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Hybrid intelligence: Human–AI coevolution and learning 混合智能:人类与人工智能的共同进化和学习
IF 8.1 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2025-01-09 DOI: 10.1111/bjet.13560
Sanna Järvelä, Guoying Zhao, Andy Nguyen, Haoyu Chen
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引用次数: 0
Collaborative Cell Groups: Bridging separation in the Community of Inquiry in a context of Internationalization at a Distance 协作细胞组:在国际化的远距离背景下,在调查社区中弥合分离
IF 8.1 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2025-01-03 DOI: 10.1111/bjet.13561
Yun Yue, Jeannette Keser, Feng Li, Yishu Liu, Weijuan Yu

The internationalization of higher education increasingly involves ‘Internationalization at a Distance’ (IaD), a modality that alters how students engage with learning communities across geographical and cultural divides. Despite its growing prevalence, the complexity of fostering student engagement in transnational settings remains underexplored. This study investigates the application of the Community of Inquiry (CoI) framework—comprising teaching, cognitive and social presence—within a transnational Master of Education programme delivered jointly by an Australian university and a Chinese educational institute. Findings reveal significant challenges in achieving robust CoI elements due to geographical separation and cultural disparities, which undermine effective engagement. In response, students developed Collaborative Cell Groups, informal, peer-led communities that enhance engagement by localizing knowledge, fostering social cohesion and supplementing teaching presence. These groups illustrate both the potential and limitations of informal peer support within formal learning structures. By critically examining the interplay between formal and informal learning communities, this study offers new insights into optimizing engagement in cross-cultural distance education.

Practitioner notes

What is already known about this topic?

  • The Community of Inquiry (CoI) framework has been widely recognized for structuring online learning environments by fostering cognitive, social and teaching presence to support meaningful learning experiences.
  • Prior research has primarily examined the application of the CoI framework in domestic online education settings, with limited exploration of its effectiveness and challenges in cross-cultural or transnational contexts like Internationalization at a Distance (IaD).
  • Existing studies suggest that while the CoI framework can provide a structured approach to enhancing engagement, its ability to fully support student participation may be hindered by factors, such as geographical separation and cultural disparities.

What this paper adds

  • This study highlights the limitations of the CoI framework in fully supporting student engagement within IaD settings. Specifically, it demonstrates how cultural and geographical divides between students and instructors can hinder the effective establishment of teaching, cognitive and social presence.
高等教育的国际化越来越多地涉及“远程国际化”(IaD),这是一种改变学生与跨越地理和文化鸿沟的学习社区互动方式的模式。尽管越来越普遍,但在跨国环境中培养学生参与的复杂性仍未得到充分探讨。本研究调查了探究共同体(CoI)框架——包括教学、认知和社会存在——在澳大利亚一所大学和一所中国教育机构联合提供的跨国教育硕士项目中的应用。调查结果显示,由于地理隔离和文化差异,在实现强大的CoI元素方面存在重大挑战,这破坏了有效的参与。作为回应,学生们建立了协作小组,这是一种非正式的、由同伴领导的社区,通过本地化知识、促进社会凝聚力和补充教学存在来提高参与度。这些群体说明了在正式学习结构中非正式同伴支持的潜力和局限性。通过批判性地考察正式和非正式学习社区之间的相互作用,本研究为优化跨文化远程教育的参与提供了新的见解。关于这个主题我们已经知道了什么?探究社区(CoI)框架通过促进认知、社会和教学存在来支持有意义的学习体验,从而构建在线学习环境,已得到广泛认可。先前的研究主要考察了CoI框架在国内在线教育环境中的应用,而对其在跨文化或跨国背景下(如远程国际化)的有效性和挑战的探索有限。现有的研究表明,虽然CoI框架可以提供一种结构化的方法来增强参与,但其充分支持学生参与的能力可能会受到地理分隔和文化差异等因素的阻碍。本研究强调了CoI框架在充分支持IaD环境下学生参与方面的局限性。具体来说,它展示了学生和教师之间的文化和地理差异如何阻碍教学、认知和社会存在的有效建立。为了应对这些挑战,本文介绍了协作小区(ccg)的概念,这是一种非正式的、以同伴为主导的社区,旨在加强参与。通过将知识本地化,促进具有文化响应性的同伴支持,弥合社会和认知鸿沟,CCGs补充并扩展了CoI框架。与一般的基于社交媒体的互动不同,ccg的运作具有结构化的意图,以克服跨国和跨文化教育背景下面临的独特障碍。对实践和/或政策的影响教育机构应考虑促进同伴领导的非正式学习小组的形成,以支持学生参与和跨国教育项目的学习成果。政策应强调需要有文化适应性的学习框架,将正式的教学指导和非正式的同伴合作结合起来,以克服地理和文化分散的学习环境的挑战。
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引用次数: 0
Using hybrid intelligence to enhance peer feedback for promoting teacher reflection in video-based online learning 利用混合智能增强同伴反馈,促进教师在基于视频的在线学习中的反思
IF 8.1 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-12-31 DOI: 10.1111/bjet.13559
Jinglei Yu, Shengquan Yu, Ling Chen
<div> <section> <p>Video-based teacher online learning enables teachers to engage in reflective practice by watching others' classroom videos, providing peer feedback (PF) and reviewing others' work. However, the quality and reliability of PF often suffer due to variations in teaching proficiency among providers, which limits its usefulness for reviewers. To improve the quality of PF, hybrid intelligence is a promising approach that enhances human evaluation with AI-based techniques. Thus, we developed a hybrid intelligence feedback (HIF) system, where PF is categorized and summarized by large language models (LLM), and accompanied with AI multimodal data analysis, all in accordance with a knowledge structure. To investigate the effectiveness of the HIF, we conducted a study involving 58 pre-service mathematics teachers. After their initial feedback provision on a classroom video, they were divided into two groups. One group received HIF, while the other received traditional PF. Both groups revised their initial feedback based on the same video with PF or HIF report, and were assigned two tasks, namely in-depth reflection and extensive reflection. We analysed the reflective writings generated in in-depth reflection using the Structure of Observed Learning Outcomes taxonomy, and examined the diversity of teachers' attentions in extensive reflection using information entropy. Compared to traditional PF, our findings indicated that HIF (a) facilitated more comments added in feedback revision, (b) promoted multi-structural and extended abstract level thinking in in-depth reflection, (c) encouraged more diverse attentions in extensive reflection. These results demonstrate the effectiveness of HIF in enhancing PF to promote reviewers' reflection. This efficacy can be attributed to the utilization of LLM to identify common elements within PF, guided by the human knowledge-based framework, as well as the integration of data-driven evidence to complement PF.</p> </section> <section> <div> <div> <h3>Practitioner notes</h3> <p>What is already known about this topic? </p><ul> <li>Video-based teacher online learning allows teachers to reflect on their own or others' videos flexibly while providing and reviewing peer feedback using reflection tools.</li> <li>While the benefits of reflecting on one's own videos with peer feedback are widely recognized, there is limited empirical evidence supporting the advantages of reflecting on others' videos with peer feedback. The effectiveness of this process may be affected by the quality and reliability of the peer feedback provided.</li> <li>Using natural language processing techniques to enh
基于视频的教师在线学习使教师能够通过观看他人的课堂视频、提供同伴反馈(PF)和审查他人的作业来进行反思性实践。然而,由于提供者的教学熟练程度不同,PF的质量和可靠性经常受到影响,这限制了它对审稿人的有用性。为了提高PF的质量,混合智能是一种很有前途的方法,它通过基于人工智能的技术来增强人类的评估。因此,我们开发了一个混合智能反馈(HIF)系统,其中PF由大型语言模型(LLM)分类和汇总,并伴有AI多模态数据分析,所有这些都按照知识结构进行。为了探讨HIF的有效性,我们对58名职前数学教师进行了研究。在对课堂视频进行初步反馈后,他们被分成两组。一组接受HIF,另一组接受传统的PF,两组都根据相同的视频和PF或HIF报告修改初始反馈,并分配深度反思和广泛反思两项任务。我们使用观察学习成果分类法的结构分析了深度反思中产生的反思性写作,并使用信息熵检验了教师在广泛反思中关注的多样性。研究结果表明,与传统PF相比,HIF (a)促进了反馈修订中更多的评论,(b)在深度反思中促进了多结构和扩展的抽象层次思维,(c)在广泛反思中鼓励了更多样化的关注。这些结果证明了HIF在增强PF以促进审稿人反思方面的有效性。这种功效可以归因于利用法学硕士来识别PF中的共同元素,在以人为基础的知识框架的指导下,以及整合数据驱动的证据来补充PF。基于视频的教师在线学习允许教师灵活地反思自己或他人的视频,同时使用反思工具提供和审查同伴反馈。虽然通过同伴反馈来反思自己视频的好处得到了广泛认可,但支持通过同伴反馈来反思他人视频的好处的经验证据有限。这一过程的有效性可能受到所提供的同伴反馈的质量和可靠性的影响。利用自然语言处理技术增强同伴反馈是可行和有效的。然而,它主要用于解决文本层面的问题,在促进专业精神方面效果较差。多模态数据分析在提高教学行为和促进反思方面显示出有效性。然而,尽管在课堂视频上广泛使用了基于人工智能的分析,但它们往往缺乏教育意义上的解释。混合智能是学习科学研究中的一个新概念,旨在利用人类智能和机器智能来提高整体效率。这篇文章补充了什么?本研究将混合智能的概念应用到基于视频的教师学习中,提出了一种混合智能反馈(HIF)系统,旨在促进教师在同伴反馈评审过程中对他人视频的反思。本研究提出了HIF模块的设计,其中人类同伴反馈通过大型语言模型得到增强,机器数据分析与教育解释相辅相成,所有这些都根据专家知识结构进行结构化。结果表明,HIF能有效激发教师在深度反思中的更高层次思维,增强教师在广泛反思中关注的多样性。然而,对于新手来说,在反思过程中理解和整合HIF中新注意到的教学策略与他们的内部知识结构可能仍然具有挑战性。对实践和/或政策的影响随着生成式人工智能的快速发展,大型语言模型的使用变得更加灵活和有效,能够在与人类专业知识协作的情况下增强多任务处理,以实现同伴反馈。
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引用次数: 0
Assessing student perceptions and use of instructor versus AI-generated feedback 评估学生的看法和使用教师与人工智能生成的反馈
IF 8.1 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-12-27 DOI: 10.1111/bjet.13558
Erkan Er, Gökhan Akçapınar, Alper Bayazıt, Omid Noroozi, Seyyed Kazem Banihashem

Despite the growing research interest in the use of large language models for feedback provision, it still remains unknown how students perceive and use AI-generated feedback compared to instructor feedback in authentic settings. To address this gap, this study compared instructor and AI-generated feedback in a Java programming course through an experimental research design where students were randomly assigned to either condition. Both feedback providers used the same assessment rubric, and students were asked to improve their work based on the feedback. The feedback perceptions scale and students' laboratory assignment scores were compared in both conditions. Results showed that students perceived instructor feedback as significantly more useful than AI feedback. While instructor feedback was also perceived as more fair, developmental and encouraging, these differences were not statistically significant. Importantly, students receiving instructor feedback showed significantly greater improvements in their lab scores compared to those receiving AI feedback, even after controlling for their initial knowledge levels. Based on the findings, we posit that AI models potentially need to be trained on data specific to educational contexts and hybrid feedback models that combine AI's and instructors' strengths should be considered for effective feedback practices.

Practitioner notes

What is already known about this topic

  • Feedback is crucial for student learning in programming education.
  • Providing detailed personalised feedback is challenging for instructors.
  • AI-powered solutions like ChatGPT can be effective in feedback provision.
  • Existing research is limited and shows mixed results about AI-generated feedback.

What this paper adds

  • The effectiveness of AI-generated feedback was compared to instructor feedback.
  • Both feedback types received positive perceptions, but instructor feedback was seen as more useful.
  • Instructor feedback led to greater score improvements in the programming task.

Implications for practice and/or policy

  • AI should not be the sole source of feedback, as human e
尽管对使用大型语言模型提供反馈的研究兴趣日益浓厚,但与真实环境中的教师反馈相比,学生如何感知和使用人工智能生成的反馈仍然未知。为了解决这一差距,本研究通过实验研究设计比较了Java编程课程中教师和人工智能生成的反馈,学生被随机分配到任何一种情况。两个反馈提供者使用相同的评估标准,学生被要求根据反馈改进他们的工作。在两种情况下,比较反馈感知量表和学生实验作业得分。结果显示,学生认为教师的反馈比人工智能的反馈更有用。虽然教师的反馈也被认为更公平,发展和鼓励,但这些差异在统计上并不显著。重要的是,与接受人工智能反馈的学生相比,接受教师反馈的学生在实验成绩上的进步明显更大,即使在控制了他们的初始知识水平之后也是如此。基于这些发现,我们认为人工智能模型可能需要接受特定于教育背景的数据训练,并且应该考虑将人工智能和教师的优势结合起来的混合反馈模型,以进行有效的反馈实践。关于这个话题,我们已经知道反馈对于学生在编程教育中的学习是至关重要的。对教师来说,提供详细的个性化反馈是一项挑战。ChatGPT等人工智能解决方案可以有效地提供反馈。现有的研究是有限的,并且对人工智能产生的反馈显示出不同的结果。将人工智能生成的反馈与教师反馈的有效性进行了比较。两种反馈都得到了积极的评价,但教师的反馈被认为更有用。教师的反馈使得编程任务的分数有了更大的提高。人工智能对实践和/或政策的影响不应成为反馈的唯一来源,因为人类的专业知识至关重要。人工智能模型应该在特定情境的数据上进行训练,以提高反馈的可操作性。混合反馈模型是一种可扩展和有效的方法。
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引用次数: 0
Internationalization at a distance via virtual mobility in the Global South: Advances and challenges 在全球南方通过虚拟移动的远距离国际化:进步与挑战
IF 8.1 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-12-27 DOI: 10.1111/bjet.13557
Simon Ngalomba, Faith Mkwananzi, Patience Mukwambo

Internationalization of higher education (HE) has increasingly been a subject of interest among scholars, due to developments in the field, such as increased student and staff mobility, inter-university research and teaching partnerships, and rapid technological advancements. Internationalization efforts have mainly focused on the recruitment of international students and staff to universities in the Global North, the establishment of satellite campuses overseas and research collaborations. To compete on a more even footing, countries in the Global South have increasingly invested in their HE systems and actively promoted themselves as international destinations in this changing global landscape. In this paper, we discuss the strategies and limitations of internationalization at a distance (IaD) with a specific focus on Tanzania. As an emerging destination for international students, the country's expanding HE sector is positioning itself as a global and competitive international destination through diverse efforts such as virtual mobility. This paper draws on interviews with key staff from an open and distance-learning university in Tanzania to examine and theorize the challenges relating to the provision of online distance learning (ODL) to non-mobile international students. The theoretical lens is informed by the capabilities approach and ideas of conversion factors and agency. The paper looks beyond existing limitations and proposes the idea of a responsive agency that draws on international collaborations as a way of overcoming contextual challenges through pooling and sharing resources where they exist. In this way, institutions are not independent of their affiliation with others, they belong to a community. This broadens the practice of internationalization to fostering supportive collaboration aimed at improving access to quality international HE.

Practitioner notes

What is already known about this topic

  • Rising technology-supported activities have created new opportunities for universities internationalization.
  • Education plays a key role in intercultural understanding.
  • Internationalization of educational research and services improve quality by requiring respective higher education institutions improve academic standards.

What this paper adds

  • Bring together the concepts of capabilities and third sp
由于该领域的发展,例如学生和员工流动性的增加,大学间的研究和教学伙伴关系以及快速的技术进步,高等教育的国际化(HE)日益成为学者们感兴趣的主题。国际化的努力主要集中在招收国际学生和工作人员到全球北方的大学,在海外建立卫星校园和研究合作。为了在更公平的基础上竞争,全球南方国家越来越多地投资于他们的高等教育系统,并在不断变化的全球格局中积极推动自己成为国际目的地。本文以坦桑尼亚为例,讨论了远程国际化的策略和局限性。作为国际学生的新兴目的地,该国不断扩大的高等教育部门通过虚拟流动性等多种努力,将自己定位为一个具有全球竞争力的国际目的地。本文通过对坦桑尼亚一所开放远程教育大学的主要工作人员的采访,研究了与向非流动国际学生提供在线远程教育(ODL)相关的挑战,并将其理论化。理论视角是由能力方法和转换因素和代理的思想提供的。这篇论文超越了现有的限制,提出了一个响应机构的想法,利用国际合作作为一种通过汇集和分享资源来克服背景挑战的方式。这样,机构就不是独立于它们与其他机构的联系,它们属于一个共同体。这扩大了国际化的实践,以促进旨在改善获得高质量国际高等教育机会的支持性合作。关于这一主题的已知情况:技术支持活动的兴起为大学国际化创造了新的机会。教育在跨文化理解中起着关键作用。教育研究和服务的国际化要求各高等教育机构提高学术水平,从而提高教育质量。将IaD中能力和第三空间的概念结合在一起。这些机会还有待高等教育机构和各种政府政策的充分利用。第三个空间使混合、文化翻译和新身份形式的出现成为可能。对实践和/或政策的影响为了参与和维持信息通信技术,大学必须拥有可靠的信息通信技术基础设施和具备必要技能的员工,以应对快速的技术进步。扩大那些被排除在传统校园大学之外的人的参与,对于确保实现可持续发展目标4至关重要。
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引用次数: 0
A Competency Framework for AI Literacy: Variations by Different Learner Groups and an Implied Learning Pathway 人工智能素养的能力框架:不同学习者群体的差异和隐含的学习途径
IF 8.1 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-12-27 DOI: 10.1111/bjet.13556
Hyunkyung Chee, Solmoe Ahn, Jihyun Lee

This study aims to develop a comprehensive competency framework for artificial intelligence (AI) literacy, delineating essential competencies and sub-competencies. This framework and its potential variations, tailored to different learner groups (by educational level and discipline), can serve as a crucial reference for designing and implementing AI curricula. However, the research on AI literacy by target learners is still in its infancy, and the findings of several existing studies provide inconsistent guidelines for educational practices. Following the 2020 PRISMA guidelines, we searched the Web of Science, Scopus, and ScienceDirect databases to identify relevant studies published between January 2012 and October 2024. The quality of the included studies was evaluated using QualSyst. A total of 29 studies were identified, and their research findings were synthesized. Results show that at the K-12 level, the required competencies include basic AI knowledge, device usage, and AI ethics. For higher education, the focus shifts to understanding data and algorithms, problem-solving, and career-related competencies. For general workforce, emphasis is placed on the interpretation and utilization of data and AI tools for specific careers, along with error detection and AI-based decision-making. This study connects the progression of specific learning objectives, which should be intensively addressed at each stage, to propose an AI literacy education pathway. We discuss the findings, potentials, and limitations of the derived competency framework for AI literacy, including its theoretical and practical implications and future research suggestions.

Practitioner notes

What is already known about this topic

  • AI literacy is becoming increasingly important as AI technologies are integrated into various aspects of life and work.
  • Research on AI literacy competencies across diverse learner groups and disciplines remains fragmented and inconsistent to guide educational practices.
  • Studies providing a coherent pathway for AI literacy development throughout educational and working life are lacking.

What this paper adds

  • A comprehensive AI literacy competency framework consisting of 8 competencies and 18 sub-competencies.
  • Variations in AI literacy competencies with tailored configurat
本研究旨在为人工智能(AI)素养建立一个全面的能力框架,描述基本能力和子能力。这个框架及其潜在的变化,针对不同的学习者群体(按教育水平和学科)量身定制,可以作为设计和实施人工智能课程的重要参考。然而,对目标学习者的人工智能素养的研究仍处于起步阶段,现有的一些研究结果为教育实践提供了不一致的指导。根据2020年PRISMA指南,我们检索了Web of Science、Scopus和ScienceDirect数据库,以确定2012年1月至2024年10月期间发表的相关研究。使用QualSyst评估纳入研究的质量。共确定了29项研究,并对其研究成果进行了综合。结果表明,在K-12级别,所需的能力包括基本的人工智能知识、设备使用和人工智能伦理。对于高等教育来说,重点转移到理解数据和算法、解决问题以及与职业相关的能力。对于一般劳动力,重点放在解释和利用特定职业的数据和人工智能工具,以及错误检测和基于人工智能的决策。本研究将具体学习目标的进展联系起来,在每个阶段都应该集中解决,提出了人工智能素养教育的途径。我们讨论了人工智能素养衍生能力框架的发现、潜力和局限性,包括其理论和实践意义以及未来的研究建议。随着人工智能技术融入生活和工作的各个方面,我们对这个话题的了解正变得越来越重要。对不同学习者群体和学科的人工智能读写能力的研究在指导教育实践方面仍然是碎片化和不一致的。在整个教育和工作生活中,缺乏为人工智能素养发展提供连贯途径的研究。一个由8个能力和18个子能力组成的全面的人工智能素养能力框架。人工智能读写能力的变化,根据学校水平和学科对不同的学习者群体进行量身定制的配置和优先级排序。从K-12到高等教育和劳动力水平发展人工智能素养的建议途径。该框架可以指导针对不同学习者特征和需求量身定制的人工智能课程的设计和实施。教育应将重点从教授如何使用人工智能转向培养对人工智能进行批判性、战略性、负责任和道德整合的能力。需要制定政策,支持从K-12教育到劳动力培训的终身人工智能素养发展的系统途径。
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引用次数: 0
The integration of digital games into teaching and learning—A unique constructivist framework 数字游戏与教学的整合——一个独特的建构主义框架
IF 8.1 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-12-13 DOI: 10.1111/bjet.13555
Eyal Liat, Merav Hayak
<div> <section> <p>In today's era, the ability to create and utilize digital games in the classroom is of great importance, for both teachers and students. Yet traditional teaching methods often lack the implementation of games in general, and of digital games in particular. This study presents a unique constructivist framework for creating and integrating digital-game generators in the classroom, following four consecutive year-long courses for preservice teachers at a college in Israel. Using design-based research, year-to-year improvements (iterations) to the course were introduced, achieved through analysis of in-class discussions, semi-structured interviews, participants' reflective diaries and the generated games. The participants were required to apply the constructivist framework to a study unit in their field of expertise, during their practical school-teaching experience. The findings in this study are based on the participants' teaching experience in secondary schools in three core subjects: English as a second language, mathematics and history. The developed consecutive framework comprises three core elements: the game, the pedagogical and didactic core, and the knowledge—all of which are important when integrating digital-game generators into the classroom. The course and framework addressed in this study could be applied in additional teacher-training programs, to increase digital-game generation and related skills in classrooms.</p> </section> <section> <div> <div> <h3>Practitioner notes</h3> <p>What is already known about this topic </p><ul> <li>Creating and implementing digital games in the classroom has gained momentum in recent years.</li> <li>Early exposure of preservice teachers to digital games during the teaching training phase may increase their use in the educational field.</li> <li>The developing and integration of digital games in the classroom, based on the constructivist approach, allows students to create games using existing game generators, while expressing their insights and knowledge in a personal and creative manner.</li> </ul> <p>What this paper adds </p><ul> <li>Introduces an innovative framework integrating educational game generation into teacher training, addressing key pedagogical and content knowledge components.</li> <li>Demonstrates the successful application of this framework across multiple disciplines (English, mathematics and history) in secondary education.</li> <li>Presents a
在当今时代,在课堂上创造和利用数字游戏的能力对教师和学生都非常重要。然而,传统的教学方法通常缺乏游戏的实施,尤其是数字游戏。本研究提出了一个独特的建构主义框架,用于在教室中创建和整合数字游戏生成器,并对以色列一所大学的职前教师进行了连续四年的课程。采用基于设计的研究,通过分析课堂讨论、半结构化访谈、参与者的反思日记和生成的游戏,介绍了课程每年的改进(迭代)。参与者被要求在他们实际的学校教学经历中,将建构主义框架应用到他们专业领域的一个研究单元中。本研究的结果基于参与者在中学的三个核心科目的教学经验:英语作为第二语言,数学和历史。开发的连续框架包括三个核心元素:游戏、教学和教学核心以及知识——当将数字游戏生成器整合到课堂中时,所有这些都很重要。本研究中讨论的课程和框架可以应用于其他教师培训计划,以提高课堂上的数字游戏生成和相关技能。近年来,在课堂上制作和执行数字游戏的势头越来越大。职前教师在教学培训阶段早期接触数字游戏可能会增加它们在教育领域的使用。基于建构主义的方法,在课堂上开发和整合数字游戏,允许学生使用现有的游戏生成器创建游戏,同时以个人和创造性的方式表达他们的见解和知识。本文介绍了一个创新的框架,将教育游戏生成整合到教师培训中,解决了关键的教学和内容知识组件。展示了这一框架在中学教育中跨多个学科(英语、数学和历史)的成功应用。提出了一项纵向研究,展示了职前教师教育中基于游戏的学习方法的迭代开发和改进。为将数字游戏创作作为一种建构主义学习工具纳入教师培训计划的有效性提供了基于证据的见解。对实践和/或政策的启示:建构主义框架有助于让职前教师——以及在教师培训的早期阶段——尝试不同类型的数字游戏,以及将它们整合到教学中的不同方法。将数字游戏整合到教学中可以促进有意义的学习,强调21世纪重要技能的发展。根据所建议的模式,研究建议在教师培训中推广数字游戏的主题,以使职前教师的未来学生受益。
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引用次数: 0
Are simpler math stories better? Automatic readability assessment of GAI-generated multimodal mathematical stories validated by engagement 简单的数学故事更好吗?参与验证的ai生成的多模态数学故事的自动可读性评估
IF 8.1 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-12-13 DOI: 10.1111/bjet.13554
Hai Li, Wanli Xing, Chenglu Li, Wangda Zhu, Hyunju Oh

Mathematical stories can enhance students' motivation and interest in learning mathematics, thereby positively impacting their academic performance. However, due to resource constraints faced by the creators, generative artificial intelligence (GAI) is employed to create mathematical stories accompanied by images. This study introduces a method for automatically assessing the quality of these multimodal stories by evaluating text-image coherence and textual readability. Using GAI-generated stories for grades 3 to 5 from the US math story learning platform Read Solve Create (RSC), we extracted features related to multimodal semantics and text readability. We then analysed the correlation between these features and student engagement levels, measured by average reading time per story (behavioural engagement) and average drawing tool usage per story (cognitive engagement), derived from browsing logs and interaction metrics on the platform. Our findings reveal that textual features such as conjunctive adverbs, sentence connectors, causal connectives and simplified vocabulary positively correlate with behavioural engagement. Additionally, higher semantic similarity between text and images, as well as the number of operators in the stories, is associated with increased cognitive engagement. This study advances the application of GAI in mathematics education and offers novel insights for instructional material design.

Practitioner notes

What is already known about this topic

  • Mathematical stories can enhance students' motivation and interest in mathematics, leading to improved academic performance.
  • Generative artificial intelligence (GAI) has been increasingly employed to create multimodal educational content, including mathematical stories with accompanying images, to address content creators' resource constraints.
  • Prior readability research has primarily focused on the analysis of text-based educational content, with less emphasis on the integration and analysis of visual elements.

What this paper adds

  • Introduces a novel automated multimodal readability assessment method that evaluates the coherence between text and images and the readability of text in GAI-generated mathematical stories.
  • Identifies specific story features, such as the more frequent use of three types of conjunctions (adversative conjunctions, common
数学故事可以增强学生学习数学的动机和兴趣,从而对学生的学习成绩产生积极影响。然而,由于创作者面临资源限制,采用生成式人工智能(generative artificial intelligence, GAI)来创作带有图像的数学故事。本研究介绍了一种通过文本-图像一致性和文本可读性来自动评估这些多模态故事质量的方法。使用来自美国数学故事学习平台Read Solve Create (RSC)的3 - 5年级的ai生成的故事,我们提取了与多模态语义和文本可读性相关的特征。然后,我们分析了这些特征与学生参与水平之间的相关性,通过每个故事的平均阅读时间(行为参与)和每个故事的平均绘图工具使用情况(认知参与)来衡量,这些数据来自浏览日志和平台上的互动指标。我们的研究结果表明,连接副词、句子连接词、因果连接词和简化词汇等文本特征与行为参与呈正相关。此外,文本和图像之间更高的语义相似性,以及故事中操作员的数量,与认知参与的增加有关。本研究促进了GAI在数学教育中的应用,并为教材设计提供了新的见解。数学故事可以增强学生学习数学的动机和兴趣,从而提高学习成绩。生成式人工智能(GAI)越来越多地被用于创建多模式的教育内容,包括带有附带图像的数学故事,以解决内容创作者的资源限制。以往的可读性研究主要集中在对基于文本的教育内容的分析上,对视觉元素的整合和分析重视较少。本文介绍了一种新的自动多模态可读性评估方法,用于评估人工智能生成的数学故事中文本和图像之间的一致性以及文本的可读性。识别特定的故事特征,例如更频繁地使用三种类型的连词(对立连词、普通句子连词和逻辑连词),以及与学生参与相关的词汇简单性。我们鼓励教育工作者和课程开发人员利用自动化的多模式可读性评估工具来分析和完善人工智能生成的教育内容,旨在提高学生的参与度和学习体验。对教育内容设计的建议包括考虑与更高参与度相关的已识别的可读性特征。考虑到教学材料的认知负荷,在处理图像和文本之间的关联时应谨慎行事。
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引用次数: 0
Beware of metacognitive laziness: Effects of generative artificial intelligence on learning motivation, processes, and performance 谨防元认知懒惰:生成式人工智能对学习动机、过程和成绩的影响
IF 8.1 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-12-10 DOI: 10.1111/bjet.13544
Yizhou Fan, Luzhen Tang, Huixiao Le, Kejie Shen, Shufang Tan, Yueying Zhao, Yuan Shen, Xinyu Li, Dragan Gašević
<div> <section> <p>With the continuous development of technological and educational innovation, learners nowadays can obtain a variety of supports from agents such as teachers, peers, education technologies, and recently, generative artificial intelligence such as ChatGPT. In particular, there has been a surge of academic interest in human-AI collaboration and hybrid intelligence in learning. The concept of hybrid intelligence is still at a nascent stage, and how learners can benefit from a symbiotic relationship with various agents such as AI, human experts and intelligent learning systems is still unknown. The emerging concept of hybrid intelligence also lacks deep insights and understanding of the mechanisms and consequences of hybrid human-AI learning based on strong empirical research. In order to address this gap, we conducted a randomised experimental study and compared learners' motivations, self-regulated learning processes and learning performances on a writing task among different groups who had support from different agents, that is, ChatGPT (also referred to as the AI group), chat with a human expert, writing analytics tools, and no extra tool. A total of 117 university students were recruited, and their multi-channel learning, performance and motivation data were collected and analysed. The results revealed that: (1) learners who received different learning support showed no difference in post-task intrinsic motivation; (2) there were significant differences in the frequency and sequences of the self-regulated learning processes among groups; (3) ChatGPT group outperformed in the essay score improvement but their knowledge gain and transfer were not significantly different. Our research found that in the absence of differences in motivation, learners with different supports still exhibited different self-regulated learning processes, ultimately leading to differentiated performance. What is particularly noteworthy is that AI technologies such as ChatGPT may promote learners' dependence on technology and potentially trigger “metacognitive laziness”. In conclusion, understanding and leveraging the respective strengths and weaknesses of different agents in learning is critical in the field of future hybrid intelligence.</p> </section> <section> <div> <div> <h3>Practitioner notes</h3> <p>What is already known about this topic </p><ul> <li>Hybrid intelligence, combining human and machine intelligence, aims to augment human capabilities rather than replace them, creating opportunities for more effective lifelong learning and collaboration.</li> <li>Generative AI, such as ChatGPT, has shown potential in enhancing learning by providing immedi
随着科技和教育创新的不断发展,如今的学习者可以从教师、同伴、教育技术以及最近的ChatGPT等生成式人工智能中获得各种各样的支持。特别是,学术界对人类与人工智能协作和学习中的混合智能的兴趣激增。混合智能的概念仍处于初级阶段,学习者如何从与人工智能、人类专家和智能学习系统等各种代理的共生关系中受益仍是未知的。新兴的混合智能概念也缺乏对基于强大实证研究的混合人类-人工智能学习的机制和后果的深刻见解和理解。为了解决这一差距,我们进行了一项随机实验研究,比较了学习者的动机、自我调节的学习过程和不同小组在写作任务中的学习表现,这些小组有不同的代理支持,即ChatGPT(也称为人工智能组)、与人类专家聊天、写作分析工具,以及没有额外的工具。共招募了117名大学生,对其多渠道学习、绩效和动机数据进行了收集和分析。结果表明:(1)接受不同学习支持的学习者在任务后内在动机方面没有差异;(2)各组学生自我调节学习过程的频率和顺序存在显著差异;(3) ChatGPT组在作文成绩提升方面表现优异,但知识获取和知识转移差异不显著。我们的研究发现,在动机不存在差异的情况下,不同支持的学习者仍然表现出不同的自我调节学习过程,最终导致表现的差异。特别值得注意的是,ChatGPT等人工智能技术可能会促进学习者对技术的依赖,并可能引发“元认知懒惰”。总之,理解和利用不同智能体在学习中的各自优势和劣势是未来混合智能领域的关键。混合智能是人类和机器智能的结合,旨在增强而不是取代人类的能力,为更有效的终身学习和合作创造机会。ChatGPT等生成式人工智能已经显示出通过提供即时反馈、克服语言障碍和促进个性化教育体验来增强学习的潜力。人工智能在教育环境中的有效性各不相同,一些研究强调了它在提高学习成绩和激励方面的好处,而另一些研究则指出了它完全取代人类教师的能力的局限性。我们在实验室环境中进行了一项随机实验研究,比较了不同代理组(人工智能、人类专家和清单工具)中学习者的动机、自我调节的学习过程和学习表现。我们发现,ChatGPT等人工智能技术可能会促进学习者对技术的依赖,并可能引发元认知“懒惰”,这可能会阻碍他们自我调节和深入学习的能力。我们还发现,ChatGPT可以显著提高短期任务绩效,但可能不会提高内在动机和知识的获取和转移。在使用人工智能进行学习时,学习者应该专注于加深对知识的理解,积极参与元认知过程,如评估、监控、定向等,而不是一味地跟随ChatGPT的反馈,仅仅为了高效地完成任务。在使用AI进行教学时,教师应该考虑哪些任务适合学习者在AI的帮助下完成,注意激发学习者的内在动机,并建立脚手架来帮助学习者主动学习。研究人员应该在未来设计多任务和跨背景的研究,以加深我们对学习者如何道德地和有效地学习、调节、协作和与人工智能发展的理解。
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引用次数: 0
Exploring homeplace as a nexus of learning and socially reproductive labour: A feminist perspective on internationalisation at a distance 探索家乡作为学习和社会再生产劳动的纽带:远距离国际化的女权主义视角
IF 8.1 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-12-06 DOI: 10.1111/bjet.13553
F. Melis Cin, Markus Roos Breines, Parvati Raghuram, Ashley Gunter
<div> <section> <p>This paper explores the concept of homeplace, examining how it serves as a nexus for learning, reproductive labour, and internationalisation while problematising the gendered and depoliticised nature of international distance education. Drawing on 60 interviews with international distance students at a South African university, the research employs Black and critical feminist perspectives to critique how the blurred boundaries between private and public spheres shape learning experiences. It addresses a gap in the international distance education literature by highlighting the insufficient consideration of the social reproduction responsibilities played out in homeplaces. Our findings reveal that homeplace is neither a gender-neutral nor an idealised study environment. Instead, it leads to unequal participation in learning spaces and internationalisation efforts. Digital platforms, crucial for connectivity and collaboration in international education at a distance, also perpetuate gendered power dynamics that marginalise women's voices and contributions, but women, however, reach out and support each other in these online spaces. The research teases out the tensions between homeplace as a site for learning, living, and social reproduction, emphasising the need for international distance education institutions to address the gendered dynamics in their design and delivery that disproportionately burden those with responsibilities for social reproduction.</p> </section> <section> <div> <div> <h3>Practitioner notes</h3> <p>What is already known about this topic </p><ul> <li>International distance education focuses on distance education provided internationally.</li> <li>Internationalisation at a Distance (IaD) activities aim to reach a broader audience beyond local students, leveraging online and blended learning models.</li> <li>IaD activities depend on the home as one of the main spaces of study while seeing online platforms as the main point of internationalisation.</li> <li>Thus far, the literature on IaD has not undertaken a critical feminist analysis or deployed Black feminist theories to explore power relations in such spaces.</li> </ul> <p>What this paper adds </p><ul> <li>Examines how the politics of the “homeplace” can be used to understand the educational experiences of international distance education students.</li> <li>
本文探讨了家乡的概念,研究了它如何作为学习、生殖劳动和国际化的纽带,同时对国际远程教育的性别化和非政治化性质提出了问题。通过对南非一所大学的60名留学生的采访,这项研究采用了黑人和批判性女权主义的观点来批评私人领域和公共领域之间模糊的界限是如何影响学习经验的。它通过强调对母国社会再生产责任的充分考虑,解决了国际远程教育文献中的空白。我们的研究结果表明,家既不是中性的,也不是理想的学习环境。相反,它导致了学习空间和国际化努力的不平等参与。数字平台对远程国际教育的联系和合作至关重要,但也使性别权力动态永久化,使女性的声音和贡献被边缘化,但女性在这些在线空间中伸出手来,相互支持。该研究梳理了作为学习、生活和社会再生产场所的家园之间的紧张关系,强调国际远程教育机构需要解决其设计和交付中的性别动态,这种动态给那些承担社会再生产责任的人带来了不成比例的负担。国际远程教育关注的是国际上提供的远程教育。远程国际化(IaD)活动旨在利用在线和混合学习模式,覆盖本地学生以外的更广泛受众。互联网活动依赖于家庭作为主要的学习空间之一,同时将在线平台视为国际化的主要点。到目前为止,关于黑人女性的文献还没有进行批判性的女性主义分析,也没有运用黑人女性主义理论来探索这些空间中的权力关系。本文的补充探讨了如何用“家乡”的政治来理解国际远程教育学生的教育经历。认为当前的争论往往忽视了作为一个性别站点的家乡如何影响学生的国际远程教育之旅。强调了家庭的性别性质和在家和在线学习的复杂性,特别是对女性提供了一个批判性的女权主义分析,将家庭作为家庭学习的主要场所,并提出问题。对实践和/或政策的影响强调需要制定制度政策,将家乡视为远距离国际化的重要场所。建议开发支持系统和资源,以帮助学生处理家庭和学习的冲突需求。提倡采用更细致入微的方式进行远程教育,以满足学生的各种需求,包括平衡就业和家庭义务等重大责任。
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British Journal of Educational Technology
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