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Understanding Child Abuse Based on Big Data Analysis -A Basic Study on the Development of Machine Learning Algorithm- (빅데이터 분석에 기반한 아동학대의 이해 -머신러닝 알고리즘 개발 기초연구-)

  • Bae, Jungho;Burm, Eunae
    • Journal of Internet of Things and Convergence
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    • v.8 no.4
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    • pp.57-63
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    • 2022
  • The purpose of this study is to provide basic data on policy development using big data analysis and machine learning algorithms as part of preparing measures to prevent child abuse. In order to analyze big data for developing machine learning algorithms to prevent child abuse, frequency analysis, related word analysis, and emotional analysis were performed after defining academic databases and social network service data as big data. related words, and emotional analysis were conducted. As a result of the study, a preventive child abuse algorithm can be developed by preparing a data collection and sharing network system to prevent child abuse from the perspective of children affected by child abuse, perpetrators, and government authorities. Although it will be possible by institutionalizing infant self-esteem, depression, and anxiety tests with clues that depression and anxiety appear due to a decrease in self-concept in the characteristics of children affected by child abuse. We suggest that continuous progress of big data collection and analysis and algorithm development research to prevent child abuse, and expects that effective policies to prevent child abuse will be realized to eradicate child abuse crimes.

The Development of Intervention Program for Enhancing Elementary Science-Poor Students' Basic Science Process Skills - Focus on Eye Movement Analysis - (초등과학부진학생의 기초과학탐구능력 향상을 위한 중재프로그램 개발 -안구운동을 중심으로-)

  • Shin, Won-Sub;Shin, Dong-Hoon
    • Journal of The Korean Association For Science Education
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    • v.34 no.8
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    • pp.795-806
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    • 2014
  • The purpose of this study is to develop an intervention program for improvement of elementary science-poor students' Basic Science Process Skill (BSPS) and to validate the intervention program's effectiveness using eye-tracker. The participants of this study were 35 elementary science-poor students. This study's method was the analysis of real-time eye movements during basic science process skill problem solving. SMI's 120 Hz iView XTM RED was used to collect EMD (eye movement data). Experiment 3.4 and BeGaze 3.4 programs were used to design experiment and to analyze EMD. The results of this study are as follows. First, we developed an intervention program including BSPS instructional strategy, behavior of teachers & student according instructional strategy stage, teachinglearning plan and learning note. Second, science poor students' BSPS ability has improved statistically significantly through the application of intervention program and BSPS problem-solving time decreased statistically significantly. Third, AFT (average fixation time) of BSPS Question and keyword area decreased statistically significantly. Fourth, APD (average pupil diameter) of BSPS problem-solving process expanded statistically significantly. Fifth, AST (average saccade time) of BSPS problem-solving process increased statistically significantly. Sixth, AFET (average fixation entry time) of BSPS problem-clue area was accelerated statistically significantly, AFT of BSPS problem-clue area reduced statistically significantly.

A Study of Story-Shell Applied to Mathematical Communication (이야기 틀을 활용한 수학 수업에 나타난 의사소통 활동 분석)

  • Kim Young Ok;Paik Seok Yoon
    • Journal of Elementary Mathematics Education in Korea
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    • v.8 no.1
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    • pp.1-21
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    • 2004
  • The purpose of this study is analyzing phenomenon of mathematical communication by students applied story shell. Also, this study is obtained teaching indicated in early standardized mathematics classes. It is served we realize the purpose of study and set study subject to be as follows. First, it finds out how to be described activities of students' mathematical communication in the mathematics class applied story shell. Second, it finds out what phenomenon is observed in a behavior side of the mathematics class applied story shell. It is developed 7 story shells for the 6th grade of the elementary school for about 4 months and when applying mathematics classes, it is analyzed the notes and recorded data to get in an each class and when applying mathematics classes. It is analyzed the notes and recorded data to get in an each class. The result of this study is as follows: First, in a mathematics class which applies story shell, students concentrate on the class when hearing and reading mathematics problem. So, they are able to understand a mathematical language included in the problem. Second, in a mathematics class which applies story shell, students participate actively at the mathematics class. And in complicate situation among the students it is served they justify own opinion and persuaded logically. The point which study hints to see such a result is as follows: First, in a mathematics class which applies story shell students have answered more quickly than the old times as hearing and reading the problem in a picture. Second, in a mathematics class which applies story shell, students were used to being the mathematics language intimately and there was to observe to express it by an equation. Third, in a mathematics class which applies story shell students attend to study activity with interest. Forth, in situation of complicate thought, students are persuading and explaining their opinions for the purpose of justification.

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A Survey of Korean Youths' Gender Equality consciousness and Its Relationship with General Value (한국청소년의 성평등의식 실태와 일반적 가치와의 관계에 관한 연구)

  • Park, Soo-Mi
    • Korea journal of population studies
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    • v.31 no.3
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    • pp.85-106
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    • 2008
  • This study explores Korean youths' gender equality consciousness in an attempt to search for a way to increase youth's gender equality consciousness. First, this study carries out a survey of youths' gender equality consciousness based on questionnaires collected from a nationwide sample. Second, this study attempts to identify key points needed to evaluate youths' gender equality consciousness in terms of youths' general values. The data used for this survey is from the survey on youths' values conducted by Korean Institute for Health and Social Affairs in 2006 with a sample of 11,240 students from 132 schools nationwide. As a result, youths in 2006 had higher gender equality consciousness than that of previous years(2002). Especially, the support for the fair share of domestic work in the house by youths was significantly increased than the past. However, the survey of youths' values showed clear gender gaps in general attitudes of youths including gender equality consciousness. Female students not only had higher gender equality consciousness than male students but also had higher levels of 'universal value' which would allow one to become sensitive to discrimination and 'self development and achievement value'. In contrast, male students scored high on 'power-oriented value' related to discriminatory attitudes. Therefore, the study recommends focusing on alleviating the gender gaps through school education and other various media education.

Effects of Lecturer Appearance and Speech Rate on Learning Flow and Teaching Presence in Video Learning (동영상 학습에서 교수자 출연여부와 발화속도가 학습몰입과 교수실재감에 미치는 효과)

  • Tai, Xiao-Xia;Zhu, Hui-Qin;Kim, Bo-Kyeong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.1
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    • pp.267-274
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    • 2021
  • The purpose of this study is to investigate differences in learning flow and teaching presence according to the lecturer's appearance and the lecturer's speech rate. For this experiment, 183 freshman students from Xingtai University in China were selected as subjects of the experiment, and a total of four types of lecture videos were developed to test the lecturer's appearance and their speech rates. Data was analyzed through multivariate analysis of variance. According to the results of the analysis, first, learning flow and teaching presence of groups who experienced the presence of the lecturer appeared were significantly higher than the groups who learned without the appearance of the lecturer. Second, the groups who learned from videos with a fast speech rate showed higher learning flow and teaching presence than the group who learned at a slow speech rate. Third, there were no significant differences in both learning flow and teaching presence according to the lecturer's appearance and speech rate. This result provides a theoretical and practical basis for developing customized videos according to learners' characteristics.

Song-Induced Autobiographical Memory of Patients With Early Alzheimer's Dementia (노래를 통한 초기 알츠하이머 치매환자의 자서전적 기억)

  • Han, Seung Ah
    • Journal of Music and Human Behavior
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    • v.13 no.2
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    • pp.49-66
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    • 2016
  • This study investigated the song-induced autobiographical memory of patients with early Alzheimer's Dementia (AD) by comparing the effects of patient-selected songs (M-AD) versus music therapist-selected songs (M-MT). A total of 19 patients with early AD participated in this study. In the M-AD and M-MT conditions, each participant listened to a song and was instructed to recall memory. The time to recall memory, the specificity of the memory, mood changes, and the type of recalled memory were measured. Perceived familiarity and preference of the used songs and association of the song with the recalled memory were also analyzed. The results of the study showed that the M-AD condition elicited more specific memory and positive mood change than the M-MT condition. In addition, AD patients reported a higher level of familiarity with and preference of songs in the M-AD condition, compared to the M-MT condition. These results indicate that patient-selected songs, which have a personal meaning to an individual, could be effectively used for intervening with memory of this population, which would support music therapists to make better decision with regard to song selection. Further studies would be needed to deepen the understanding of autobiographical memory in older population with cognitive impairment and to propose more effective music therapy strategies for intervening with memory.

The completion of the "Gagogwonryu" was edited by Ha Soon-il (하순일 편집 "가곡원류"의 성립)

  • Shin, Kyung-Sook
    • Sijohaknonchong
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    • v.26
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    • pp.125-149
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    • 2007
  • Until the late 19th century, $\ulcorner$Gagogwonryu(歌曲源流)$\lrcorner$ was a collection of songs which had powerful influence on Gagog tradition. However, its role on Gagog(歌曲) tradition since then is less well known. Generally, it is presumed that Gagog tradition might disappeared by giving way to modern song genre. So this article question that $\ulcorner$Gagogwonryu$\lrcorner$ became extinct rapidly between the late 19th century and early 20th century, and follow $\ulcorner$Gagogwonryu$\lrcorner$ tradition of early 20th century. Gagog instruction for beginner had a clue to answer this question. This instruction was written by Ha Son-il(河順一) who was a teacher and singer in a private music institute. named 'ChoyangGurakbu(調陽俱樂部). Accordingly, this article has processed two phases in order to find out this question. First of all, this article analyzed Gagog instruction that Ha soon-il edited. As a result, it found out that Gagog instruction included the whole $\ulcorner$Gagogwonryu$\lrcorner$'s contents in the 19th century and was transmitted actively until the early 20th century. Second, this article found out $\ulcorner$Gagogwonryu$\lrcorner$ tradition of the early 20th century by analyzing character of ChoyangGurakbu. And also this article discovered ChoyangGurakbu had been managed by an vigorous aid association. Gagog instruction for beginner written by Ha Son-il had spreaded from strength to strength in the early 20th century.

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Factors Influencing Entrepreneurs' Well-Being : Positive Psychological Capital and Antecedents (창업가의 웰빙에 미치는 영향요인 : 긍정심리자본과 선행요인)

  • Kim, Hyeong Min;Kim, Jin Soo
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.15 no.5
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    • pp.203-220
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    • 2020
  • The purpose of this study is to examine the importance of entrepreneurs' well-being, and to propose several ways to improve it. First, the factors influencing entrepreneurs' well-being were explored via previous literature review, and positive psychological capital based on positive psychology was selected as the main factor. In addition, the hypotheses were formulated and the research model was constructed by selecting authentic leadership, mastery goal orientation, and social support as the antecedents predictably associated with positive psychological capital. To empirically analyze the proposed model, a questionnaire survey was conducted for the entrepreneurs who fulfilled the training/coaching/consulting programs offered by the Youth Startup Academy. By using the collected 133 responses, PLS-Structural Equation Analysis, PLS-Multi Group Analysis(MGA), and PLS-Importance-Performance Map Analysis(IPMA) were performed. As a result, it was found that positive psychological capital had a high causal relationship with the well-being of entrepreneurs; and authentic leadership and mastery goal orientation had a positive effect on positive psychological capital. However, the statistical significance of the impact of social support has not been verified. While differences in causality between early and growing stages of start-ups only acted as sub-factors of positive psychological capital, the aforementioned three antecedents showed a significant difference for hope and optimism, respectively. This study expanded the topic of entrepreneurship-related research, which mostly focuses on identifying the performance factors of start-ups. It is meaningful in that it empirically verified the causality model constructed by exploring the factors with respect to the mental well-being of entrepreneurs, which is a main theme in the entrepreneurship-related research. These results found in the current study will render practical insights to entrepreneurs, researchers, and educators.

A study on sustainability improvement of tuberculosis control projects supported by ODA (공적개발원조(ODA)로 지원되는 결핵관리사업의 지속가능 방안 연구)

  • Park, SunHwa
    • Journal of Digital Convergence
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    • v.15 no.7
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    • pp.139-146
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    • 2017
  • This study was an attempt to review of tuberculosis control projects supported by(Official Development Assistance: ODA) and to describe the meaning of the influencing factors. Also, the study aims to determine the exit strategies of donor countries to sustain these projects. The research was conducted reviewing of tuberculosis-related reports and documents, and understood the tuberculosis control projects in Philippines. There were 14 people who participated, and explored the sustainability limits using in-depth interviewing and observation method. Data from interviews and participant observations were analyzed to the phenomenological method by Colaizzi(1978). A total 4 categories were grouped on the final. The finding shows factors that affect the sustainability of these tuberculosis control projects within Philippines supported by ODA have been divided and explained as follow; "limit of workforce", "limit of finance", "limit of facility and equipment", "limit of participation". To sustain these projects, the following alternative plans have been exemplified; "strengthening professionalism", "strengthening education and public relations", "activated strategy for community involvement", "matching funds for financing". Furthermore, the study of integrated tuberculosis control projects will be needed.

Development of a Scenario and Evaluation for Simulation Learning of Care for Patients with Hyperkalemia of Liver Cirrhosis in Emergency Unit (간호시뮬레이션 학습시나리오의 개발 및 평가 -응급실 내원 간경화증 환자사례를 중심으로-)

  • Kang, Hee-Young;Kim, Eun-Jung;Oh, Yun-Jeong
    • The Journal of the Korea Contents Association
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    • v.13 no.9
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    • pp.312-321
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    • 2013
  • The purpose of this study was to develop a scenario suited for our clinical situations and evaluate the application possibility by evaluating students' problem solving ability and learning satisfaction in simulation learning. This study consisted of contents which could be applied for varied situations such as complications and symptoms related to liver cirrhosis, looking into hyperkalemia symptoms of patients with liver cirrhosis in emergency unit. The stage of developing scenario was organized in the order of setting simulation learning objectives and situations of scenario, making algorithm, writing checklists of clinical performance appraisal, and debriefing. The scenario was constructed with monitor setting(actions), patient/mannequin(actions), expected interventions(events), and cues in chronological order, according to the scenario progression outline of Jeffries (2007). The scenario was used in 2011, consisting of 4-5 people per group of 53 senior nursing students who registered for 'clinical performance appraisal' course. The problem solving ability improved from a score of 4.05 before simulation learning to a score of 4.30 after simulation learning (t=-3.97, p<.001). The score for learning satisfaction after the simulation learning was high (4.09/5). Considering that simulation learning encouraged students to be the main body of class, this learning method can be the effective way of nursing education.