• 제목/요약/키워드: descriptive items

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랜덤 포레스트 알고리즘을 활용한 수학 서술형 자동 채점 (Automatic scoring of mathematics descriptive assessment using random forest algorithm)

  • 최인용;김화경;정인우;송민호
    • 한국수학교육학회지시리즈A:수학교육
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    • 제63권2호
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    • pp.165-186
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    • 2024
  • 학교 현장과 대규모 평가에서 서술형 문항 도입을 지원하기 위한 방안 중 하나로 인공지능 기반의 자동 채점 기술이 주목받고 있음에도 불구하고, 수학 교과에서는 타 교과에 비해 이에 대한 기초 연구가 부족한 상황이다. 이에 본 연구는 중학교 1학년 수학 서술형 문항 두 개를 대상으로 랜덤 포레스트 알고리즘을 활용하여 자동 채점 모델을 개발하고 그 성능을 평가하였다. 연구 결과, 두 문항에 대한 최종 모델의 평가요소별 정확도는 각각 0.95-1.00, 0.73-0.89의 범위로 나타났으며, 이는 타 교과에 비해 상대적으로 높은 수준이다. 데이터의 양을 고려한 평가 범주 설정의 중요성을 확인하였으며, 수학 교육전문가에 의한 텍스트 전처리와 데이터 특성에 맞는 벡터화 방법의 선택이 모델의 성능 및 해석 가능성을 향상시키는 데 기여하였다. 또한, 현실적 한계로 인해 균형적인 데이터 수집이 어려운 상황에서 오버샘플링이 성능을 보완하는 유용한 방법임을 확인하였다. 교육적 활용도를 높이기 위해, 랜덤 포레스트 기반 모델에서 도출된 특성 중요도를 활용하여 피드백과 같이 교수-학습에 유용한 정보를 생성하는 추가 연구가 필요하다. 본 연구는 수학 서술형 자동 채점에 관한 기초 연구로서 의미가 있으며, 인공지능 전문가와 수학교육 전문가 간의 긴밀한 협력을 통해 다양한 후속 연구가 진행될 필요가 있다.

한국인 영아의 행동 관찰 목록 (Behavioral Item List for Korean Infants by Naturalistic Observation)

  • 한경자;방경숙;황인주
    • Child Health Nursing Research
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    • 제9권3호
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    • pp.285-293
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    • 2003
  • Purpose: This study was conducted to identify behavioral items for Korean infants under 24months by naturalistic observation. These items will be the basis for developmental scale for Korean infants. Method: Data were collected by observing and interviewing fifty one infants and their mothers during the period from November 15 to December 14, 2003. Raw data in descriptive form were obtained by unstructured naturalistic observation, and were reformed to behavioral items through discussion with professors in pediatric nursing and experienced nurses in child care department. Also, behavioral items were classified into five developmental areas. Result: Total number of behavioral items was two hundreds and thirty eight. 52 items for motor development, 66 items for personal-social, 40 items for hearing and speech, 41 items for eye-hand coordination, and 39 items for performance. Conclusion: This is meaningful that fundamental items for Korean developmental scale for infants were identified by observing behaviors of Korean infants. On the basis of these items, average age will be calculated for passing each item by testing Korean infants. We hope to develop Korean infant developmental scale as a final outcome in the future research.

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일 지역 남자 중학생의 인터넷 게임중독성향의 영향 요인: 학습동기, 학교적응, 자기통제력, 자아존중감을 중심으로 (The Influential Factors related to Internet Game Addiction among Male Middle School Students in Ulsan: Focusing on Learning Motivation, School Adjustment, Self-control, Self-esteem)

  • 권남숙;이지현
    • 한국학교보건학회지
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    • 제26권1호
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    • pp.13-25
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    • 2013
  • Purpose: This study is a descriptive correlation study to identify how factors such as motivation to learn, school adaptation, self-control, and self-esteem influence the degree of Internet game addiction and to provide basic data for nursing interventions for male middle school students. Methods: The subjects of this study were 418 male students in lst, 2nd and 3rd grade at three middle schools located in Ulsan. Data were collected from May 1, 2011 to May 31, 2011 and analyzed through descriptive statistical methods, such as the t-test, ANOVA, Sheffe's test, Pearson correlation coefficient and multiple regression analysis, via SPSS 18.0 program. The study's structured questionnaire was composed of 25 items of 'the Motivation to Learn Scale', 41 items of 'the School Adaptation Scale', 20 items of 'the Self-Control Scale', 10 items of 'the Self-esteem Scale', and 20 items of 'the Internet Game Addiction Scale'. Results: 163 students (39.0%) belonged to the non-addiction group while 255 students (61.0%) fell into the addiction risk group. The addiction risk group showed a higher degree of addiction than ones in the non-addiction group. The addiction risk group's average scores for motivation to learn, school adaptation, self-control, and self-esteem were lower than those of the non-addiction group. The statistically significant factors (p<.05) that increase the chance of addiction were grade, family atmosphere, self-control, trading of online game items, and the amount of time playing online games. Conclusion: On the basis of the findings of this study, it is suggested that; qualitative research on the routes of addiction be conducted to find out ways to prevent and nurse addicted students; considering the fact that the average age of Internet users is getting lower and lower, a study targeting primary school students be implemented; since the influences of the variables covered in this study turned out to be relatively low, other factors, especially environmental factors, should also be investigated.

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Computational Thinking 역량 평가를 위한 서술형 수행평가 도구 (Descriptive Assessment Tool for Computational Thinking Competencies)

  • 전수진;한선관
    • 정보교육학회논문지
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    • 제20권3호
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    • pp.255-262
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    • 2016
  • 본 연구는 Computational Thinking 역량을 효과적으로 평가하기 위한 서술형 수행평가 방법에 관한 내용이다. 제안된 서술형 수행평가도구는 MIT에서 제시한 창의컴퓨팅 평가 문항들을 델파이 기법을 통해 조사한 후 문항을 선별 및 수정하였다. 이 서술형 수행평가 도구는 실험하기 및 반복하기, 테스팅과 디버깅, 재사용과 재구성, 추상화와 모듈화의 4가지 영역으로 구성되어 총 4문항으로 개발하여 예비교사를 대상으로 수업에 적용하였다. 적용결과 평가 도구는 $Cronbach-{\alpha}$값이 0.6 이상으로 신뢰도가 높았으며 전문가 대상의 델파이 검사 결과 타당도도 높게 나타나 제안된 평가 도구가 학생들의 CT 역량을 효과적으로 측정하는 유용한 평가 도구로 확인되었다.

대학생의 건강다이어트 역량 측정도구 개발 (Development of Health Dieting Competency Scale for College Students)

  • 김정수;이유미
    • 성인간호학회지
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    • 제26권3호
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    • pp.300-309
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    • 2014
  • Purpose: This study was to develop a Health Dieting Competency (HDC) scale to assess self-rated health dieting competence of college students. Methods: The scale was developed as follows: items generated, and tests of validity and reliability. Items were developed through a literature review, review of instruments, and interviews. A panel of four experts reviewed the scale for content validity. Factor analysis, Pearson correlation, descriptive statistics and Cronbach's ${\alpha}$ were used to analyze the data (N=183). Results: In the preliminary stage, thirty-three items were generated. Final items were fourteen that were selected through exploratory factor analysis. The HDC scale was consisted with five factors and fourteen items that were Goal-Directed (5-items), Health Support (2-items), Health Self-Efficacy (3-items), Health Perception (2-items), and Escaping from Health (2-items). The internal consistency of HDC as measured by Cronbach's ${\alpha}$ was .78. Conclusion: Content validity, construct validity, and reliability of the HDC were established. The HDC scale is a reliable and valid instrument for early adulthood youth who are willing to assess health dieting competency.

한약재 및 약선 식재료의 인지도에 관한 연구 -서울지역을 중심으로- (The Customer's Perception of Herbal Items and Food Items Used in Medicinal Cuisine)

  • 조영신;윤수경;김명희
    • 동아시아식생활학회지
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    • 제16권1호
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    • pp.77-84
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    • 2006
  • Nowadays, people are more concerned about health food than satisfying their hunger. Therefore, media presents programs related to health food such as dietary food, traditional food, and herbal items. The trend has emphasized the importance of traditional food items and the need for a 'han-bang' menu development The purpose of this study was to identify the perception of herbal items and other food items used in medicinal cuisine in the Seoul Area. Out of 300 questionnaires distributed, 287 were collected and analyzed. Descriptive analysis, factor analysis, ANOVA, and T-test were conducted using SPSS 12.0 for windows. This study identified that the perception of herbal items was influenced by age, education, and wage level. Daily eating habits partially affected on the perception of herbal items. Accordingly, these findings indicate that it is necessary for 'han-bang' menu' development set to target market.

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입원 아동 보호자의 병원감염예방 지식과 실천 (Knowledge and Practice on Infection Prevention of Caregivers of Hospitalized Children)

  • 권인수;서영미
    • 부모자녀건강학회지
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    • 제13권2호
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    • pp.102-109
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    • 2010
  • Purpose: The purpose of this study was to identify the knowledge and practice on hospital infection prevention of caregivers of hospitalized children. The results will be the basic data of future policy and education program for hospital infection prevention. Methods: A descriptive survey design was utilized, The subjects included 151 caregivers from a university hospital in Gyeongnam Province, Korea. The data was collected using a self-reported questionnaire which included 17 items for knowledge, 18 items for practice, developed by researchers from March 2005 to January 2006. The collected data was analyzed with descriptive statistics, t-test, and ANOVA using SPSS program. Results: The mean score of knowledge on infection prevention was .87 of 1 (especially low in method of hand washing item), and practice, 2.60 of 3 (especially low in protection from other people items). There were differences in practice by admission frequency (F=2.83, p = .04), but there were no differences in knowledge by any general characteristics. Conclusion: The degree of knowledge and practice on caregiver's infection prevention was not enough to prevent hospital infection of hospitalized children. Therefore, effective strategies should be developed to prevent hospital infection of hospitalized children.

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임상 간호사의 직무만족과 완벽주의 성향이 소진에 미치는 영향 (The Influence of Job Satisfaction and Perfectionism on Burnout in Clinical Nurses)

  • 이인숙;김경자;최윤정
    • 가정간호학회지
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    • 제25권1호
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    • pp.37-46
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    • 2018
  • Purpose: This descriptive study was conducted to identify burnout and factors influencing burnout in clinical nurses. Methods: A cross-sectional survey design was conducted by administering a structured questionnaire to 195 nurses working at hospitals, from August to September 2017. This study used scales to measure burnout (20 items), job satisfaction (16 items), and perfectionism (40 items). Data were analyzed using SPSS 22.0, descriptive statistics, t-test, ANOVA, Pearson's correlation coefficients, and multiple regression analysis. Results: Burnout of participants was correlated with job satisfaction and perfectionism. Factors identified to have influence on burnout were job satisfaction (${\beta}=-.35$, p<.001), perfectionism-fail avoidance (${\beta}=.26$, p=.001), perceived health status (${\beta}=-.26$, p<.001), and intention of department relocation (${\beta}=-.23$, p<.001). The regression model explained approximately 48% of nurses' burnout. Conclusion: Based on the results of this study, it is necessary to improve job satisfaction and organizational support to decrease dysfunctional perfectionism that could cause burnout in nurses. It is also necessary to establish a psychological support program in hospitals.

중년남성의 암에 대한 지식, 태도 및 암 예방 건강행위 (Knowledge, Attitude, and Preventive Health Behavior of Cancer in Middle-aged Men)

  • 박영례;위휘
    • 재활간호학회지
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    • 제17권2호
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    • pp.97-103
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    • 2014
  • Purpose: This study was conducted to identify the knowledge, attitude, and preventive health behavior of cancer in middle-aged men and to provide data for education program regarding cancer prevention. Methods: This study was a descriptive research using a questionnaire, which included 20 items for knowledge, 10 items for attitude, and 18 items for preventive health behavior of cancer. Data were collected from 140 middle-aged men. Descriptive statistics, t-test, one-way ANOVA and Pearson's correlation coefficients, and stepwise multiple regression analysis were used with SPSS/WIN 18.0 to analyze the data. Results: The mean score for knowledge of cancer was 11.58 (range 0~20), for attitude, 37.52 (range 5~50), and for preventive health behavior of cancer, 58.85 (range 18~90). Preventive health behavior of cancer showed a significantly positive correlation with knowledge (r=.27, p=.001) and attitude (r=.31, p<.001) toward cancer. In stepwise multiple regression analysis, knowledge and attitude toward cancer were significant factors affecting preventive health behavior of cancer. Those variables explained 12.5% of cancer preventive behavior. Conclusion: In order to develop a cancer prevention education program for middle-aged men, accurate knowledge and improving attitude should be considered. Furthermore, it is necessary to do further study with a larger random sample according to lifespan.

중년여성의 자아정체감과 관련요인 연구 (Factors Affecting Ego-Identity of Middle-aged Women in Geoje City)

  • 최원희
    • 한국보건간호학회지
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    • 제20권2호
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    • pp.141-150
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    • 2006
  • Purpose: This study was conducted to investigate the levels of ego-identity and related factors in middle-aged women who lived in G city. Methods: The participants in this descriptive study were 437 middle-aged (40-60 year old) women. Data were collected from January to February, 2006. Personal interviews with a structured questionnaire (9 items of general characteristics, 30 items of subjects' characteristics related to health and 56 items of ego-identity) were conducted used. The data were analyzed using descriptive statistics, t-test, ANOVA, and multiple linear regression analysis. Results: Ego-identity was significantly associated with the variables of age, educational level, monthly income, living with the parents of the subject's husband, number of children, smoking. exercise, depression, perceived health status, and satisfaction of marital status (p<0.05). In multiple linear regression analysis of the subjects' characteristics which were significantly associated with ego-identity, monthly income, living with the parents of the subject's husband, and depression were significant variables (p<0.05). Conclusion: It is necessary to study the depression of middle-aged women in Geoje city and develop programs with consideration for the significant factors which can improve their ego-identity.

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