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EARLY IDENTIFICATION OF ACADEMIC FAILURE ON HIGHER EDUCATION: PREDICTING STUDENTS’ PERFORMANCE USING AI 高等教育学业失败的早期识别:利用人工智能预测学生的表现
Pub Date : 2023-06-23 DOI: 10.36315/2023v1end047
Fidel Cacheda, Manuel F. López-Vizcaíno, Diego Fernández, V. Carneiro
In this work we focus on the early identification of academic failure in higher education as a mean to allow educators to provide an early intervention and help students on a risky position to achieve academic success. For this purpose, we define a dataset of more than one thousand students with their respective grades collected from a Computer Networks course on a Computer Science degree at a Spanish university throughout four years. From the dataset we extract different features corresponding to the laboratory and quiz assignments proposed to the students during the course that intend to represent the effort and accomplishment achieved by the students. A preliminary analysis of the dataset shows a potential relation between the scores achieved throughout the course and the final exam mark. The aim is to predict if a student will pass or not the final exam using only information extracted from the different laboratory and quiz assignments. In this sense, we define a data mining classification task following a supervised learning approach where a selection of well-known machine learning algorithms is evaluated following a 10-fold cross-validation scheme to assess the performance and robustness of the models. Our results show that using Random Forest we can accurately predict in more than 91% of the cases if a student will pass or not the final exam, achieving a F1-score of 0.916. Moreover, we perform a feature importance analysis highlighting how laboratory assignments features have a higher contribution to the learning model than quiz assignments.
在这项工作中,我们将重点放在高等教育中学业失败的早期识别上,以此作为一种手段,使教育工作者能够提供早期干预,帮助处于危险地位的学生取得学业成功。为此,我们定义了一个数据集,该数据集包含一千多名学生及其各自的成绩,这些学生来自西班牙一所大学计算机科学学位的计算机网络课程,历时四年。从数据集中,我们提取了不同的特征,这些特征对应于课程期间向学生提出的实验和测验任务,这些特征旨在代表学生所取得的努力和成就。对数据集的初步分析显示,在整个课程中获得的分数与期末考试分数之间存在潜在的关系。其目的是预测学生是否会通过期末考试,仅使用从不同的实验室和测验作业中提取的信息。在这个意义上,我们定义了一个基于监督学习方法的数据挖掘分类任务,其中根据10倍交叉验证方案评估了一系列知名机器学习算法,以评估模型的性能和鲁棒性。我们的结果表明,使用随机森林,我们可以准确预测超过91%的情况下,如果一个学生将通过或不通过期末考试,达到f1分数0.916。此外,我们进行了特征重要性分析,强调了实验室作业特征对学习模型的贡献比测验作业更高。
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引用次数: 0
THE DEVELOPMENT OF FORMAL THINKING 形式思维的发展
Pub Date : 2023-06-23 DOI: 10.36315/2023v1end086
Ghada Wattad, David Chen
In the current study we have investigated the development of logical and mathematical reasoning among mature population, following Piaget's theory of cognitive development. The purpose of the present study is examining if continued biological development and/or continued accumulation of life experience, learning and education can develop into formal operation. The findings indicate that, only about 25% of the population moves to the formal operational stage, and this is before the age of 20. Furthermore, learning was affected by domain specificity. Our findings show that about one fifth of illiterate population have the ability of performing formal thinking. This percentage is close to that of literate population thus suggesting that development of formal operation is regulated innately
在目前的研究中,我们根据皮亚杰的认知发展理论,调查了成熟人群的逻辑和数学推理的发展。本研究的目的是探讨持续的生物发育和/或持续的生活经验、学习和教育的积累是否可以发展为正式的操作。研究结果表明,只有大约25%的人口进入正式的操作阶段,而这是在20岁之前。此外,学习还受到领域特异性的影响。我们的研究结果表明,大约五分之一的文盲有进行形式思维的能力。这一比例接近识字人口的比例,这表明正规操作的发展是天生的
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引用次数: 0
LIFE SCIENCES TEACHERS’ PLANNING OF LESSONS FOR FORMATIVE ASSESSMENT IN INQUIRY-BASED TEACHING 探究性教学中生命科学教师对形成性评价的课程规划
Pub Date : 2023-06-23 DOI: 10.36315/2023v1end128
Thandiwe Dlamini, U. Ramnarain
Formative assessment (FA) is considered one of the most powerful tools to enhance learning and influences the development of inquiry skills . However, few studies have addressed how Life Sciences teachers plan for formative assessment in inquiry-based teaching. A lesson plan is one of the crucial tasks for any science teacher since it assists in the presentation of a lesson. Lesson plans show how students will be moved toward obtaining specific objectives. This paper reports on five grade 10 Life Sciences teachers' planning for formative assessment in inquiry-based teaching. The ESRU framework guided this study. The ESRU cycle consists of four elements; the teacher elicits ( E ) questions to check students’ ideas, the student ( S ) response, the teacher recognises ( R ) the students’ response, and then uses ( U ) the student's response to promote learning. The ESRU comprises complete and incomplete cycles. A complete cycle is when all four elements are visible and incomplete if Elicit, Student response, and Recognize; or only Elicit and Student response. The lesson plan analysis looked at the ESRU cycles' elements in the questions planned to see if the questions were focused on the epistemic or conceptual dimensions. It also looked at how the entire lesson was planned. This research is a part of a more extensive qualitative study where data was collected through lesson observations, interviews, and lesson plans. The study was conducted to describe teachers’ formative assessment practices in inquiry-based pedagogy. This paper reports only on lesson plans. One lesson plan was requested per teacher. Participants were purposively selected based on their teaching of the subject and conveniently sampled according to their proximity to the researcher’s residence. Findings from all five teachers are as follows; when planning a lesson, it was evident that the five teachers planned for FA. In terms of ESRU, Eliciting and Using strategies were evident in the planned questions. The S tudent’s response was not included when planning since it is the students’ responses during the lesson and can only be captured when the teaching is happening. The R ecognising strategies were also not included in the lesson plans since they depend on learners’ responses. Four teachers planned more questions focused on epistemic than conceptual structures. The findings signal that there is still a need to train teachers to plan lessons that focus equally on conceptual and epistemic dimensions.
形成性评价(FA)被认为是促进学习和影响探究技能发展的最有力工具之一。然而,很少有研究涉及生命科学教师如何在探究式教学中计划形成性评估。课程计划是任何科学教师的关键任务之一,因为它有助于课程的呈现。课程计划表明学生将如何达到特定的目标。本文报道了五名十年级生命科学教师在探究性教学中对形成性评价的规划。ESRU框架指导了本研究。ESRU循环由四个要素组成;教师引出(E)问题来检查学生的想法,学生(S)回应,教师识别(R)学生的回应,然后使用(U)学生的回应来促进学习。ESRU包括完整循环和不完整循环。一个完整的循环是当所有四个元素都是可见的和不完整的:引出,学生反应和识别;或只引出和学生的反应。课程计划分析着眼于ESRU周期在问题计划中的元素,看看问题是否集中在认知或概念维度上。它还研究了整节课是如何计划的。本研究是一项更广泛的定性研究的一部分,该研究通过课程观察、访谈和课程计划收集数据。本研究旨在描述探究教学法中教师的形成性评估实践。这篇论文只报道教案。每位老师要求一份教案。参与者是根据他们对该主题的教学有目的地选择的,并且根据他们离研究人员住所的距离方便地抽样。五位老师的调查结果如下:在策划一堂课的时候,五位老师明显是在为FA做准备。在ESRU方面,Eliciting和Using策略在计划问题中很明显。S学生的反应在计划时不包括在内,因为它是学生在课堂上的反应,只有在教学发生时才能捕捉到。R识别策略也没有包括在课程计划中,因为它们取决于学习者的反应。四位老师计划更多的问题侧重于认知而不是概念结构。研究结果表明,仍有必要培训教师,使他们在规划课程时同样注重概念层面和认知层面。
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引用次数: 0
THE POWER OF HIGHER EDUCATION CURRICULUM IN SHAPING CHARACTER AND PERCEPTION: A SOCIAL CHANGE DIMENSION 高等教育课程在塑造品格和认知方面的力量:一个社会变迁的维度
Pub Date : 2023-06-23 DOI: 10.36315/2023v1end136
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引用次数: 0
DOUBT IN RELIGIOUS FUNDAMENTALISM: EDUCATION BETWEEN AUTHORITY AND RATIONAL AUTONOMY 宗教原教旨主义的怀疑:权威与理性自治之间的教育
Pub Date : 2023-06-23 DOI: 10.36315/2023v1end046
Rahel Kellich
A fundamentalist religious practice determines daily life, personal beliefs, and interaction with fellow human beings. Children and adolescents who grow up in fundamentalist homes are often collaterally involved in their parents’ religious practice. Therefore, a self-determined decision about potential religious participation is usually anticipated and exchanged for authoritarian patterns of upbringing. When this practice demands blind trust in the universality of the religion and its scriptures, this is mainly reflected in educational practices and how authority determines them. The ability to doubt is fundamental, particularly regarding critical opinion-forming, social participation, and democratic involvement. But how does the possibility of young people learning to doubt situate itself in this field of tension of religious infallibility? To pursue this topic, the influence of multi-layered authority in a religious fundamentalist education on the emergence and handling of doubt is examined and compared to the requirements for developing an autonomous personality. A delegitimation of doubt in pedagogical practice can lead to difficulties in the child's autonomy development. It is, therefore, in the interest of society and institutions to promote the ability to exercise autonomy. This paper attempts to generate a broader and interdisciplinary understanding of the interaction of doubt in religious fundamentalism and the development of rational autonomy.
原教旨主义的宗教实践决定了日常生活、个人信仰以及与人类同胞的互动。在原教旨主义家庭中长大的儿童和青少年往往间接地参与到父母的宗教活动中。因此,关于潜在的宗教参与的自主决定通常是预期的,并与专制的教育模式交换。当这种实践要求对宗教及其经文的普遍性盲目信任时,这主要体现在教育实践和权威如何决定他们。怀疑的能力是基本的,特别是在批判性意见形成、社会参与和民主参与方面。但是,年轻人学习怀疑的可能性在宗教绝对正确的紧张局势中是如何定位的呢?为了探讨这一主题,我们考察了宗教原教旨主义教育中多层权威对怀疑的产生和处理的影响,并将其与发展自主人格的要求进行了比较。在教学实践中,质疑的合法性会导致儿童自主性发展的困难。因此,促进行使自主权的能力符合社会和机构的利益。本文试图对宗教原教旨主义的怀疑与理性自治的发展之间的相互作用产生更广泛和跨学科的理解。
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引用次数: 0
MEASURING INQUIRY ABILITIES OF YOUNG LEARNERS USING A PERFORMANCE-BASED ASSESSMENT 使用基于表现的评估来衡量年轻学习者的探究能力
Pub Date : 2023-06-23 DOI: 10.36315/2023v1end143
Cinthya Kayser, M. Penn, U. Ramnarain, Hsin Kai Wu
Scientific inquiry abilities and the nature of scientific inquiry (NOSI) are critical in building a scientifically literate citizenry. However, little information is available regarding the inquiry abilities of young learners between the ages of 5-7 years, though it is widely agreed that children are born inquirers. Among the reasons why inquiry abilities in young children are not explored is the need for reliable research instruments to measure these abilities. Most existing research excludes the measurement of young learners’ inquiry abilities but tends to report more on the inquiry abilities of middle and high school learners. This study aims to adapt an existing performance-based assessment (PBA) and apply it in measuring the inquiry abilities of young learners aged 5 to 7 years in the South African context. The study aims to report on learners’ innate abilities that develop naturally without formal instruction at kindergarten (grade R) and early primary to inform early science interventions. Three Afrikaans schools were conveniently selected as samples. Afrikaans is one of eleven official languages spoken in South Africa, and with no existing literature on Afrikaans learners’ inquiry abilities in the foundation phase, a gap was explored. Data for the study was qualitatively gathered from 120 foundation phase learners (pre-schoolers to third graders) through an orally presented Performance-based Assessment of Kindergarteners’ Scientific Inquiry Abilities (PAKSIA). Audio-recorded oral assessments were transcribed and translated into English. Transcripts were then scored using an adapted rubric to generate numerical scores on learners’ performance. The numerical data were then analysed to provide descriptive statistics of participants’ inquiry abilities. Of the four inquiry abilities assessed, high scores were realised in the experimentation and observation abilities. The results suggested that young learners have innate abilities to engage in inquiry activities. A multisensory and “play” approach to the adapted PAKSIA supported learners’ engagement with tasks using their senses. Younger learners aged 5 and 6 struggled with more abstract questions, such as predicting or measuring without a measuring instrument. However, learners aged 7 displayed adequate abilities to predict, plan, design, investigate and communicate their results. The PAKSIA is a baseline assessment for educators to identify what inquiry abilities need more implicit nurturing and development. Some implications and recommendations for foundation phase learning are also made herein.
科学探究能力和科学探究的本质(NOSI)对于培养具有科学素养的公民至关重要。然而,关于5-7岁幼儿学习者的探究能力的信息很少,尽管人们普遍认为儿童天生就是探究者。幼儿探究能力未被探究的原因之一是需要可靠的研究工具来衡量这些能力。现有的研究大多排除了对年轻学习者探究能力的测量,而倾向于更多地报道初高中学习者的探究能力。本研究旨在调整现有的基于绩效的评估(PBA),并将其应用于衡量5至7岁的年轻学习者在南非的探究能力。本研究旨在报告学生在幼儿园(R年级)和小学早期在没有正式指导的情况下自然发展的先天能力,为早期科学干预提供信息。方便地选择了三所南非荷兰语学校作为样本。南非荷兰语是南非11种官方语言之一,由于没有关于南非荷兰语学习者在基础阶段的探究能力的现有文献,因此探索了一个空白。本研究的数据是通过口头呈现的幼儿园儿童科学探究能力绩效评估(PAKSIA)从120名基础阶段的学习者(学龄前至三年级)中定性收集的。录音的口头评价被转录并翻译成英文。然后使用一种适应的标准对成绩单进行评分,以生成学习者表现的数字分数。然后对数字数据进行分析,以提供参与者询问能力的描述性统计。在四项探究能力评估中,实验和观察能力得分较高。结果表明,幼儿学习者具有从事探究活动的先天能力。适应PAKSIA的多感官和“游戏”方法支持学习者使用他们的感官参与任务。5岁和6岁的小学生在更抽象的问题上挣扎,比如在没有测量仪器的情况下预测或测量。然而,7岁的学习者在预测、计划、设计、调查和交流结果方面表现出了足够的能力。PAKSIA是教育工作者确定哪些探究能力需要更多的隐性培养和发展的基准评估。本文还对基础阶段学习提出了一些启示和建议。
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引用次数: 0
GEOQUEST TROPOMAG DIGITAL ADVENTURE PATH: WHEN SCIENCE IS A GAME Geoquest troomag数字冒险路径:当科学是一个游戏
Pub Date : 2023-06-23 DOI: 10.36315/2023v1end145
Giovanna Lucia Piangiamore, S. Maraffi, F. Sacerdoti, Tropomag WP3 Team
Game is a powerful educational tool able to involve students and keep their attention high, promoting cognitive development, discoveries, reasoning, and thinking. It is also an effective active form of learning which consolidates the acquired knowledge and carries out an authentic assessment through reality tasks and immediate feedback typical of the use of the digital games. Our gamy-learning experimentation focuses on new methods and practices of science communication, with the aim to face the challenge of educating about natural risks and climate change. The goal is to facilitate the automatic choice of good practices, by stimulating mind, intuition and logic in the perspective of team building in school-based civic education. The proper application of technological tools is a valuable aid for conscious communication for the next generation. A Computer Supported Collaborative Learning Education is experienced, in order to test the efficacy of our GeoQuest TROPOMAG digital adventure, and pave the ground for the implementation of the storytelling in an integrated table game. Our climate change role-playing videogame explores phenomena related to the possible effects of changes in the Earth's magnetic field on the atmosphere. The virtual adventure path is played on smartphones and follows alternative paths chosen by the players to develop the storytelling. As a result, students play not only “just for fun”, but also to actively participate in their learning process and acquisition of new knowledge, skills and competences in environmental issues.
游戏是一种强大的教育工具,能够让学生参与进来,保持他们的高度注意力,促进认知发展、发现、推理和思考。它也是一种有效的主动学习形式,可以巩固已获得的知识,并通过使用数字游戏的现实任务和即时反馈进行真实评估。我们的游戏学习实验侧重于科学传播的新方法和实践,目的是面对教育自然风险和气候变化的挑战。目的是在以学校为本的公民教育中,从团队建设的角度,激发思维、直觉和逻辑,促进学生自动选择良好的做法。技术工具的适当应用是下一代有意识交流的宝贵援助。为了测试我们的GeoQuest troomag数字冒险的有效性,并为在集成桌面游戏中实现故事叙述奠定基础,我们体验了计算机支持的协作学习教育。我们的气候变化角色扮演电子游戏探索了与地球磁场变化对大气可能产生的影响相关的现象。玩家可以在智能手机上体验虚拟冒险路线,并根据玩家选择的不同路线发展故事情节。因此,学生们不仅“只是为了好玩”,而且还积极参与他们的学习过程,并获得有关环境问题的新知识、技能和能力。
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引用次数: 0
TUTORED PRAXIS-SHOCK: TEACHER CANDIDATES' OPINION ON THE MENTAL EFFECTS OF SCHOOL MENTORING 辅导实践-冲击:教师候选人对学校辅导心理效应的看法
Pub Date : 2023-06-23 DOI: 10.36315/2023v1end008
Magdolna Chrappán, R. Bencze
Teacher training is a key element of the quality of the education system. Staying in the teaching career is determined by many factors, however, overcoming the so-called praxis-shock means the first step for beginner teachers. For teacher students, mentoring during practical training is the main support, that is why it is important to know how the triadic relationship between the school mentor, the teacher and the university works. In our heuristic research, interactions between mentors, students and university actors, as elements of the mentoring process were examined (Sternberg, 2016, Ben-Harush & Orland-Barak, 2019) . During our research (2021-2022) we asked mentors working in Hungarian teacher training and student teachers who had just completed their coherent teacher training practice. Research was carried out with mixed methods, qualitative (scientific literature exploration, focus group interview in 4x8 groups) and quantitative (self-developed questionnaire based on the results of focus group interviews with 280 mentors and 351 students. In the triadic relationship, the teacher candidate and his developmental process are in the focus. In our lecture we present a segment of the results of teacher candidates: how their professional development and self -efficacy are influenced by the activities of mentor, the organizational support of the school and the communication with the university. The results show that teacher candidates are fundamentally uncertain in assessing the impact of school as a supportive environment (teacher colleagues, leaders), they are rather linked to the person of the mentor. It is surprising that almost exclusively the intensity of the personal relationship with the mentor influences self-efficiency and professional development. The results are important primarily for mentors and schools, because it seems that it depends on them to what extent they can prepare candidates for the mental difficulties of the future career in a kind of "tutored reality shock".
教师培训是教育系统质量的关键因素。能否留在教学生涯是由许多因素决定的,然而,克服所谓的实践冲击是初学教师的第一步。对于师范生来说,实践培训中的指导是主要的支持,这就是为什么了解学校导师、教师和大学之间的三位一体关系是如何运作的重要。在我们的启发式研究中,我们考察了导师、学生和大学演员之间的互动,作为指导过程的要素(Sternberg, 2016; Ben-Harush & Orland-Barak, 2019)。在我们的研究(2021-2022)中,我们询问了从事匈牙利教师培训的导师和刚刚完成连贯教师培训实践的实习教师。研究采用定性(科学文献探究,4x8小组焦点小组访谈)和定量(基于280名导师和351名学生的焦点小组访谈结果自行编制问卷)相结合的方法进行。在三位一体关系中,教师候选人及其发展过程是关注的焦点。在我们的讲座中,我们展示了教师候选人的部分结果:导师的活动、学校的组织支持以及与大学的沟通如何影响他们的专业发展和自我效能感。结果表明,教师候选人在评估学校作为一个支持性环境(教师同事、领导)的影响时,基本上是不确定的,他们更倾向于与导师本人联系在一起。令人惊讶的是,与导师的个人关系的强度几乎完全影响自我效率和专业发展。研究结果主要对导师和学校很重要,因为这似乎取决于他们在多大程度上能让候选人在一种“辅导现实冲击”中为未来职业生涯的心理困难做好准备。
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引用次数: 0
A STRENGTH-BASED MENTORSHIP PROGRAMME FOR NOVICE TEACHERS ILLUMINATED BY ACQUIRED STRENGTHS 一个以获得性优势为基础的新教师辅导计划
Pub Date : 2023-06-23 DOI: 10.36315/2023v1end116
Shaun Peens
The lyrics from “Another brick in the wall’ by Pink Floyd released in 1979 inadvertently puts teachers on the backfoot, especially when the society can’t help to sing along. Although the song voices the feelings of many young adults pondering about teachers ruining their freedom by forceful actions of superiority, the majority of children, however, deem their primary school teachers as heroes. High school learners on the other hand, find themselves in a tussle with teachers; whether it might be an authority challenge or the need to be heard. Annually novice teachers instinctively rock up at schools as young and energetic postgraduates hoping to impact children’s lives; often finding themselves exhausted after their first year, occasionally considering leaving the profession. Is this an indication that novice teachers are unprepared for reality? This paper will not dispute any level of content knowledge nor ability to teach but will investigate whether a one-year internship could be beneficial to young graduates entering the teaching sphere. Professions in medical, engineering, accounting, and law require postgraduates to complete at least a calendar year internship prior to becoming full members. Some even expect their candidates to pass board exams including extending certain skills. On the other hand, our education students are only required to complete 21 weeks across their four years at university for full employment. Mastering some soft skills before postgraduate shoulder responsibility in the classroom setup could prove to be a valuable commodity in the education profession; with seasoned educators playing a vital part to instil these soft skills. Internships overall suggest that being present in the day-to-day activities often offer opportunities for growth which repeatedly include people management, integrating theory and practice. The study will aim investigate how strengths-based coaching can be utilized to assist mentors and novice teachers during their internship year. Research about strength-based coaching indicate that applying formerly acquired strengths to new challenges, could guide an individual to a higher percentage of achieving success.
1979年发行的平克·弗洛伊德(Pink Floyd)的《墙上的另一块砖》(Another brick in The wall)的歌词无意中让教师们处于不利地位,尤其是当整个社会忍不住跟着唱的时候。虽然这首歌表达了许多年轻人的感受,他们担心老师用强势的优越感破坏了他们的自由,但大多数孩子都认为他们的小学老师是英雄。另一方面,高中学习者发现自己与老师发生了争执;无论是对权威的挑战,还是需要被倾听。每年的新教师本能地以年轻而充满活力的研究生的身份出现在学校,希望影响孩子们的生活;经常在第一年之后发现自己筋疲力尽,偶尔会考虑离开这个行业。这是否表明新手教师没有准备好面对现实?本文不会质疑任何水平的内容知识或教学能力,但将调查一年的实习是否有利于年轻毕业生进入教学领域。医学、工程、会计和法律等专业要求研究生在成为正式会员之前至少完成一年的实习。一些公司甚至希望他们的候选人能够通过委员会的考试,包括扩展某些技能。另一方面,我们的教育学生只需要在大学四年中完成21周的全职工作。在研究生承担起课堂设置的责任之前,掌握一些软技能可能会被证明是教育行业的一件有价值的商品;经验丰富的教育工作者在灌输这些软技能方面发挥着至关重要的作用。总的来说,实习表明,参与日常活动通常会提供成长的机会,其中包括人员管理、理论与实践的结合。本研究的目的是调查如何利用基于优势的指导来帮助导师和新教师在他们的实习年。关于基于力量的教练的研究表明,将以前获得的优势应用到新的挑战中,可以指导个人获得更高比例的成功。
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引用次数: 0
PERFORMING SMALL PROJECT ASSESSMENT IN CIVIL TECHNOLOGY THROUGH HEUTAGOGY APPROACH TEACHING AND LEARNING PROCESS 通过教学法教学过程对土木技术进行小型项目评估
Pub Date : 2023-06-23 DOI: 10.36315/2023v1end115
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引用次数: 0
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