• Title/Summary/Keyword: Outcomes

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Association Rule Mining and Collaborative Filtering-Based Recommendation for Improving University Graduate Attributes

  • Sheta, Osama E.
    • International Journal of Computer Science & Network Security
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    • v.22 no.6
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    • pp.339-345
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    • 2022
  • Outcome-based education (OBE) is a tried-and-true teaching technique based on a set of predetermined goals. Program Educational Objectives (PEOs), Program Outcomes (POs), and Course Outcomes (COs) are the components of OBE. At the end of each year, the Program Outcomes are evaluated, and faculty members can submit many recommended measures which dependent on the relationship between the program outcomes and its courses outcomes to improve the quality of program and hence the overall educational program. When a vast number of courses are considered, bad actions may be proposed, resulting in unwanted and incorrect decisions. In this paper, a recommender system, using collaborative filtering and association rules algorithms, is proposed for predicting the best relationship between the program outcomes and its courses in order to improve the attributes of the graduates. First, a parallel algorithm is used for Collaborative Filtering on Data Model, which is designed to increase the efficiency of processing big data. Then, a parallel similar learning outcomes discovery method based on matrix correlation is proposed by mining association rules. As a case study, the proposed recommender system is applied to the Computer Information Systems program, College of Computer Sciences and Information Technology, Al-Baha University, Saudi Arabia for helping Program Quality Administration improving the quality of program outcomes. The obtained results revealed that the suggested recommender system provides more actions for boosting Graduate Attributes quality.

A Study on the Development of Program Outcomes Assessment System using Reflection Journal (성찰저널을 활용한 프로그램 학습성과 평가체계 개발)

  • Lee, Youngtae;Lim, Cheolil
    • Journal of Engineering Education Research
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    • v.16 no.3
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    • pp.42-50
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    • 2013
  • The main purpose of this study was to develop a program outcomes assessment tool using reflection journal. Reflection journal has recently come to gain more attention from school as an alternative assessment tool. Although numerous studies reconfirmed the educational importance and value of reflection journal as an assessment tool, research on the assessment tool of the engineering accreditation, based on education view is scarce. After literature reviews about the case studies on the program outcomes assessment, this study, to analyse the current assessment tools, and then, examined the educational implications of reflection journal as a program outcomes assessment tool. This study suggested the assessment tool using reflection journal for PO6 (teamwork) and PO11 (engineering ethics), one of the most important assessment items in engineering accreditation. In this study, we used the performance criteria, assessment criteria, rubric, and closed the loop to measure the teamwork and engineering ethics. The result of this study is significant in terms of guiding the future evaluation system development for program outcomes.

A Study on the Effect of Situational Constraints of Negotiation affects Outcomes: Focus on the Conditions of Trade Contracts (협상의 상황적 제약이 협상성과에 미치는 영향에 관한 연구 - 무역계약 상황을 중심으로 -)

  • Kim, Ji-Yong
    • International Commerce and Information Review
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    • v.11 no.2
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    • pp.329-342
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    • 2009
  • The purpose of this study was to identify the issues which how situational constraints of negotiation affect outcomes. To achieve the purpose of this research, a multiple regression model was set up to identify the relationships between situational constraints of negotiation and negotiation outcome on international trade contracts. To implement the study, empirical questionnaires were collected from Korean business men who have actually conducted international trade with foreign firms. Reliability analysis and factor analysis were used to assess the reliability and validity of research variables. and multiple regression analysis were used for testing the relationships between situational constraints of negotiation and negotiation outcome. From this study, following results were identified; i) situational constraints of negotiation effects on negotiation outcomes ii) arbitrary and continuous situations affect significantly positive on negotiation outcomes iii) submissive situations affect significantly negative effects on negotiation outcomes In conclusion, participant of negotiation and their managers try to promote negotiation situation toward to arbitrary and continuous situations if they have any availability.

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Clinical Competency-Centered Learning Outcomes in Basic Medical Education (진료역량 중심의 기본의학교육 학습성과)

  • Lee, Kang Wook
    • Korean Medical Education Review
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    • v.18 no.3
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    • pp.145-149
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    • 2016
  • Outcome-based learning is a global trend in medical education. The Korean Association of Medical Colleges (KAMC) has been developing learning objectives for basic medical education (BME) in Korea. In 2012, KAMC published the 1st edition of "Learning outcomes of basic medical education: Clinical competency-centered" in order to promote outcome-based medical education. KAMC has recently revised and updated the learning outcomes of basic medical education in the clinical competency-centered 2nd edition to reflect the suggestions of all medical schools in Korea and improve application of the published learning outcomes for BME in the field of medical education. KAMC has been making efforts to integrate clinical competency-centered learning outcomes with scientific concepts and principle-centered learning outcomes in addition to basic clinical skills and performance in BME.

A Comparison Study of Multivariate Binary and Continuous Outcomes

  • Pak, Dae-Woo;Cho, Hyung-Jun
    • The Korean Journal of Applied Statistics
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    • v.25 no.4
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    • pp.605-612
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    • 2012
  • Multivariate data are often generated with multiple outcomes in various fields. Multiple outcomes could be mixed as continuous and discrete. Because of their complexity, the data are often dealt with by separately applying regression analysis to each outcome even though they are associated the each other. This univariate approach results in the low efficiency of estimates for parameters. We study the efficiency gains of the multivariate approaches relative to the univariate approach with the mixed data that include continuous and binary outcomes. All approaches yield consistent estimates for parameters with complete data. By jointly estimating parameters using multivariate methods, it is generally possible to obtain more accurate estimates for parameters than by a univariate approach. The association between continuous and binary outcomes creates a gap in efficiency between multivariate and univariate approaches. We provide a guidance to analyze the mixed data.

Relationship of Children's Quality of Friendship and Conflict Resolution : Strategies and Outcomes (학령기 아동의 친구관계의 질과 갈등해결방식 및 종결방식과의 관계)

  • Kim, Song Yee
    • Korean Journal of Child Studies
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    • v.27 no.4
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    • pp.265-278
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    • 2006
  • This study examined the relationship of children's quality of friendship, conflict resolution strategies, and conflict outcomes by peer status. Thirty-four elementary school 5th grade dyads were selected by peer status and friendship status. The major results were that (1) popular children perceived more help and less conflict and rivalry from friends than rejected children. (2) Popular children used more compromising/integrating and less dominating strategies than rejected children to resolve conflicts. Conflicts between popular-average pairs resulted in equal outcomes more often and unresolved outcomes less often than rejected-average pairs. (3) There were significant correlations between friendship quality, conflict resolution strategies, and conflict outcomes by peer status.

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Family Leisure Motivation and Outcomes of Family Leisure Activities (가족 여가 참여 동기 및 가족 여가 활동의 효과)

  • Cheon Hyejung
    • Journal of Family Resource Management and Policy Review
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    • v.8 no.2
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    • pp.1-13
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    • 2004
  • This study examines divergent experiences of family leisure from parent, child and family-level perspectives. In particular, emphasis is placed on differences and similarities about family leisure motivation and outcomes of family leisure activities among socioeconomic backgrounds. Questionnaires were completed by 100 families. The results indicate that Korean families mostly participate family leisure activities because of family bonding although this tendency emerges clearly only from parents' and female adolescents' responses. The families evaluate that family leisure activities bring more positive outcomes than negative outcomes to families. Intellectual motivation, family bonding motivation, and relaxation motivation are positively related to positive outcomes while obligation motivation is negatively related to positive outcomes. Further conclusions and implications are discussed.

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A Study on Learning Modules for Course Embedded Assessment of Soft Skills Program Outcomes (소프트스킬 프로그램 학습성과의 교과기반 평가(CEA)를 위한 학습모듈(안)에 관한 연구)

  • Kang, Sang Hee
    • Journal of Engineering Education Research
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    • v.23 no.6
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    • pp.40-50
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    • 2020
  • This paper proposes learning modules as a kind of integrated instruction model for soft skills program outcomes to enable CEA. Learning modules consist of course learning objectives(outcomes) described in detail, learning content(elements), learning activities(teaching learning methods), evaluation methods, evaluation rubrics so that they can be evaluated based on the performance criteria of the program learning outcomes. The unit of time for the learning module is 50 minutes. If this learning module is applied, it is expected that the soft skill program outcomes can be evaluated in the technical course. As a result of the expert feasibility study, the positive answers were much higher than the negative answers in most of the questions about the composition of the learning module or the method of managing the class.

Long-term outcomes of nail bed reconstruction

  • Koh, Sung Hoon;You, Youngkee;Kim, Yong Woo;Kim, Jin Soo;Lee, Dong Chul;Roh, Si Young;Lee, Kyung Jin;Hong, Min Ki
    • Archives of Plastic Surgery
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    • v.46 no.6
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    • pp.580-588
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    • 2019
  • Background There are various reconstructive options for nail bed defects. However, it is challenging not to leave a deformity. In this study, we investigated differences in outcomes depending on the reconstruction method, attempted to determine which method was better, and analyzed other factors that may affect outcomes. Methods The long-term outcomes of nail bed reconstruction were reviewed retrospectively. We performed three types of reconstruction depending on the defect type: composite grafts of severed segments, nail bed grafts from the big toe, and two-stage surgery (flap coverage first, followed by a nail bed graft). Subsequent nail growth was evaluated during follow-up, and each outcome was graded based on Zook's criteria. The reconstruction methods were statistically analyzed. Other factors that could contribute to the outcomes, including age, the timing of surgery, germinal matrix involvement, defect size, and the presence of bone injuries, were also compared. Results Twenty-one patients (22 digits) who underwent nail bed reconstruction were evaluated. The type of reconstruction method did not show a significant relationship with the outcomes. However, patients who sustained injuries in the germinal matrix and patients with a defect larger than half the size of the nail bed had significantly worse outcomes than the comparison groups. Conclusions The results suggest that no operative method was superior to another in terms of the outcomes of nail bed reconstruction. Nevertheless, involvement of the germinal matrix and defect size affected the outcomes.

MRI Findings to Predict Neurodevelopmental Outcomes in Preterm Infants Near Term-Equivalent Age

  • Hong, Hyun Sook;Kim, Sung Shin;Park, Ga Young
    • Investigative Magnetic Resonance Imaging
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    • v.24 no.1
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    • pp.30-37
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    • 2020
  • Purpose: Preterm infants are at high risk for adverse neurodevelopmental outcomes. Magnetic resonance imaging (MRI) has been proposed as a means of predicting neurodevelopmental outcomes in this population. It is controversial whether diffuse excessive high signal intensity (DEHSI) represents damage to the white matter or delayed myelination in preterm infants. This study investigated MRI findings for predicting the severity of neurodevelopmental outcomes and assessing whether preterm infants with DEHSI near term-equivalent age have abnormal neurodevelopmental outcomes. Materials and Methods: Preterm infants (n = 64, gestational age at birth < 35 weeks) undergoing brain MRI near term-equivalent age and subsequent neurodevelopmental outcomes were evaluated between 18 and 24 months of age. The associations of MRI findings and the risk of severe cognitive delay, severe psychomotor delay, cerebral palsy (CP), and neurosensory impairment were analyzed. The associations of DEHSI with risks of severe cognitive delay, severe psychomotor delay, CP, and neurosensory impairment (hearing or visual impairment) were analyzed. Outcome data were evaluated by logistic regression and the Fisher's exact test. Results: There were significant associations between abnormal white matter findings and delayed mental development, delayed psychomotor development, neurosensory impairment, and presence of CP. The presence of DEHSI was not correlated with delayed neurodevelopmental outcomes or presence of CP. In multivariate logistic regression analyses, cystic encephalomalacia, punctate lesion, loss of white matter volume and ventricular dilation were significantly associated with CP. Conclusion: Abnormal MRI findings near term-equivalent age in preterm infants predict adverse neurodevelopmental outcomes. No significant association between DEHSI and adverse neurodevelopmental outcomes was demonstrated.