
    • Journal of Korean Academy of Nursing
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    • v.36 no.7
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    • pp.1265-1273
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    • 2006
  • Purpose: This study was to evaluate a virtual class, 'lifelong health care for women', for female university students. Method: The research design was one group pre-post design. A pretest and posttest were conducted to measure CMI, perceived health status, health promoting lifestyle, and knowledge related to women's health. The subjects of this study were 74 female students in 3 universities, and they were provided with the virtual class by K university consortium for 16 weeks. Data was analyzed by descriptive and paired t-test. Results: There were statistically significant differences in CMI (t=3.367, p=.001), perceived health status (t=-2.788, p=.007), and knowledge related to women's health (t=-10,432, p=.000) between the pretest and posttest. However, there was not a statistically significant difference in a health promoting lifestyle (t=-1.431, p=.157) between the pretest and posttest. Conclusion: These results suggest that a virtual class on lifelong health care for women is aneffective method in decreasing health problems, and improving perceived health status and knowledge related to women's health by female university students.

The Influence of NCS (National Competency Standard) Food and Beverage Practice Class using the SCAMPER Method on Learning Motivation: Subject to Specialized High Schools

  • Jeong, Sangmin;Moon, Jinuk;Ha, Heon Su;Jung, Jihye
    • Culinary science and hospitality research
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    • v.22 no.1
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    • pp.19-31
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    • 2016
  • In this study, the SCAMPER method which is a creative thinking method is applied in the food and beverage class of a specialized high school NCS study module to enhance creative thinking and investigate the influence on learning motivation of students. For verification, 10 sessions of 50 minutes classes were performed on 1, 2 grade students in H high school located in Gyeonggi-do Yangju City from August to November 2015 subject to 54 subjects in the experiment group and 54 subject in the control group. To look into the influence of the NCS food and beverage practice class using the SCAMPER method on learning motivation, pre post survey investigation was conducted on the students for measurements through surveys to deduct conclusions. As a result, it was verified that the NCS food and beverage practice class using the SCAMPER method had positive influence on the learning motivation of specialized high school students and positive change was also found in the awareness of SCAMPER method using classes and creative activities in the students. In this study, the influence of the NCS food and beverage practice class using the SCAMPER method on learning motivation subject to specialized high school students is investigated to have meaning as data to expand the research range of NCS food and beverage practice education.

Developing a Teaching-Learning Model for Flipped Learning for Institutes of Technology and a Case of Operation of a Subject (공과대학의 Flipped Learning 교수학습 모형 개발 및 교과운영사례)

  • Choi, Jeong-bin;Kim, Eun-Gyung
    • Journal of Engineering Education Research
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    • v.18 no.2
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    • pp.77-88
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    • 2015
  • Recently, there has been an increasing interest in 'Flipped Learning,' an IT-based learner-centered teaching-learning method corresponding to meet the paradigm of the future education. For smooth Flipped Learning, there are three steps in total: a pre-class should precede; then, in the structure of classes in the classroom, in-class learning among peer learners should be done; and lastly, the operation of a post-class should be done. For successful Flipped Learning, class elements in each step should be designed with a time difference, interconnected so as to achieve a single educational objective. However, it was found that there was a limitation in that the teaching-learning model of the preceding Flipped Learning consisted of the order of analysis, design, development, implementation and evaluation as general procedures, so it would not sufficiently consider the situations of Flipped Learning only. On this background, this thesis proposes a differentiated Flipped Learning model for mastery learning in a subject of an institute of technology as a model of systematic instructional design and presents a case of a class applied to an actual subject of computer engineering.

The Effects of Teaching University Mathematics in English (대학 수학 교육에서 영어 강의의 효과 연구)

  • Lee, Hae-Moon;Kim, Young-Wook
    • Journal for History of Mathematics
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    • v.20 no.1
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    • pp.83-102
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    • 2007
  • A math class in Korean university was taught in English for one semester and the students' improvement was measured in math content and English proficiency. Pre and post test in 9 week intervals showed that math content loaming in the immersion class was superior to the non-immersed class. Especially, the immersion class showed remarkable improvement in difficult problems among math content test problems. The immersion class improved in math-related English, but not in general English. It is discussed that the particular English expressions for math are hardly separable from the math content knowledge in English because understanding and using those expressions correctly means the students' understanding of math concept in English and thus the math concept itself.

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