• Title/Summary/Keyword: 대조학습

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Development and Effects of a Simulation-Based Convergence Practicum Education Program for Nursing Seniors (간호대학생 대상 시뮬레이션 기반 융합실습교육프로그램 개발 및 효과)

  • An, Minjeong;Cho, Hang Nan;Dordunoo, Dzifa;Hwang, Yoon Young
    • Journal of Convergence for Information Technology
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    • v.9 no.10
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    • pp.16-27
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    • 2019
  • The purpose of this study was to develop and evaluate the effects of a simulation-based convergence practicum education program among senior nursing students. A repeated measure experimental design was used. A total of 77 senior nursing students were recruited from a university located in G city. Data was collected at baseline, program completion, and 2 month following completion of the practicum. Repeated measure ANOVA was used to evaluate the effects of the program. There were statistically significant improvements between baseline and program completion and between the baseline and 2 month follow-up. However, there was no significant differences between the program completion and 2 month follow-up. The study demonstrated that simulation-based convergence practicum education was an effective strategy to increase study outcomes and reduce clinical practice stress among senior nursing students. Further studies are needed to evaluate the effects of the program using randomized controlled trials.

Classification and Analysis of Korea Coastal Flooding Using Machine Learning Algorithm (기계학습 알고리즘에 기반한 국내 해수범람 유형 분류 및 분석)

  • CHO, KEON HEE;EOM, DAE YONG;PARK, JEONG SIK;LEE, BANG HEE;CHOI, WON JIN
    • The Sea:JOURNAL OF THE KOREAN SOCIETY OF OCEANOGRAPHY
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    • v.26 no.1
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    • pp.1-10
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    • 2021
  • In this study, Information for the case of seawater flooding and observation data over a period of 10 years (2009~2018) was collected. Using machine learning algorithms, the characteristics of the types of seawater flooding and observations by type were classified. Information for the case of seawater flooding was collected from the reports of the Korea Hydrographic and Oceanographic Agency (KHOA) and the Korea Land and Geospatial Informatics Corporation. Observation data for ocean and meteorological were collected from the KHOA and the Korea Meteorological Agency (KMA). The classification of seawater flooding incidence types is largely categorized into four types, and into 5 development types through combination of 4 types. These types were able to distinguish the types of seawater flooding according to the marine weather environment. The main characteristics of each was classified into the following groups: tidal movement, low pressure system, strong wind, and typhoon. Besides, in consideration of the geographical characteristics of the ocean, the thresholds of ocean factors for seawater flooding by region and type were derived.

Development of Machine Learning Models Classifying Nitrogen Deficiency Based on Leaf Chemical Properties in Shiranuhi (Citrus unshiu × C. sinensis) (부지화 잎의 화학성분에 기반한 질소결핍 여부 구분 머신러닝 모델 개발)

  • Park, Won Pyo;Heo, Seong
    • Korean Journal of Plant Resources
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    • v.35 no.2
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    • pp.192-200
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    • 2022
  • Nitrogen is the most essential macronutrient for the growth of fruit trees and is important factor determining the fruit yield. In order to produce high-quality fruits, it is necessary to supply the appropriate nitrogen fertilizer at the right time. For this, it is a prerequisite to accurately diagnose the nitrogen status of fruit trees. The fastest and most accurate way to determine the nitrogen deficiency of fruit trees is to measure the nitrogen concentration in leaves. However, it is not easy for citrus growers to measure nitrogen concentration through leaf analysis. In this study, several machine learning models were developed to classify the nitrogen deficiency based on the concentration measurement of mineral nutrients in the leaves of tangor Shiranuhi (Citrus unshiu × C. sinensis). The data analyzed from the leaves were increased to about 1,000 training dataset through the bootstrapping method and used to train the models. As a result of testing each model, gradient boosting model showed the best classification performance with an accuracy of 0.971.

Crosswalk Detection Model for Visually impaired Using Deep Learning (딥러닝을 이용한 시각장애인용 횡단보도 탐지 모델 연구)

  • Junsoo Kim;Hyuk Lee
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.17 no.1
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    • pp.67-75
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    • 2024
  • Crosswalks play an important role for the safe movement of pedestrians in a complex urban environment. However, for the visually impaired, crosswalks can be a big risk factor. Although assistive tools such as braille blocks and acoustic traffic lights exist for safe walking, poor management can sometimes act as a hindrance to safety. This paper proposes a method to improve accuracy in a deep learning-based real-time crosswalk detection model that can be used in applications for pedestrian assistance for the disabled at the beginning. The image was binarized by utilizing the characteristic that the white line of the crosswalk image contrasts with the road surface, and through this, the crosswalk could be better recognized and the location of the crosswalk could be more accurately identified by using two models that learned the whole and the middle part of the crosswalk, respectively. In addition, it was intended to increase accuracy by creating a boundary box that recognizes crosswalks in two stages: whole and part. Through this method, additional frames that the detection model did not detect in RGB image learning from the crosswalk image could be detected.

Effect of n-3 Fatty Acid Deficiency on Fatty Acid Composition in Brain, Retina and Liver Using a Novel Artificial Rearing System (인공 사육 동물 모델 시스템을 이용한 n-3 지방산 결핍이 쥐의 뇌, 망막, 간의 지방산 조성에 미치는 영향)

  • Lim, Sun-Young
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.34 no.4
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    • pp.466-475
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    • 2005
  • Docosahexaenoic acid (22:6n-3, DHA) is highly enriched in membrane of brain and retina, and plays an important role in maintaining an optimal function of the central nervous system. We investigated the effect of n-3 fatty acid deficiency on rat brain, retina and liver fatty acyl composition at two different ages (3 wks and 15 wks) under DHA deficient condition. Rat pups born to dams fed a diet with $3.1\%$ of total fatty acids as $\alpha-linolenic$ acid (LNA) were fed using an artificial rearing system either an n-3 deficient (n-3 Def) or n-3 adequate (n-3 Adq) diet. Both diets contained $17.1\%$ linoleic acid (LA) but the n-3 Adq diet also contained $3.1\%$ LNA. Rats consuming the n-3 Def diet showed a lower brain $(50\%\;in\;13\;wks\;and\;70\%\;in\;15\;wks,\;p<0.05)$ and retinal $(50\%\;in\;13\;wks\;and\;63\%\;in\;15\;wks,\;p<0.05)$ DHA than those on the n-3 Adq diet, which was largely compensated for by an increase in docosapentaenoic acid (22:5n-6, DPAn-6). In the liver of the n-3 Def group, the percentage of DHA decreased by $97\%$ at 3 wks of age with an apparent increase in DPAn-6 relative to the n-3 Adq group (p<0.05), while there was a $65\%$ lower liver DHA in n-3 Def group at 15 wks of age than the n-3 Adq group (p<0.05). Liver arachidonic acid (20:4n-6, AA) was increased at 3 wks of age but decreased at 15 wks of age in the n-3 Def group compared with n-3 Adq group (p<0.05). In conclusion, the replacement of DHA by DPAn-6 in brain and retina fatty acid composition may be related to the suboptimal function in spatial learning, memory and visual acuity. This artificial rearing method presents a first generation model for n-3 deficiency that is similar to the case of human nutrition that commonly employed two generation model.

The Effect of High-Fidelity Simulation Practice Related with Classical Education of Medical Surgical Nursing (성인간호학 이론수업과 연계한 High-Fidelity 시뮬레이션 교육의 효과)

  • Chyn, Yeol-eo;Kim, Kyoung-Mi;Hwang, Hye-Young
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.12
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    • pp.8176-8186
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    • 2015
  • This research was conducted for the purpose of developing a high-fidelity simulation education program, applying it to clinical field and analyzing this program's effect on nursing college students in order to solve problems being caused from the gap between the adult nursing theoretical class and practical education. As the analysis method, this study developed a scenario including an algorithm for caring hyperkalemia patients, the evaluation check list, and debriefing according to the adult nursing theoretical class's learning goal and measured the high-fidelity simulation program's effect in using the non-equivalent control group pre-test and post-test design. As the results from the analysis, there secured the simulation education program's general properties and dependent variable's homogeneity in the experimental group and the control group. The nursing simulation practice program for hyperkalemia patients showed slight effect on the experimental group compared to the control group in fields such as nursing practice ability, problem solving ability, critical thinking skills, self-confidence of nursing, and knowledge. (t=-83.313, p<.001, t=-3.169, p=.003, t=-2.473, p=.017, t=-4.036, p<.001, t=-5.044, p<.001). High-Fidelity simulation programs in conjunction with an adult nursing theory classes of nursing students nursing practice ability, problem solving ability, critical thinking skills, self-confidence of nursing, and knowledge. This simulation program may be an effective educational method for nursing practice and also support improved quality of nursing education.

Effect of Fundamental Nursing Class using Evidence-Based Practice (근거기반실무를 활용한 기본간호학 수업 운영의 효과)

  • Kim, Yun-Hee;Ryu, Seang;Kim, Heeyoung
    • The Journal of the Korea Contents Association
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    • v.18 no.6
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    • pp.38-49
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    • 2018
  • The nursing education with evidence-based practice(EBP) should set a differentiated education strategy according to the level of the learner, so that the students experience it step by step and it leads them to be skilled. The purpose of this study was to integrate and operate the EBP in the fundamental nursing classes of the second grade students and to verify the effectiveness on improvement of EBP basic competency of them. A non-equivalent control group pretest-posttest design was used. The subjects were 108 students in the second year of nursing at the two universities. The experimental group participated in the class for 8 weeks and 24 hours during the 15-weeks, second semester 2016 and the control group participated in general fundamental nursing class. Data were collected proactivity in problem solving, future use of EBP, and critical thinking disposition instrument and analyzed using SPSS/WIN 23.0 program with Chi-square test, independent t-test. The experimental group had a significant increase in proactivity in problem solving and future use of EBP compared to the control group. However, there was no significant difference in critical thinking disposition between the two groups. Findings indicate that the fundamental nursing class used EBP was an effective lesson to improve proactivity in problem solving and future use of EBP, which is the EBP basic competency for the lower grader. Long-term efforts are needed to improve the EBP competence and critical thinking of nursing students by curriculum appropriate to grade-based goals of EBP.

A Meta-analysis of the effects of Academic-related Satisfaction Intervention Programs for Nursing Students in Korea (메타분석을 이용한 간호 대학생의 학업 관련 만족도 중재프로그램의 효과)

  • Kim, Mina;Kim, Young A
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.10
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    • pp.218-228
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    • 2019
  • This study was conducted to review and analyze the academic-related satisfaction intervention programs for Korean nursing students and to provide evidence-based data. The data included in the meta-analysis were 25 studies published from 2001 to July 2018, and the design of the study consisted of 1 randomized controlled trial and 24 non-randomized controlled trials. The study subjects were nursing students from 1st to 4th grade, and the intervention program was conducted in theoretical and practical classes. The sample size was 1182 (mean: 47.3) in the experimental group and 1137 in the control group (mean: 45.5). The intervention program consisted of 1~16 weeks/1~16 sessions/7~240 minutes per session. Dependent variables were as follows: major satisfaction, learning satisfaction, satisfaction with the classroom practice, and satisfaction with the clinical practice. Satisfaction with the classroom practice (Hedges' g=0.876[95% CI: 0.405, 1.346]), satisfaction with the clinical practice (Hedges' g=0.515[95% CI: 0.312, 0.718]), and overall academic-related satisfaction (Hedges' g=0.630[95% CI: 0.371, 0.889]) were statistically significant and above intermediate levels in the meta-analysis. The study results are significant in that the objective results were confirmed by integrating the previous studies dealing with the academic-related satisfaction intervention program of nursing students.

초등학교에서의 영어 발음 및 청취 교육

  • 정인교
    • Proceedings of the KSPS conference
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    • 1997.07a
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    • pp.248-248
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    • 1997
  • 오늘날 영어교육은 교과과정령에 엄연히 명시된 네 가지 기능(four skills) 즉 듣기, 말하기, 원기, 쓰기라는 정당하고도 보편 타당성 있는 명분 하에 어떻게 가르쳐 왔는가 를 반문해 보면 많은 아쉬움이 남는다. 그간 6년간의 중등과정, 심지어는 대학에서 환 두해까지 영어를 이수한 사람틀 중에는 문자를 통해서는 상당한 수준, 그것도 영어 토박이들조차 놀랄 정도의 영어를 이해하지만, 소리를 통해 들을 때는 ---말하는 것은 두말 할 것도 없고---아주 간단한 내용의 영어조차 알아듣기 힘든 경험을 한 사람이 많다는 것은 부인할 수 없는 사실이다. 그 이유는 명백하다. 즉, 문자를 대할 때는 시각적 자극의 형태가 두뇌 속에 저장된 정보---가공할 문법적 지식---와 일치하기 때문에 쉽게 이해를 할 수 있는 반면, 소리를 들을 때는 청각적 자극의 형태가 두뇌 속에 저장된 정보---극히 불완전한 발음사전, 또는 모국어의 음운체계에 의한 영어발음--- 와 차이가 있기 때문일 것이다. 그러므로 적어도 말소리를 매체로 하는 의사소통에 있어서는 영어의 본토박이 발음을 정확히, 아니면 적어도 매우 근접하게 나마 터득하여(습관화하여)두뇌에 저장하는 일이 가장 중요한 일이다. 따라서 영어교사는 모국어의 음운체계에 대한 정확하고도 상세한 지식을 토대로 하여 영어의 음운체계와 '언어학적으로 의미 있는 (linguistically significant)' 대초분석의 방법으로 발음을 지도한다면 보다 나은 학습효과를 기대할 수 있을 것이다. 일반적으로 모국어의 발음이 외국어의 발음에 간섭을 유발하는 경우는 다음과 같다. 1. 분절음체계가 서로 다를 때 2. 한 언어의 음소가 다른 언어의 이음(allophone)일 때 3. 유사한 음의 조음장소와 방법 이 다를 때 4. 분절음의 분포 또는 배열이 다를 때 5. 음운현상이 다를 때 6. 언어의 리듬이 다를 때 위의 여섯 가지 경우를 중심으로 영어와 한국어의 발음특성을 대조하여 '낯선 말투(foreign accent)' 또는 발음오류를 최소로 줄이는 것이 영어교사의 일차적인 목표이다.

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The Effects on Goal-directed Rubrics Nursing Student's Academic Achievement in Adult Nursing Education (목표지향적 루브릭을 활용한 성인간호학 교육이 간호학생의 학업성취도에 미치는 효과)

  • Jang, YounKyoung;Kim, Hae-Ran
    • The Journal of the Korea Contents Association
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    • v.16 no.3
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    • pp.782-789
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    • 2016
  • The purpose of this study was to develop a goal-directed rubrics for a adult nursing education and to evaluate this rubric's effects on academic achievement of nursing students. A total of 154 nursing students participated in this study. The data were analyzed by t-test, $x^2$-test with SPSS win 20.0 program. Rubrics in adult nursing education was to improve the academic achievement. With this result, the rubrics development of nursing education in a variety of areas and would have to be evaluated.