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A Triple Residual Multiscale Fully Convolutional Network Model for Multimodal Infant Brain MRI Segmentation

  • Chen, Yunjie;Qin, Yuhang;Jin, Zilong;Fan, Zhiyong;Cai, Mao
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.14 no.3
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    • pp.962-975
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    • 2020
  • The accurate segmentation of infant brain MR image into white matter (WM), gray matter (GM), and cerebrospinal fluid (CSF) is very important for early studying of brain growing patterns and morphological changes in neurodevelopmental disorders. Because of inherent myelination and maturation process, the WM and GM of babies (between 6 and 9 months of age) exhibit similar intensity levels in both T1-weighted (T1w) and T2-weighted (T2w) MR images in the isointense phase, which makes brain tissue segmentation very difficult. We propose a deep network architecture based on U-Net, called Triple Residual Multiscale Fully Convolutional Network (TRMFCN), whose structure exists three gates of input and inserts two blocks: residual multiscale block and concatenate block. We solved some difficulties and completed the segmentation task with the model. Our model outperforms the U-Net and some cutting-edge deep networks based on U-Net in evaluation of WM, GM and CSF. The data set we used for training and testing comes from iSeg-2017 challenge (http://iseg2017.web.unc.edu).

Analysis of Individual, Social, and Environmental Factors influencing Korean Adolescents' Depression and Suicidal Ideation by Gender (성별에 따른 청소년의 우울증과 자살사고에 미치는 개인적, 사회적, 환경적 접근에 따른 영향요인 분석)

  • Yi, Yunjeong;Pyo, Eunyoung;Jeong, Jinok;An, Jiyeon
    • Journal of the Korean Society of School Health
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    • v.29 no.3
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    • pp.189-200
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    • 2016
  • Purpose: The purpose of the study is to examine the factors that influence Korean adolescents' depression and suicidal ideation from individual, social and environmental perspectives by gender. The study used the date of the 2015 Korea Youth Risk Behavior Web-based Survey and the subjects were 68,043 middle and high school students. The levels of depression and suicidal ideation were the dependent variables and the factors influencing the dependent variables included 11 individual factors, 3 social factors and 7 environmental factors. The data were analyzed using odds ratios (OR) from multi-variable logistic regression analysis. As a result, the most significant individual factors that influenced both depression and suicidal ideation were stress and subjective happiness both in boy and girls, the most significant social factor was participation in violence treatment programs, and the most significant environmental factors were economic status, father's educational level, and whether or not they lived with their family. Therefore, programs and policies to improve adolescents' mental health should be developed considering individual, social, and environmental factors.

A Study on the Health Risk Behaviors of Adolescents from Multicultural Families according to the Parents' Migration Background (다문화가정 청소년의 가족유형에 따른 건강행태)

  • Yu, Jung-Ok;Kim, Myo Sung
    • Research in Community and Public Health Nursing
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    • v.26 no.3
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    • pp.190-198
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    • 2015
  • Purpose: This study aimed to compare health risk behaviors among adolescents according to whether or not the parents were born in South Korea. Methods: From the database of the ninth Korea Youth Risk Behavior Web-based Survey (KYRBS), the researchers classify adolescents into four groups: those whose parents were both native Korean, those whose mother only was a native Korean, those whose father only was a native Korean, and those whose parents were both foreign-born. Data were analyzed using ${\chi}^2$-test and multiple logistic regression with the SPSS/WIN 18.0 program. Results: The adolescents with a foreign-born mother were less likely to smoke and drink alcohol than those with native Korean parents, but for other health risk behaviors the two groups were similar to each other. The adolescents with a foreign-born father were at a greater risk of drug use, intercourse, depression and violence at school than those with native Korean parents. The adolescents whose parents were born abroad were at a greater risk of smoking, drug use, intercourse, depression, suicidal ideation and violence at school than those with native Korean parents. Conclusion: Health promotion approaches differentiated by the type of multi-cultural family are needed in order to improve multi-cultural adolescents' health.

A Study on the Effect of Social Commerce's Trust-Building on Intention of Continuous Use (소셜커머스 신뢰 형성이 지속적 이용의도에 미치는 영향에 관한 연구)

  • Hwang, In-Ho;Kim, Jin-Soo
    • Journal of Information Technology Applications and Management
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    • v.23 no.1
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    • pp.1-23
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    • 2016
  • Social commerce (s-commerce) is a subset of e-commerce and uses social media for social interactions. Although s-commerce has been rapidly growing, disputes between some s-commerce firms and their consumers often occur over issues such as poor customer services, incorrect product information, and late refunds. In order for s-commerce to continuously grow, s-commerce firms need to build consumer-trust in their transaction process to minimize their consumers' uncertainty. The purpose of this study is to examine the relationships between the multidimensional trust (ability, integrity, benevolence) and the intention of continuous use of s-commerce. Moreover, this study presents antecedent factors needed for trust-building by applying the characteristics of s-commerce, and verifies the relations between the variables. We test and validate the research model and related hypotheses using structural equation modeling based on a survey done on 428 people who have previous experience with s-commerce. The result shows that trust has positive effect on the intention of continuous use, and verifies the necessity of the antecedent factors (social presence, assurance, informativeness, economic feasibility, and seller reputation) for trust-building. This study provides strategy for the continuous growth of s-commerce, and suggests theoretical implication that explains the relationship between the characteristics of s-commerce and consumers.

Project Performance Creation Mechanism through Online Collaboration System : Focusing on Individual, Relational, and System Characteristics (온라인 협업 시스템을 통한 프로젝트 성과 창출 메커니즘 연구 : 개인특성, 관계특성, 시스템특성을 중심으로)

  • Park, Junyoung;Seo, Bong-Goon;Park, Do-Hyung
    • Journal of Information Technology Applications and Management
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    • v.25 no.1
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    • pp.47-66
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    • 2018
  • The development of IT is transforming from the way it has been working face-to-face in performing projects to the online collaboration method using web-based tools. Therefore, various online collaboration tools are being developed and commercialized, including 'Google Docs', which is called the online office. Using these online collaboration tools, users can share documents with other users and collaborate in real time. Therefore, in recent years, companies and educational institutions have been using online collaboration tools to carry out tasks and projects that require collaboration. Various factors can affect the project performance satisfaction through online collaboration tools. In this regard, it is necessary to confirm the factors affecting the satisfaction of the project performance. However, there is not enough empirical research on the satisfaction of the performance through the online collaboration tool. Therefore, this study will investigate the mechanism of project performance satisfaction through online collaboration tool considering the Individual characteristics of the project performing subject, the relationship characteristics between the project members, and the system characteristics of the collaboration tool.

Design and Construction of Analysis System using R (R 을 이용한 분석 시스템 구축 방안 및 설계)

  • Kwon, Youngoh;Jin, Byoungsam;Bae, Youngchul
    • Journal of Platform Technology
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    • v.6 no.1
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    • pp.9-16
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    • 2018
  • In recent years, many analysts have been using Python and R to analyze data using efficient analysis and statistics. However, it is difficult to solve the requirement to express various analyzes in real time through the web system using only two languages. In addition, it is possible to confirm that the extracted P-Value is different from the value in R because there is no corresponding algorithm in Java or the corresponding source is not verified. Therefore, in this paper, we propose a method to apply analyst 's analysis algorithm contents directly to his system using R in other languages.

The Implementation of Vital Sign Information Parsing Module using TMO(Time Triggered and Message Triggered Method) (TMO를 이용한 생체정보 수신모듈 구현)

  • Cho, Eui-Joo;Kim, Chun-Suk;Kim, Gwang-Gun
    • The Journal of the Korea institute of electronic communication sciences
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    • v.3 no.4
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    • pp.247-253
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    • 2008
  • The TMO may contain two types of methods, time-triggered methods(also called the spontaneous methods of SpMs) which are clearly separated from the conventional service methods (SvMs). The SpM executions are triggered upon design time whereas the SvM executions are triggered by service request message from clients. In this paper, we describes the application environment as the patient monitor telemedicine system with TMO structure. Vital sign information web viewer systems is also the standard protocol for medical image and transfer. In order to embrace new technologies as telemedicine service, it is important to develope the standard protocol between different systems in the hospital, as well as the communication with external hospital systems.

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Relationship between Smoking Initiation and School Characteristics According to Grade Level among High School Students in Korea

  • Woo, WonKyu;Kim, Dongsik;Cho, Youngtae
    • Korean Journal of Health Education and Promotion
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    • v.29 no.5
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    • pp.115-123
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    • 2012
  • Objectives: Students' life changes substantially as grade increases. It implies that risk factors that trigger students' smoking may not be consistent across grades. Most previous studies on student smoking have considered grade simply a control variable. This study examines which and to what extent risk factors are differently associated with smoking initiation according to grade level among high school students in Korea. Methods: Data from the Korean Youth Risk Behavior Web-based Survey (KYRBWS) conducted by the Korea Centers for Disease Control and Prevention (KCDC) in 2007 and 2008 were analyzed in this study. Results: Among boys, school location, school type and pocket money etc. significantly influence smoking initiation in the first grade than in any other grades, but the strength of the association decreased as grade increases except academic performance. Among girls, most independent variables were associated with smoking initiation in the second grade except school location, pocket money per week and academic performance. Conclusions: Our results suggested that the variables related smoking initiation in Korean high school students were notably different by grade and gender. These findings can serve as the basis of policy recommendations with regard to school efforts to prevent student smoking.

A Study on the Survey Method of the Residents′ Housing Needs Using Interactive Media - Focused on the Difference Analysis of Answer Disposition by Media - (인터랙티브 미디어를 이용한 거주자 요구 조사방법에 관한 연구 1 - 매체별 응답성향 차이분석을 중심으로 -)

  • 김석태;오찬옥;박수빈;양세화
    • Korean Institute of Interior Design Journal
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    • v.13 no.5
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    • pp.114-124
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    • 2004
  • Most previous studies, in general, related to housing needs have analyzed the data from self-administered survey or interview using questionnaire or simple 2D floor plan. This study was Intended to suggest how to increase the reliability and effectiveness of such survey methods in examining the residents' housing needs. In order to accomplish the purpose, the two kinds of surveys using Web based VR media and typical questionnaire were peformed. The same questions were used for these two surveys, and they included the furniture characteristics, use of each room, adjustment of room size, preferences for interior colors, preferred furniture in living room, space layout of floor plan, housing life style, and preference for housing characteristics. The answer differences between these two were analyzed. The subjects were 402 housewives who lived in apartment houses in Haeundae, Busan. Finding were as follows: first, the media method was more likely to be effective than typical questionnaire survey in explaining housing needs for the adjustment of room size in housing unit plan. Second, the media method was more realistic and reliable than the other in comprehending the needs for the interior colors. Last, the VR media tended to be more effective than the other in understanding the space layout of floor plan. This research sheds light on the utilization of visual instrument for the analysis of needs related to space use.

The Effect of Science Journal Writing on the Science-Related Affective Domain of Scientifically Gifted Students at Middle School Level (과학일기쓰기가 과학영재의 과학에 관련된 정의적 특성에 미치는 영향)

  • Nam, Kyung-Woon;Lee, Bong-Woo;Lee, Sung-Muk
    • Journal of The Korean Association For Science Education
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    • v.24 no.6
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    • pp.1272-1282
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    • 2004
  • The purpose of this study was to investigate the effect of science journal writing on science-related affects of scientifically gifted students at middle school level. Twenty one gifted students attending a university science gifted program wrote science journals for two months in a web-supported environment. The data sources include student journals, questionnaire and exit interviews. The results indicate that science journal writing has influenced the students positively in the affective domain, and in particular, cognitions of science, interests in science and scientific attitudes.