• 제목/요약/키워드: Multi-level regression analysis

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다단 나노여과 공정에서 고농도 geosmin 및 2-Methylisoborneol (MIB)의 제거특성 (Rejection property of geosmin and 2-Methylisoborneol (MIB) with high concentration level at multi stage nanofiltration (NF) membrane system)

  • 유영범;최양훈;김동진;권순범;김충환
    • 상하수도학회지
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    • 제28권4호
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    • pp.397-409
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    • 2014
  • Algal problem in drinking water treatment is being gradually increased by causing deterioration of water supplies therefore, especially taste and odor compounds such as geosmin and 2-MIB occur mainly aesthetic problem by its unpleasant effects resulting in the subsequent onset of complaints from drinking water consumer. Recently, geosmin and 2-MIB are detected frequently at abnormally high concentration level. However, conventional water treatment without advanced water treatment processes such as adsorption and oxidation process, cannot remove these two compounds efficiently. Moreover, it is known that the advanced treatment processes i.e. adsorption and oxidation have also several limits to the removal of geosmin and 2-MIB. Therefore, the purpose of this study was not only to evaluate full scale nanofiltration membrane system with $300m^3/day$ of permeate capacity and 90% of recovery on the removal of geosmin and 2-MIB in spiked natural raw water sources at high feed concentration with a range of approximately 500 to 2,500 ng/L, but also to observe rejection property of the compounds within multi stage NF membrane system. Rejection rate of geosmin and 2-MIB by NF membrane process was 96% that is 4% of passage regardless of the feed water concentration which indicates NF membrane system with an operational values suggested in this research can be employed in drinking water treatment plant to control geosmin and 2-MIB of high concentration. But, according to results of regression analysis in this study it is recommended that feed water concentration of geosmin and 2-MIB would not exceed 220 and 300 ng/L respectively which is not to be perceived in drinking tap water. Also it suggests that the removal rate might be depended on an operating conditions such as feed water characteristics and membrane flux. When each stage of NF membrane system was evaluated relatively higher removal rate was observed at the conditions that is lower flux, higher DOC and TDS, i.e., $2^{nd}$ stage NF membrane systems, possibly due to an interaction mechanisms between compounds and cake layer on the membrane surfaces.

주민의식에 기초한 도시 대공원의 이용후 평가 -울산 대공원의 공원효율성 및 이용 만족도를 중심으로- (A Study on the Post Occupancy Evaluation of Urban Grand Park with Reference to the Perception of Residents -Focused on Ulsan Grand Park's Efficiency and User's Satisfaction-)

  • 성백진;최종희;이재근;권오복
    • 한국조경학회지
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    • 제32권2호
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    • pp.11-24
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    • 2004
  • The purpose of this study is to present data on the human activities responding to the physical environment of ‘Ulsan’s Grand Parks by evaluating user behavior and activity, visiting motivations, and user satisfaction. This study was conducted using multi-methods such as interviews and questionnaires surveys. The main findings of this study can be summarized in six parts as follows: \circled1 Behavior patterns showed that the users visited the park left within 30 minutes and the frequency of visits was 1 or 2 times per week. They spent their time mostly on ‘walking’ and ‘picnicking’. The users visited regardless of the seasons or the day of the week. \circled2 The priorities for improvements were analyzed as follows: the users expressed their demands for ‘shadowing facilities’ like shelters and pergolas because they used these facilities frequently. Also, the users would like an ‘event program’, ‘sign system’ and ‘guide program’. \circled3 Analysis of the the user’s perception of the park showed that they perceive the park as ‘representative source of the landscape and open space in Ulsan and place for making contact with nature. \circled4 In examining the visiting motivations of the users of Ulsan Grand Park, it was revealed that people use the park for ‘time with family and friends’, ‘to escape from city life’, ‘to relieve fatigue. As a result of factor analysis, 4 factors were identified such as ‘physical motive(MF1)’, ‘exploratory motive(MF2)’, ‘social motive(MF3)’ and ‘emotional motive(MF4). \circled5 Park users’ evaluation for park facilities showed that people are satisfied with most of the facilities and especially, they have high level of satisfaction for ‘footpaths’, ‘squares’ and ‘picnicspace’. The evaluation of the park user’s of activity reveals that they are content with nearly all the variables. Especially, they have high level of satisfaction for the variables of ‘convenience for dynamic activities’, ‘making of a beautiful atmosphere, ‘accessibility from the outside’ and, ‘convenience in group activitie. Factor analysis of the park user’s of activity revealed 5 factors such as ‘convenience and interest factor (AF1)’, ‘park maintenance, management and use program(AF2)’, ‘visual beauty(AF3)’, ‘safety and accessibility(AF4)’ and ‘crowding(AF5)’. \circled6 Regression analysis was employed to get the predictor factors of overall satisfaction with a result of 60.0%($R^2$). The variance was explained as ‘quality of the picnic space’, ‘convenience and interest factor while using the park’, ‘park program for maintain and management in the park’, ‘visually beauty while using the park’, ‘safety and accessibility of the parks’, ‘quality of the pond’, ‘crowding’, ‘quality of the square’.

한국사회의 지역박탈과 사회적 자본이 주관적 건강수준에 미치는 영향 (Effect of Area deprivation and Social capital on Self rated health among Koreans)

  • 박은주;연미연;김철웅
    • 한국산학기술학회논문지
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    • 제17권10호
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    • pp.382-395
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    • 2016
  • 본 연구의 목적은 지역박탈지수와 사회적 자본이 주관적 건강수준에 미치는 영향을 알아봄으로써 주거지역의 특성이 그 지역에 거주하는 인구집단의 건강에 영향을 미치는지를 파악해 보고자 함이다. 이를 위해 2011년 지역사회건강조사를 활용하여 전국 253개 지역의 229,186명을 대상으로 다수준 로지스틱 회귀분석을 실시하였다. 주관적 건강수준에 대한 5개의 응답범주 중 자신의 건강을 '보통', '좋지 않음', '매우 좋지 않음' 이라고 응답한 인구집단을 대상으로 첫번째 분석이 이루어 졌으며, '보통'을 제외하고 '좋지 않음', '매우 좋지 않음' 이라고 응답한 인구집단을 대상으로 두번째 분석이 이루어졌다. 분석결과 두 번째 분석에서 지역박탈지수가 통계적으로 유의미했던 반면 '보통'이라고 응답한 인구집단이 비양호건강 집단에 포함된 첫 번째 그룹에서는 유의미하지 않았다. 사회적 자본은 두 그룹 모두 유의미하지 않았다. 본 연구에서 값이 크지는 않지만 지역박탈지수가 지역의 맥락효과로서의 설명력을 보였으며 그 효과는 일부지역에 국한된 것이 아니라 한국 사회 전체에 영향을 미치는 것을 확인할 수 있었다. 향후 지역적 개입을 통한 건강수준향상을 위한 노력이 경주되어야 함을 알 수 있었다. 또한 주관적 건강수준 평가 연구에서 기존 연구결과와 비교 분석을 하려면 '비양호' 또는 '양호'의 기준을 동일하게 설정할 필요가 있다.

성역할 태도와 맞벌이 태도의 차이에 관한 연구: 기혼·유자녀 가구를 중심으로 한 유형화 (A Study on the Difference between Gender Role Attitude and Dual Income Attitude: Focusing on Classification of Married Couple with Children)

  • 정윤태;서재욱
    • 한국가족관계학회지
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    • 제21권1호
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    • pp.143-160
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    • 2016
  • Objectives: The purpose of this study is to empirically verify the difference between traditional gender role attitude and realistic dual earner attitude. Most preceding studies analyzed gender role attitude by summated rating scale while few studies have been conducted on the difference between traditional gender role attitude and dual earner attitude. Method: By using the 9th Korea Welfare Panel Data (year 2014), this study extracted households of married couples and with children in working age (18 through 64 years of age) who are the main subjects in work-family relationship. First, this study classified traditional group and modern group in their gender role attitude and passive group and active group in their dual earner attitude and by crossing these attitudes, drew out 4 gender role/dual earner attitudes. For analysis, this study investigated frequency of attitude types through descriptive statistics. By conducting ANOVA, study verified if there are significant differences in the satisfaction with family relationship depending on the types of gender role/dual earner attitudes. Lastly, study examined the effect of socio-economic status and demographic characteristics on the types of gender role/dual earner attitudes by conducting multi-nominal logistic regression analysis. Results: As the result of analysis, first, half of respondents belonged to 'equal-role-oriented type' who has modern gender role attitude and active dual earner attitude. However, there were not a few 'dual-earner-avoiding type' who has modern gender role attitude but passive dual earner attitude and 'incongruous attitude type' who has traditional gender role attitude but active dual earner attitude. Next, 'incongruous attitude type' had significantly low level of satisfaction with overall family life, relationship with spouse and relationship with children than other attitude types. Lastly, those whose incomes belong to poor strata, those who are high school graduates and lower, males and those who are over the age of 60 had significantly higher probability of belonging to 'incongruous attitude type.' Conclusion: The results of analysis demonstrate that the difference between gender role attitude and dual earner attitude is an important matter and since 'incongruous attitude type' exhibits low level of satisfaction with family relationship, scrupulous policy approaches are required for those who have high possibility of belonging to 'incongruous attitude type.'

간호대학 여학생의 골 건강 인지, 골 건강 지식 및 골질량 증진행위에 관한 연구 (Bone Health Awareness, Knowledge and Bone Mass Improve Behaviors among Female Nursing College Students)

  • 신경숙;김혜영
    • 한국산학기술학회논문지
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    • 제21권8호
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    • pp.277-286
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    • 2020
  • 본 연구는 간호대학 여학생의 골 건강에 대한 인지 및 지식과 골질량 증진행위를 파악하기 위한 서술적 조사연구이다. 연구대상은 K시와 D시 소재의 3개 간호대학에 재학 중인 간호대학 여학생 172명을 대상으로 2020년 3월 16일부터 4월 4일까지 일반적 건강관련 특성, 골 건강 인지, 골 건강 지식, 골질량 증진행위 도구를 이용하여 온라인 설문조사를 실시하였다. 수집된 자료는 SPSS WIN 22.0을 이용하여 서술적 통계, t-test, ANOVA, Pearson's correlation, 위계적 다중회귀분석을 하였다. 간호대학 여학생의 건강 인지 수준은 1.79점이었으며, 골 건강 지식수준 8.86점, 골질량 증진행위 수준은 2.78점으로 나타났다. 골질량 증진행위는 골 건강 지식(r=-0.21, p=.005)과 초경연령(r=-0.21, p=.004), 하루 15분 햇빛노출(r=-0.44, p<.000)간에 유의한 음의 상관관계가 있었다. 골질량 증진행위에 영향을 주는 변수 3가지를 단계별 회귀분석으로 투입하였을 때 모델 1의 골 건강 지식(β=0.21, p=.005)과 모델 2의 초경연령(β=-0.20, p=.005)을 투입했을 때 보다 모델 3의 하루 15분 햇빛노출(β=-0.38, p<.000)이 투입되었을 때 골질량 증진행위에 대한 설명력이 증가하여 20.6%의 설명력이 나타났다. 본 연구결과 골질량 생성에 비타민 D는 음식과 햇빛을 통해 체내로 들어오므로 골량이 증가하는 여대생의 햇빛 노출은 골질량 증진행위에 중요한 요인이다.

'글로벌 유니콘 클럽' 기업의 특성 및 기업가치 영향 요인에 대한 탐색적 연구: 2019년 '유니콘 클럽' 기업을 중심으로 (An Exploratory Study on the Characteristics of the 'Global Unicorn Club' and the Factors Influencing its Valuation: Focusing on the 'Unicorn Club' in 2019)

  • 이영달;오소영;윤여은
    • 벤처창업연구
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    • 제15권6호
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    • pp.1-26
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    • 2020
  • '기업 생태계'에서 '유니콘'이란 표현법은 2013년 'Aileen Lee'에 의해 명명된 이래, 특히 한국에서 '스타트업 생태계'의 국제적 수준 비교의 차원에서 활발하게 다루어졌다. 정부 차원에서는 이를 정책적 목표로 설정하여, '2022년까지 유니콘 기업 20개 목표'를 제시한 바 있다. 이와같이 '유니콘 클럽 기업'에 대한 현상은 정책적 목표 차원에서 다루어지며, 대중적으로 크게 확산된데 반해, 본 현상의 실체와 본질적 이해 목적의 학술적 연구는 충분치 못하였다. 본 연구는, 첫째, 2019년 기준 '글로벌 유니콘 클럽' 기업 479개를 대상으로 이들의 특성을 다면적/다차원적으로 분석하였다. 그동안 주로 국가별 '유니콘 기업' 수 및 산업 분류 기준 일반현황 중심의 대중적 소개가 주된 내용이었다면, 본 연구는 투자자를 포함한 기초현황을 상세 분석하였고, 사례분석을 포함한 질적 탐색을 수행하였다. 또한 기초 선행연구가 부족한 관계로, 군집분석, 판별분석, 다층 회귀분석 등 양적 탐색을 함께 수행하였다. 그리고 개별기업의 '기업가 요인-산업(시장)환경 요인-자원 요인-전략 요인', 즉 'ERIS 모델'에 기반하여 그 특성을 살펴보았다. 둘째, 기업가치에 영향을 미치는 요인들을 앞서 분석한 특성 요인 및 투자자 특성과 연계하여 살펴보았다. 그리고 마지막으로는 이들을 토대로 '기업 생태계' 관점에서 '유니콘 현상'을 바르게 이해하고, 또한 정책적 측면에서 이를 생산적으로 활용하는 방향을 제시하였다.

요양보호사의 노인인권의식과 서비스 질에 대한 인식 수준의 관련성: 인권교육 조절효과 중심으로 (Association between Caregiver's Awareness of Human Rights and Quality of Service: Focused on Human Right Education)

  • 정은심;서영준;원영주;허민희;노진원
    • 보건행정학회지
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    • 제33권3호
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    • pp.311-324
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    • 2023
  • Background: Long-term care insurance for the elderly has been stably established along with the quantitative expansion of long-term care facilities. Indeed, the need for a paradigm about human rights-based service approach is being raised throughout society from a service perspective. Therefore, this study aimed to analyze the association between elderly human rights awareness and quality of service by considering human rights education as a moderate variable. Methods: This study conducted surveys with 138 caregivers working in long-term care facilities located in Seoul and Gangwon. General characteristics, awareness of human rights, and the level of service quality were examined using descriptive statistics, frequency analysis, and correlation analysis. And multi-variable linear regression with a hierarchical framework was employed. These analyses were performed using IBM SPSS ver. 25.0. Results: Of the 138 caregivers, 97.1% were female, 87.7% were more than 50 years old, and most of their education level was high-school graduates. Their length of employment ranged from more than 5 years to less than 10 years. The level of awareness regarding elderly human rights of the elderly was below normal (mean=2.21), but the quality of service was high (mean=4.21), and the need for human rights education was also high (mean=4.28). Among the general characteristics, the length of employment was significantly associated with awareness of elderly human rights. Moreover, political rights awareness, included as sub-domains of human rights, was positively associated with quality of service. However, the moderating variable, human rights education, was not significantly associated with the quality of service. Conclusion: In this study, human rights education, as a moderating variable, did not have a statistically significant effect on caregivers' human rights awareness in relation to service quality. This finding is inconsistent with previous research results. These results can be explained by the fact that the frequency of education in long-term care facilities was a significant factor in the practice of protecting the human rights of the elderly. Therefore ongoing encouragement for the frequency of current human rights education and improvements in the educational approach appear to be necessary. In addition, these findings reveal the need for strength of education policies and effective in-depth research about human rights and quality of service to respect the human rights of the elderly.

대입 준비생의 입시스트레스가 정신건강에 미치는 영향 (The Influence of High School Students' Entrance Exam Stress on Their Mental Health)

  • 이희자;박영수
    • 한국학교ㆍ지역보건교육학회지
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    • 제8권1호
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    • pp.43-54
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    • 2007
  • This study aimed at investigating the level of high school students' entrance exam stress and mental health first and also investigating if the entrance exam stress and mental health are related to gender, grade, character type, parenting style and economic status. This is expected to be used as a fundamental data for the development of health education program on high school students' stress and diagnosis of their mental health. To achieve those goals above, the questionnaire was used and the sample consisted of 600 students from general high schools in a large city, C and in a smaller city, A in Chungnam province through questionnaire and the conclusion, which was based on 582 proper questionnaires from the 600 questionnaires, through variable analysis, correlation analysis and multi-regression, is below. First, according to the information provided by respondents, the result showed the relationship between those background variables and the entrance exam stress and mental health level. As the students are more introverted and the parenting style is more authoritative, the entrance exam stress is higher and the mental health level is higher as the parenting style is more authoritative and the economic status is lower. In gender, the entrance exam stress level was high for male students in regard to parents pressure. For female students, it was due to the insufficient free time. In test performance, the good grade group showed high stress level when they don't have enough free time and the poor grade group showed high stress level when they have test tension and poor test performance. In character style, the introverted group showed high stress level in future uncertainty. In parenting style, the authoritative group showed significantly high level in all four sub-factors and there is no significant relationship with the stress level and economic statue. Female students reported higher mental health level than male students in somatization and depression. In academic achievement, the poor grade group showed high level in obsession, fear-anxiety and psychotism. In character style, the introverted group showed high level in sensitivity towards others and depression. And in parenting style, the authoritative group is higher in 9 sub-factors than the other two groups in the factor, economic status. The lower economic status group showed high mental health problem level in this order; in obsession, sensitivity towards others, depression, paranonia and psychotism. Second, the results revealed that there is a significant difference among the groups after comparing and analyzing the relationship between the mental health level according to the three groups, the first, second and third group divided by the degree of entrance exam stress. And the higher the entrance exam stress is, the higher the mental health problem level is. Verification showed that there was obvious difference among the groups. the entrance exam stress was positively correlated with the mental health level. The lack of free time, future uncertainty, test anxiety/poor test performance and parents pressure, these factors, in that order, were correlated with the mental health level. when the prediction variables which influenced on mental health are analyzed, test-anxiety/poor test performance was found to be related to mental health most. And after the factor, test-anxiety, future uncertainty and the lack of free time were listed(ranked), however results did not show any correlation with parents' pressure.

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분광 영상을 이용한 사과나무 잎의 질소 영양 상태 진단 (Diagnosis of Nitrogen Content in the Leaves of Apple Tree Using Spectral Imagery)

  • 장시형;조정건;한점화;정재훈;이슬기;이동용;이광식
    • 생물환경조절학회지
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    • 제31권4호
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    • pp.384-392
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    • 2022
  • 본 연구는 RGB, 초분광 센서를 이용하여 시기별 사과 잎의 엽록소와 질소 함량을 예측하여 사과 나무 잎의 질소 영양을 진단하기 위해 수행되었다. 분광 데이터는 사과나무 '홍로/M.9' 2년생을 대상으로 고해상도 RGB와 초분광 센서로 촬영 후 영상처리를 통해 취득하였다. 식물체 데이터는 촬영이 끝난직후 엽록소와 잎 질소 함량을 측정하였다. 엽록소 측정기의 SPAD meter, RGB 센서의 개별 파장, 컬러 식생지수 및 초분광 센서의 214개의 파장과 식물체 데이터를 이용하여 회귀분석을 실시하였다. 엽록소와 잎 질소 함량 데이터는 시기와 상관없이 질소 시비량에 따라 통계적으로 유의한 차이가 나타났다. 잎은 시기가 지나면서 잎에 있던 영양분이 과실로 전이되어 색이 옅어졌으며 RGB센서의 경우 Red파장에서 시기와 상관없이 통계적으로 유의한 차이가 나타났다. 초분광 센서의 경우 두 시기 모두 질소 시비 수준에 따라 가시광 영역보다 비가시광 영역에서 차이가 크게 나타났다. 반사값를 이용하여 식물체 특성의 예측 모델 결과 엽록소, 잎 질소함량 모두 초분광 데이터를 이용한 부분최소제곱회귀분석을 이용하였을 때 성능이 가장 높게 나타났다(chlorophyll: 81% / 63%, leaf nitrogen content: 81% / 67%). 이러한 원인은 RGB 센서에 비해 초분광 센서는 좁은 FWHM과 400-1,000nm의 넓은 파장 범위를 가지고 있어 질소 결핍에 의한 스트레스로 인해 작물의 분광학적 해석이 가능했을 것으로 판단된다. 추후 분광학적 특성을 이용하여 전 생육 시기의 수체 생리, 생태 모델 개발 및 검증 그리고 병해충 진단 등 연구를 통해 고품질, 안정적인 과실 생산 기술 개발에 기여될 것으로 사료된다.

웹 기반 학습에 있어서 공간 지각력과 정보제공 창의 형태 간의 관계 분석 (A STUDY OF SPATIAL ABILITY AND WINDOW PRESENTATION STYLES IN WEB-BASED INSTRUCTION)

  • 임연욱
    • 정보교육학회논문지
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    • 제9권4호
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    • pp.649-659
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    • 2005
  • 공간적 표현에 대한 지식은 공간적 배열의 특징과 그 특징들 사이의 관계를 그들의 기능을 고려하여 인지하는 방식과 연관이 있는 바, 본 연구에서는 웹기반 교육에 있어서 두 가지의 정보제공 창의 형태(타일창, 단일창)를 학습자의 공간지각력과 연관지어서 비교, 분석하였다. 본 연구는 공간지각력과 정보제공 창의 형태에 대한 상호작용을 학생들의 인지적 지식의 습득도를 통해 조사, 연구하기 위해 미국 펜실베니아 주의 Falk School에 재학 중인 71명의 초등학생을 대상으로 공간지각력에 대한 사전검사를 실시하고 두 실험 집단으로 나누어 과학내용에 관한 웹기반 수업을 실시하였다. 사후검사를 통해 학생들의 인지적 지식의 습득도가 측정되었고 이는 다변량 선형 회귀분석을 실시한 바에 의하면, 공간 지각력은 사후 검사 점수에 명백하게 통계적으로 유의한 주효과를 보였다. 이 같은 결과는 전체표본과 부표본에서 모두 나타났다. 웹 기반 학습에서의 아동들의 인지적 지식의 습득도는 그들의 공간지각력과 정(+)의 관계가 있으며, 공간지각력과 정보 제공 창의 형태 사이에 상호 작용의 패턴이 있음을 알 수 있는데, 이는 웹 기반 학습에 있어서 공간지각력이 낮은 학생들은 타일창에서 인지적 지식의 습득도가 더 높게 나타났고 공간지각력이 높은 학생들은 단일창에서 인지적 지식의 습득도가 더 높게 나타났다.

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