• Title/Summary/Keyword: Assessment of learning process

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An Explainable Deep Learning-Based Classification Method for Facial Image Quality Assessment

  • Kuldeep Gurjar;Surjeet Kumar;Arnav Bhavsar;Kotiba Hamad;Yang-Sae Moon;Dae Ho Yoon
    • Journal of Information Processing Systems
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    • v.20 no.4
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    • pp.558-573
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    • 2024
  • Considering factors such as illumination, camera quality variations, and background-specific variations, identifying a face using a smartphone-based facial image capture application is challenging. Face Image Quality Assessment refers to the process of taking a face image as input and producing some form of "quality" estimate as an output. Typically, quality assessment techniques use deep learning methods to categorize images. The models used in deep learning are shown as black boxes. This raises the question of the trustworthiness of the models. Several explainability techniques have gained importance in building this trust. Explainability techniques provide visual evidence of the active regions within an image on which the deep learning model makes a prediction. Here, we developed a technique for reliable prediction of facial images before medical analysis and security operations. A combination of gradient-weighted class activation mapping and local interpretable model-agnostic explanations were used to explain the model. This approach has been implemented in the preselection of facial images for skin feature extraction, which is important in critical medical science applications. We demonstrate that the use of combined explanations provides better visual explanations for the model, where both the saliency map and perturbation-based explainability techniques verify predictions.

The Effect of Web-based Multimedia Contents for a Course of Physical Examination and Health Assessment (웹기반 건강사정 멀티미디어 컨텐츠의 학습효과)

  • O Pok-Ja;Kim Il-Ok;Shin Sung-Rae;Jung Hoe-Kyung
    • Journal of Korean Academy of Nursing
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    • v.35 no.5
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    • pp.810-816
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    • 2005
  • Purpose: This study was to test the effectiveness of Web-based multimedia contents for Physical Examination and Health Assessment on learning achievement. Method: Multimedia contents based on Jung's teaching and learning structure model were used to enhance learning achievement. Learning achievement was measured by the knowledge of Physical Examination and Health Assessment. The participants of this study were students in a BSN and RN-BSN program in a university located in Seoul. 59 students in the experimental group received lectures using web-based multimedia contents and 75 students in the control group received regular lectures. Results: The mean score of the degree of educational achievement in the experimental group(mean=31.09) was significantly higher than in the control group(mean=25.55)(t=-3.883, p=.000). Conclusion: These web-based multimedia contents were found to maximizethe effectiveness of the teaching process when used as a teaching aid, and yet kept the strength of a face to face teaching learning method. This program is recommended as part of a main text, vital teaching aid or cyber lecture materials in nursing schools and in health care educational institutions.

Problem-Based Learning in medical schools worldwide (국외 의과대학의 문제바탕학습 (Problem-Based Learning))

  • Shin, Hong-Im
    • Korean Medical Education Review
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    • v.10 no.1
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    • pp.35-42
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    • 2008
  • Purpose : Since PBL was first developed by Howard Barrows at McMaster, it has been adopted as one of the best teaching and learning methods in medical schools throughout the world. However, the educational superiority of PBL relative to traditional approaches is less clear. Given the somewhat extensive resources required for the operation of PBL curriculum, this gives reason for concern. The aim of this study is to review experiences of PBL in other medical schools and learn how to implement PBL in our school. Methods : This study was undertaken in two stages. In the first stage, PBL curricular examples in 7 medical schools (University of Pennsylvania, University of Melbourne, University of Maastricht, McMaster University, Flinders University, Harvard medical school. University of California at L.A.) were collected and summarized. In the second stage, a careful search for articles of journals published since 2000 regarding PBL group assessment, effectiveness of PBL and group facilitation skills was conducted. Results : PBL is generally introduced in a core curriculum in undergraduate medical education. Relating to small group assessment, the perception of students has been well developed. but the current PBL assessment tool needs to be revised, to develop thinking skills of students. The PBL graduates considered themselves as having much better interpersonal skills, better competencies in problem solving and self-directed learning than the non-PBL graduates. Tutors used various techniques to raise awareness, facilitate the group process and direct learning. Conclusions : The following three aspects can be regarded as important in this study. First, to implement PBL in our school more effectively, it might be considered, which curriculum content can be best learned with PBL. Second, to enhance students' thinking skills during PBL, a new assessment tool needs to be developed. Third, tutors' competencies are important to facilitate, group process, so it would be worthwhile including in staff development.

An Exploration of the Associations between the Features of Science Performance Assessments and PCK during High School Integrated Science Lessons (고등학교 통합과학 수행평가 사례를 통해 탐색한 교사의 수행평가 실천 특성과 PCK 사이의 관련성)

  • Kang, Nam-Hwa;Kim, Minji
    • Journal of The Korean Association For Science Education
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    • v.40 no.3
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    • pp.291-305
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    • 2020
  • The purpose of this study is to examine whether and how the features of performance assessments implemented during integrated science classes are related to teachers' PCK. We observed and video recorded four high school teachers' performance assessment practices, interviewed them, and surveyed their PCK. An analysis of the data shows that the teachers' performance assessment practices differed in terms of assessment of process, diagnosis of student learning progress, feedback, degree of classroom interactions, and use of assessment criteria. In particular, the opportunities for students to participate in assessment actively and use of assessment for learning varied across teachers. Also, relational patterns among science teaching orientations, PCK and performance assessment practices were found. When a teacher aimed at teaching for both academic learning and scientific literacy, sophisticated PCK was shown and assessment practices were complex accordingly. When scientific literacy was emphasized PCK highlighted experiential learning and assessments were not clearly distinguished from learning activities. In contrast, when academic achievement was emphasized traditional teaching strategies and assessments were highlighted. Based on these findings a number of topics for professional development are suggested including strategies for students' active engagement in assessment, use and development of specific assessment criteria, strategies for assessing performance qualities, and intuitive assessment competency development. Further research topics are also suggested.

Using Project-Based Learning for the Development of Process-Fortified Assessment Competencies of Pre-service Teachers (예비교사의 과정중심 평가 역량 개발을 위한 프로젝트기반 학습의 활용)

  • Kwon, Hyuk-il
    • The Journal of the Convergence on Culture Technology
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    • v.9 no.5
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    • pp.319-327
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    • 2023
  • As the basic approach of national curriculum shifted from contents-based to competency-based, process-fortified assessment has been stressed. Accordingly, the focus of teacher's role as an evaluator changed to process-fortified assessment, which emphasizes the development of process-fortified assessment competency of pre-service teachers as well. This study aims to explore the effects of innovations of teacher development programs on pre-service teachers' process-fortified assessment competency. To achieve this goal, C University of Education implemented a course which was restructured by using PBL, and analyzed its effects on enrolled pre-service teachers in terms of process-fortified assessment. By systematically analyzing data of observation notes, project outputs, and opinion reports, it was found that PBL approach to the course restructuring had positive impacts on pre-service teachers' awareness and understanding about process-fortified assessment. This implies that providing learning experience reflected by process-fortified assessment perspective, like PBL, can play an important role to the development of process-fortified assessment competency of pre-service teachers. The results of this study are expected to be able to provide methods of innovating curriculum and instruction for developing process-fortified assessment competencies of teacher development institutions.

Effect of Portfolio Assessment in Elementary Science Teaching (초등 과학 학습지도에서 포트폴리오 평가의 효과)

  • 이민수;한안진
    • Journal of Korean Elementary Science Education
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    • v.20 no.1
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    • pp.107-122
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    • 2001
  • The Purpose of this study is to find the effects of the portfolio assessment on elementary students' scientific knowledge, inquiry process skill, scientific attitudes in the teaching of science. And finally the parents' response to the portfolio assessment is also investigated. In order to reach the goal of this study, the investigator developed the evaluation instrument such as an experimental report and a cumulative observation sheet for the 4th-grade Unit-1 'Light Propagation' and Unit-3 'Separating Mixtures', and then these were administered to 42 4th-grade elementary students in Inchon. Based upon the findings and within the limitations of this study, several conclusions can be drawn regarding the problems investigated. First, as the portfolio assessment offers enough information about individual student's performance, it has a highly positive effect on evaluating the students' scientific knowledges. It can also make possible to grasp the several aspects of the student's progress. Second, the portfolio assessment can be implemented without giving students any psychological pressure from testing itself. Therefore, the portfolio assessment is an effective means of appraising inquiry process skills. Third, the portfolio assessment is effective to evaluate the students' attitude toward science by means of individual records which include such aspects that is hardly found by the teacher who teaches science in the class. Fourth, as most parents showed a positive response to this portfolio assessment, it is considered to be effective method of appraising the result of teaching science at elementary school. Accordingly, this study demonstrated that the portfolio assessment is an effective method that can assess students' scientific knowledges, inquiry process skills, and scientific attitudes gained from science teaching-learning. Therefore, it is necessary to implement the portfolio assessment to other grade students as well in the following study where teacher may give more encouragements and suggestions to sti dents for the better learning motives. Also teachers should suggest more definite evaluation criteria to students so that they may improve the students' self and peer evaluation skills.

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Development and Using for Practical Model of Performance Assessment in The Earth Science Education (지구과학 수행평가 모형의 개발 및 활용방안)

  • Kim, Sang-Dal;Choi, Sung-Bong;Han, Sang-A
    • Journal of the Korean Society of Earth Science Education
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    • v.1 no.1
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    • pp.1-13
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    • 2008
  • The purpose of this research is to accomplish the goal of science education based in the seventh science course of study by suggesting the plan for development of executable method in the learning process of Earth Science education and establishing a practical model to evaluate its achievement. Furthermore, the idea of this research is to recognize a way of using and consideration at practical use of the model. Since the purpose of the educational evaluation is to maximize the efficiency of school studying, there are some negative aspects in our current method of evaluation to achieve the purpose. New system has been introduced into the educational evaluation to resolve such a critical issue. Despite some positive aspects in the system, it could not be escaped from the multiple choice and pens examination. This could be caused by in various limitations, especially the insufficiency of teachers' awareness and the data about the Performance assessment. This research is to develop and use the practical model for the Performance assessment in consideration of current educational circumstances of Junior and High school. The model of the Performance assessment in this research is to sufficiently evaluate student's ability and skill in the learning process of Earth Science education. Hence, it is dedicated to the education for human being and improve quality in the learning process of the Earth Science education among the modern society, which is characterized globalization and information. Furthermore, it may promote the growth of various character of students and increase creativity and skill for the problem solving.

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Development of Learning Program using Chinese Whispers Game(Broken Telephone Game) for Systematic Assessment and Reporting of Patients and Exploration on Learners' Experiences (속삭임게임을 활용한 체계적 환자사정 및 보고 교육프로그램의 개발 및 학습자 경험탐색)

  • Jung, Hyun-Jung
    • Journal of Korea Entertainment Industry Association
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    • v.13 no.6
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    • pp.143-153
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    • 2019
  • In order to save lives by recognizing the deteriorating changes of the patients, patient's assessment and reporting should be foundation, but this task is mainly delegated to nursing students or inexperienced nurses. A whisper game is a game in which the first person whisper selects a word, phrase or sentence and delivers it to the team member and finally confirms how many original message have changed during the transmit process. The purpose of this study was to develop a whisper game program to transmit the information of the children included in the DVD using in the pediatric advanced life support process. After four times of games, the experiences of 31 nursing students in the fourth grade were explored by analyzing the reflective journal. The results of the study showed three themes: learning motivation, metacognitive ability, and situated contextual learning. Repeated practice through a whisper game is expected to be widely used because it has been identified as a fresh and interesting learning method that enables nursing students to metacognize the process of assessing patients and conveying information in the contextual situation.

Assessment Process Design for Python Programming Learning (파이선(Python) 학습을 위한 평가 프로세스 설계)

  • Ko, Eunji;Lee, Jeongmin
    • Journal of The Korean Association of Information Education
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    • v.24 no.1
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    • pp.117-129
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    • 2020
  • The purpose of this paper is to explore ways to assess computational thinking from a formative perspective and to design a process for assessing programming learning using Python. Therefore, this study explored the computational thinking domain and analyzed research related to assessment design. Also, this study identified the areas of Python programming learning that beginners learn and the areas of computational thinking ability that can be obtained through Python learning. Through this, we designed an assessment method that provides feedback by analyzing syntax corresponding to computational thinking ability. Besides, self-assessment is possible through reflective thinking by using the flow-chart and pseudo-code to express ideas, and peer feedback is designed through code sharing and communication using community.

Theoretical Exploration of a Process-centered Assessment Model for STEAM Competency Based on Learning Progressions (학습발달과정에 근거한 과정중심 STEAM 역량 평가 모델에 대한 이론적 탐색)

  • Ryu, Suna;Kwak, Youngsun;Yang, Sung Ho
    • Journal of Science Education
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    • v.42 no.2
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    • pp.132-147
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    • 2018
  • The goal of this research is to suggest a theoretical process-centered assessment model based on Learning Progressions of key competencies in the context of STEAM instructions. The "Process-Products Combined Module-type (P2CM) STEAM Assessment Model (P2CM STEAM Assessment Model, hereafter) can be used both as an instructional model and as an assesment model, applicable for various STEAM topics and instructional types. consists of 3 axes. The first X axis stands for 4C competencies that should be emphasized through STEAM instruction. The second Y axis stands for the types and the hierarchy of STEAM instructions. The third Z axis stands for the assessment standards based on LP. We also exemplified an assessment module combined creativity competency with creativity-based instruction based on . Based on the research results, we suggested elaboration of assessment models based on Korean LP research outcomes, development and supply of formative assessment models through field-based in-depth research, modification of formative assessment models with the participation of teacher communities and in-service teachers, and the necessity of further research on assessment models for tracking LP.