• Title/Summary/Keyword: Communication ability level

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Fatigue Classification Model Based On Machine Learning Using Speech Signals (음성신호를 이용한 기계학습 기반 피로도 분류 모델)

  • Lee, Soo Hwa;Kwon, Chul Hong
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.6
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    • pp.741-747
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    • 2022
  • Fatigue lowers an individual's ability and makes it difficult to perform work. As fatigue accumulates, concentration decreases and thus the possibility of causing a safety accident increases. Awareness of fatigue is subjective, but it is necessary to quantitatively measure the level of fatigue in the actual field. In previous studies, it was proposed to measure the level of fatigue by expert judgment by adding objective indicators such as bio-signal analysis to subjective evaluations such as multidisciplinary fatigue scales. However this method is difficult to evaluate fatigue in real time in daily life. This paper is a study on the fatigue classification model that determines the fatigue level of workers in real time using speech data recorded in the field. Machine learning models such as logistic classification, support vector machine, and random forest are trained using speech data collected in the field. The performance evaluation showed good performance with accuracy of 0.677 to 0.758, of which logistic classification showed the best performance. From the experimental results, it can be seen that it is possible to classify the fatigue level using speech signals.

Study on the Perceived Stress Level of Mothers in Neonatal Intensive Care Unit (NICU에 입원한 미숙아 어머니의 스트레스)

  • Kim, Tae-Im
    • Journal of Haehwa Medicine
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    • v.8 no.1
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    • pp.865-878
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    • 1999
  • With advances in neonatal medicine, smaller and sicker infants are surviving premature birth. As these tiny patients battle for their lives, their parents also struggle with psychological consequences of an unexpected role. The birth of a sick infants has long been documented as stressful events for the parents. High stress levels may alter parents' interaction with their baby and impair their communication with health professionals, which can in turn affect parents' participation in care planning and decision making. Nursing interventions aimed at reducing the parental stress and anxiety levels during this crisis may have a positive impact on their ability to form an attatchment to their baby and make prudent decisions about his care. The planning of such interventions would be inhanced if the contributions of various factors to increased parental stress levels were identified. This descriptive study was conducted to understand the contents and degree of parental stress in the NICU during their premature's hospitalization, and to give a baseline data in developing nursing intervention program. Subjects were the 60 mother of hospitalized newborn in NICU of 2 University Hospital in Taejon City from April 1st, 1999 to June 30th, 1999, who agreed to take part in this study. The instrument used in this study were Parental Stressor Scales:NICU(PSS:NICU) developed by Miles et al.. and validated by 3 NICU practitioners and 3 child health nursing faculties. The questionnaire has 4 dimensions and 45 items; sight and sounds of NICU(5 items), babies' appearance and behavior nursing intervention(19 items), parental role alteration and relationship with their baby(10 items), health team communication(11 items). The questionnaire asks parents to rate each item on a five-point Likert type scale that ranges from "not stressful" (1) to "extremely stressfu1"(5). Total scores representing overall stress from the NICU environment are calculated by summing response to each item. A high score indicates high stress. A subscale score is calculated by summing the responses to each item in the subscale. Cronbach's ${\alpha}$ coefficients were .93. The data was analyzed as average, Frequency, Standard deviation, t-test, ANOVA, Pearson correlation coefficient by use of SPSS/PC+. The results of this study is summarized as follows ; 1. The total perceived stress level score of mothers of premature baby was slightly high($3.66{\pm}1.1$). The highest scored dimension was 'relationship with their baby and parental role change'($4.21{\pm}0.9$), and next were 'appearance and behavior of the baby'($3.92{\pm}1.1$), 'communication with health team'($3.32{\pm}1.3$), 'sight and sounds of NICU'($3.30{\pm}1.1$). 2. There were statistically significant correlation noted ; mother's perceived severity of the baby's condition(F=8.0012, P= .0125) and baby's gestational age(r = -.4724, P = .0500). In summary, information about physical environment of NICU, the mother's perceived severity of premature baby's state, maternal role change related variables and the knowledge of characteristics of premature baby must be included in nursing intervention program of mother's of premature baby in reducing the parental stress and anxiety level. It is suggested that each NICU needs to develop a nurse managed supportive care program for parents of premature baby. Also, it is suggested that there need to investigate the coping mechanism of mother of premature baby.

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Utility of Function Classification System in Children with Cerebral Palsy (뇌성마비 아동의 기능적 수준 분류 체계의 유용성)

  • Park, Eun-Young
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.12 no.12
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    • pp.5709-5714
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    • 2011
  • The purpose of this study was to investigate the utility of function classification system in children with cerebral palsy (CP). For this, relationship among the Manual Ability Classification System (MACS), the Gross Motor Function Classification System (GMFCS), and the functional status (WeeFIM) in children with cerebral palsy form September 2008 to August 2010. The participants was 217 children with CP in this study. The 217 children were evaluated by using the MACS for their hand function and by using the GMFCS for their motor function. The functional status were assessed by using the Functional Independence Measure of Children (WeeFIM). The GMFCS have a significant correlation with total score and domains of WeeFIM (p<.05) There were a significant correlation with total score and domains of WeeFIM (p<.05) except no significancy with communication domain in dyskinesia type. The highest number of participants were in level 1 (20.3) and level 5 (40.6%) for GMFCS. For MACS, the highest number of participants were level 2 (48.8%) and level 5 (16.6%). The function classification of GMFCS and MACS in practice will provide usefulness for assessment of function in children with CP.

A Study on the Teaching Method for a Efficient EMI Education of Engineering major Subjects (공학 전공과목 영어강의에서 효율적인 교수법 연구)

  • Lee, Boo-Hyung
    • Journal of Engineering Education Research
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    • v.13 no.6
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    • pp.188-194
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    • 2010
  • This paper deals with a teaching method in EMI(English Medium Instructor) Education for engineering major subjects which is accomplished between non-native english speaking professors and students. Goals of EMI in non-english speaking countries will be both a improvement of communication ability and understanding of the major subjects. However, when students who have a low level-english ability participate in english class, it is necessary to analyze whether they can obtain above goals or not and to study on a teaching method for them. The english classes were aimed at students at the college of engineering who have 200-420 TOEIC average score. The research was proceeded by course evaluations to three direct EMI and surveys that were performed targeting all students participated in english class. The proposed research results may lead to development of EMI for students who have a low level- english ability and give them a better understanding and interest of major subjects.

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Improvement Direction of Middle & High School Exercise in the Morning by IPA (IPA 분석을 통한 중·고등학교의 아침운동 개선방안)

  • Lee, Keun-Mo;Lim, Soo-Woen;Lee, Hyuck-Gi;Kim, In-Hyung
    • 한국체육학회지인문사회과학편
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    • v.55 no.2
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    • pp.35-46
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    • 2016
  • This study aims to observe the operation aspect of physical education during before class and further, to search for the utmost improvement direction using IPA (Importance-Performance Analysis). 500 middle & high school students have chosen through a purposeful sampling method, and 430 was used for analysis. The results were as follows. The quadrant I is "the keep up the good work" part. And the quadrant I includes "de-stress", "the pleasure of school life", "improvement in performance", "peer relationship", "help for P.E.", "health promotion", "sport facility surroundings", "rules", "teacher leadership", "passionate coaching", "fair coaching", "improvement in exercise ability", "understanding P.E." The quadrant II is "the concentrate here" part. And the quadrant II includes "develop talent", "excercise time", "safety management for exercise facility", "new sports event", "consider needs and interests", "consider level" "consider gender". The quadrant III is "the low priority" part. And the quadrant III includes "change of personality", "ability to do various sports event", "develope thinking ability". "communication with peer" "an intelligible explanation" In order to improve the quality of before classes, first, "safety connected program" second, "emotional and intellectual development program", third, "divided classes per level and gender", and the last, "professional manpower for developing the quality of class" are needed.

The impact of Social Intelligence on the choice of educational major and the adaptation of social media in Public Relations (사회성지수(SQ)가 대학생의 전공선택 및 PR매체 채택에 미치는 영향)

  • Park, Sung-Ho
    • Journal of Digital Convergence
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    • v.10 no.3
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    • pp.273-281
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    • 2012
  • As appearing on the stage of social media which expands the private relations to the public relations, the Social Intelligence(SI) is made again prominent in our society. The Public Relations(PR) is in particular related to the SI which means the ability to get along well with other people and to encourage others to cooperate with oneself. It points out the necessity of the study with respect to the impact of SI on the choice of educational major and the adaptation of social media in PR, because the SI is one of the important aptitudes which students who major in Communication and PR would need for actual field. But the result of the research indicates that the SI does not influence the choice of educational major of the students who major in Communication and PR. To make those students go into high level of the SI, the students need the specific education which would enhance and reinforce their SI such as the SPACE Program developed by Albrecht and reorganization of curriculum in the education of Communication and PR. Besides, this study shows that the high level people actively use the social media, for example, Smartphone in order to keep their best relationships.

The Analysis on Location and Service Factors Affecting the Management and Use of Judo Gym (유도체육관 운영 및 이용에 영향을 미치는 입지와 서비스 요인 분석)

  • Lee, Do-Heui;Oh, Kyung-Ah
    • Journal of the Korean Applied Science and Technology
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    • v.36 no.2
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    • pp.507-523
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    • 2019
  • This purpose of study was to Analysis on Location and Service Factors Affecting the Management and Use of Judo Gym. This study aims at providing fundamental data and information on Judo coach by studying what effects of location and use factor on trainee satisfaction. The survey was done through 350 copies and excluding 11 copies ran an analysis on the remaining 339(96.8%) copies. After question investigating the data which is collected used IBM SPSS statistics 21 program, frequency analysis, Exploratory factor analysis, Cronbach's ${\alpha}$, correlation analysis, multiple regression. The result of this study were as follows. First, management, location, coach, trainee value, facility, communication in Judo gym location and use factors showed (+) effects on trainee satisfaction. Second, Program operation, Gym quit use, Whether or not to insure in management factor showed (+) effects on trainee satisfaction. Third, Coach credibility in coach factor showed (+) effects on trainee satisfaction. Forth, Member communication in communication factor showed (+) effects on trainee satisfaction. Fifth, Wholesome leisure, Athletic ability improving in trainee value factor showed (+) effects on trainee satisfaction. Sixth, main facility level, additional facility level in facility factor showed (+) effects on trainee satisfaction. Seventh, Visibility in location factor showed (+) effects on trainee satisfaction. And location type(station area, residential district, commercial area) of Judo gym showed (+) effect on management, trainee value, location, communication, facility.

An Exploration of Cognitive Demand Level in MiC Textbook based on the Tasks of 'Data Analysis and Probability' (MiC 교과서의 과제에 대한 인지적 요구 수준 탐색 -'자료 분석과 확률' 영역을 중심으로-)

  • Hwang, Hye Jeang;Jeong, Ji hye
    • Communications of Mathematical Education
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    • v.31 no.1
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    • pp.103-123
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    • 2017
  • Mathematical tasks in general introduce and deal with real-life situations, and they derive to students' thinking fluently in solving the given tasks. The tasks might be considered as an important and significant factor to lead a successful mathematical teaching and learning situation. MiC Textbook is a representative one showing such good examples and tasks. This study explores concretely and in detail the cognitive demand level of mathematical tasks, by the subject of MiC Textbook. To accomplish this, this study is to reconstruct more elaborately the analysis framework developed by Hwang and Park in 2013. The framework basically was set up utilizing 'the cognitive demand level' suggested by Stein, et, al. The cognitive demand level is divided into two levels such as low level and high level. The low level is comprized of two elements such as Memorization Tasks(MT), Procedures Without Connections Tasks(PNCT), and high level is Procedures With Connections Tasks(PWCT), and Doing Mathematics Tasks(DMT). This study deals with the tasks on the area of 'data analysis and statistics' in MiC 1, 2, 3 level Textbook. As a result, mathematical tasks of MiC Textbook led learners to deal with and understand mathematical content for themselves, and furthermore to do leading roles for checking and reinforcing the content. Also, mathematical tasks of MiC Textbook are comprized of the tasks suitable to enhance mathematical thinking ability through communication. In addition, mathematical tasks of MiC Textbook tend to offer more learning opportunity to learners' themselves while the level of MiC Textbook is going up.

A Study of Factors Related to Korean Physicians' Trust in the Government: On the Target for Board Members of Physicians' Associations (한국의사의 정부신뢰 관련 요인 분석: 의사단체들의 일부 임원의사들을 중심으로)

  • Lee, Sun-Hee;Yang, Gun-Mo;Seo, Ju-Hyun;Kim, Ju-Hye
    • Journal of Preventive Medicine and Public Health
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    • v.43 no.5
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    • pp.411-422
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    • 2010
  • Objectives: This study aims to investigate the factors related to Korean physicians' trust in the government. Methods: We used structured questionnaires that were composed of multidimensional scales for each of the various categories. Results: The recognition levels of trust of the government by Korean physicians were not high, and they ranged from 3.6 to 4.8 for ten scales. The factors related to trust in the government were categorized into seven factors on the basis of a factor analysis. On the regression analysis, a positive relationship was found between "the individual propensity to trust" and trust in the government, while a negative relationship was found between "the recognition level regarding the government as an authoritarian power" and trust in the government. "Confidence about participation in the policy process" as internal efficacy and "belief in governmental ability and motivation toward public demand" as external efficacy also showed a strong positive relationship with trust in the government. Conclusions: From these results, we can draw the conclusion that making efforts to improve the recognition level of trust in the government among physicians is an important policy task. To increase the trust level, participation of physicians in the policy process in various ways and open communication between the physicians' associations and the government should be facilitated.

A Study on General English Education for English Education Major (영어교육전공 대학생의 교양영어 교육에 대한 연구)

  • Kim, Ji-Eun;Choi, Young Hun
    • The Journal of the Korea Contents Association
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    • v.19 no.8
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    • pp.565-571
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    • 2019
  • This study aims to suggest more efficient ways of teaching English more related to but distinct from major English, based on the needs and awareness of the students of English Education Department. For this, interviews and surveys have been carried out targeting some English Education majors. The results show that the satisfaction level of students is relatively low, marking around the score '3'. While the satisfaction level about classroom environment including the multi-media equipment, and professors' teaching ability, quality and methods is higher compared with other factors, the improvement of English skills and interest-causing levels are lower on average. Besides, this study also includes the surveys on the needs of students for various teaching programs, differentiated classes and qualified instructors. Based on the results, this study makes three suggestions as follows; (1) the opening of some specific English classes for English-education majors (2) the development of English-conversation classes related to English-education majors (3) the development of communication-centered English reading based on English literature.