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Learning within fiber-crafted algorithms: Posthumanist perspectives for capturing human-material collaboration 在纤维制作的算法中学习:后人文主义视角:捕捉人与材料的协作
IF 4.3 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-02-21 DOI: 10.1007/s11412-023-09412-1
Anna Keune

A key commitment of computer-supported collaborative learning research is to study how people learn in collaborative settings to guide development of methods for capture and design for learning. Computer-supported collaborative learning research has a tradition of studying how the physical world plays a part in collaborative learning. Within the field, a material turn is emerging that considers how digital and tangible technologies actively contribute to collaborative learning processes. Studying how tangible materials produce collaborative learning visibly and algorithmically is particularly important at a time when advanced algorithms are integrated into educational contexts in ways that are not always transparent. However, the needed methodologies for capturing how non-human agents take part in collaborative learning remains underdeveloped. The present study builds on current CSCL research that investigates materials in collaborative learning and introduces posthumanist perspectives with the aim to decenter humans methodologically and to probe empirically whether and how these perspectives contribute to empirical understanding of collaborative learning processes. Taking fiber crafts (e.g., weaving and fabric manipulation) as a context for computational learning, the present study conducted a posthumanist analysis of differences among human and non-human participants in collaboration using video data to investigate how middle school youths and fiber craft components performed algorithms over time. The findings show how both youths and craft materials actively contributed to the performance of algorithms. In weaving, algorithms became repeated youth-material movements one dimension at a time. In fabric manipulation, algorithms became a repeated confluence of component parts. Decentering humans through an analysis of differences among human and non-human introduced human-material collaboration as a productive unit of analysis for understanding how materials and people together contribute to producing what can be recognized as computational performance. The findings of this research contribute to ongoing conversations in CSCL research on how computational materials can be considered in collaborative learning and present a new approach to capture collaborative learning as physical expansion over time. The study has implications for future research on capturing collaborative computational learning and designing physical computational learning opportunities that show technology as evolving.

计算机支持的协作学习研究的一个主要任务是研究人们如何在协作环境中学习,以指导学习捕捉和设计方法的开发。计算机支持的协作学习研究具有研究物质世界如何在协作学习中发挥作用的传统。在这一领域,正在出现一种物质转向,即考虑数字和有形技术如何积极促进协作学习过程。当先进的算法以并不总是透明的方式融入教育环境时,研究有形材料如何以可视和算法的方式产生协作学习就显得尤为重要。然而,捕捉非人类代理如何参与协作学习所需的方法仍未得到充分发展。本研究以当前研究协作学习中的材料的 CSCL 研究为基础,引入后人文主义视角,旨在从方法论上去中心化人类,并从实证角度探究这些视角是否以及如何促进对协作学习过程的实证理解。本研究以纤维工艺(如编织和布料处理)作为计算学习的背景,利用视频数据对人类和非人类参与者在协作中的差异进行了后人文主义分析,以探究中学生和纤维工艺组件如何随着时间的推移执行算法。研究结果表明,青少年和工艺材料都对算法的执行做出了积极贡献。在编织过程中,算法变成了青少年与材料之间一个维度一个维度的重复动作。在织物操作中,算法则是各组成部分的重复汇合。通过分析人类和非人类之间的差异,将人类去中心化,将人与材料的合作作为一个富有成效的分析单位,以了解材料和人如何共同促进产生可被认可为计算性能的东西。这项研究的结果有助于计算机辅助学习研究中正在进行的关于如何在协作学习中考虑计算材料的讨论,并提出了一种新的方法来捕捉协作学习随着时间推移的物理扩展。这项研究对未来捕捉协作式计算学习和设计物理计算学习机会的研究具有重要意义,这些机会将展示不断发展的技术。
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引用次数: 0
Exploring students’ immersive VR experiences as resources for collaborative meaning making and learning 探索学生的沉浸式虚拟现实体验,将其作为协作式意义建构和学习的资源
IF 4.3 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2024-02-15 DOI: 10.1007/s11412-023-09413-0
Kenneth Silseth, Rolf Steier, Hans Christian Arnseth

By adopting a situated and interactional approach, we explore students’ immersive VR experiences as resources for collaborative meaning making and learning. We draw on data from a project in which teachers and researchers co-developed a learning design for upper secondary students involving immersive VR technology. In this learning design, students viewed a cinematic VR film where they encountered different people telling personal stories about exclusion and discrimination, followed by reflective group dialogues with their teacher about their experiences in this environment. Through a detailed interaction analysis of these dialogues, we identify four dimensions that characterize students’ meaning making: (1) the feeling of taking part in conversations, (2) attending to bodily expressions of others, (3) students’ own bodily responses, (4) teacher guidance. We discuss how the findings from our analysis contribute to the field of CSCL, and which also have implications for instructional work that includes the use of immersive VR environments.

通过采用情境和互动的方法,我们探索了学生的沉浸式 VR 体验,将其作为协作意义建构和学习的资源。在该项目中,教师和研究人员共同为高中学生开发了一种涉及沉浸式 VR 技术的学习设计。在这个学习设计中,学生们观看了一部电影式的 VR 影片,在影片中,他们遇到了不同的人,讲述了关于排斥和歧视的个人故事,随后,他们与老师就自己在这个环境中的经历进行了反思性的小组对话。通过对这些对话进行详细的互动分析,我们确定了学生意义建构的四个维度:(1)参与对话的感觉,(2)关注他人的身体表达,(3)学生自己的身体反应,(4)教师的引导。我们将讨论我们的分析结果对 CSCL 领域的贡献,以及对包括使用沉浸式 VR 环境在内的教学工作的影响。
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引用次数: 0
Understanding the effect of differences in prior knowledge on middle school students’ collaborative interactions and learning 了解已有知识的差异对初中学生协作互动和学习的影响
IF 4.3 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-12-29 DOI: 10.1007/s11412-023-09405-0

Abstract

We investigated how the level of variance in students’ prior knowledge may have influenced their collaborative interactions and science learning in small groups. We examined learning outcomes from 102 groups from seven science teachers’ classes and discourse from two contrasting groups: Homogeneous versus heterogeneous. We examined individual and group outcomes using hierarchical linear modeling (HLM) to explore the effect of membership in a homogeneous or heterogeneous group on students’ learning. We then used social network analyses (SNA) to identify any differences in interaction patterns between the two contrasting groups as they conducted multiple compost simulations. Finally, we examined students’ discussions in these groups to better understand their interactions. In our HLM analysis, we found that students in homogeneous groups made significantly greater learning gains than students in heterogeneous groups. The SNA and thematic analysis of the discussions in our contrasting groups helped us identify that the interactions in the homogeneous group were more distributed, while the interactions in the heterogeneous group were more centralized around the member with the greatest prior knowledge, and that these patterns were stable over time. We also found that the students in the homogenous group engaged in richer discussions that were more supportive and built upon one another’s ideas, which may have influenced their group and individual learning outcomes. While our findings indicate that students in homogeneous groups learn more and collaborate better, we discuss how some heterogeneity may be helpful, and group formation should focus on avoiding extreme cases of heterogeneity and provide students with scaffolding for collaboration.

摘要 我们研究了学生原有知识的差异水平如何影响他们在小组中的合作互动和科学学习。我们研究了来自七位科学教师所教班级的 102 个小组的学习成果,以及两个对比组(同质组和异质组)的讨论情况。我们使用层次线性建模(HLM)研究了个人和小组的结果,以探讨同质或异质小组成员身份对学生学习的影响。然后,我们使用社会网络分析(SNA)来确定两个对比小组在进行多重堆肥模拟时互动模式的差异。最后,我们研究了学生在这些小组中的讨论情况,以更好地了解他们之间的互动。在我们的 HLM 分析中,我们发现同质小组的学生比异质小组的学生在学习上的收获要大得多。通过对对比小组的讨论进行 SNA 和主题分析,我们发现同质小组中的互动更加分散,而异质小组中的互动则更加集中在先验知识最丰富的成员周围,而且这些模式随着时间的推移保持稳定。我们还发现,同质小组中的学生参与了更丰富的讨论,这些讨论更具支持性,并以彼此的观点为基础,这可能会影响他们的小组和个人学习成果。虽然我们的研究结果表明,同质小组中的学生学习得更多,合作得更好,但我们也讨论了一些异质性如何可能会有所帮助,小组的形成应侧重于避免极端的异质性情况,并为学生提供合作的支架。
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引用次数: 0
Studying teacher withitness in the wild: comparing a mirroring and an alerting & guiding dashboard for collaborative learning 研究教师在野外的参与情况:比较协作学习的镜像仪表板和警报与指导仪表板
IF 4.3 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-12-28 DOI: 10.1007/s11412-023-09414-z
Reet Kasepalu, Pankaj Chejara, Luis P. Prieto, Tobias Ley

Teachers in a collaborative learning (CL) environment have the demanding task of monitoring several groups of students at the same time and intervening when needed. This withitness (both the situational awareness and interventions taken in class) of the teacher might be increased with the help of a guiding dashboard alerting the teacher of problems and providing suggestions for interventions. This paper introduces a quasi-experiment carried out in authentic classrooms. We examined how a mirroring and an alerting & guiding dashboard affected the withitness of teachers in a face-to-face learning environment while students discussed and used a collaborative writing tool. Twenty-four teachers were observed, interviewed, and answered surveys in three different conditions altogether: with no extra information about the situation, using a dashboard mirroring low-level data about the collaboration, and additionally an AI assistant indicating problems in pedagogical terms and potential solutions (i.e., a guiding dashboard). The results show that the situational awareness of the teachers increased with the introduction of a mirroring dashboard. The workload of the participating teachers dropped more with the introduction of an alerting & guiding dashboard, helping teachers feel less frustrated and more accomplished.

协作学习(CL)环境中的教师肩负着同时监控几组学生并在必要时进行干预的艰巨任务。如果有一个指导仪表板,提醒教师注意问题并提供干预建议,那么教师的这种 "洞察力"(包括对情境的感知和在课堂上采取的干预措施)可能会得到提高。本文介绍了在真实课堂上开展的一项准实验。我们研究了在面对面学习环境中,当学生讨论和使用协作写作工具时,镜像和警报& 指导仪表板如何影响教师的知情度。我们对二十四位教师进行了观察、访谈,并在三种不同的情况下回答了调查问卷:没有额外信息的情况下,使用一个仪表盘镜像有关合作的低级数据,以及另外一个人工智能助手以教学术语指出问题和潜在的解决方案(即指导仪表盘)。结果表明,引入镜像仪表板后,教师的情景意识增强了。在引入提醒和ampamp;指导仪表板后,参与教师的工作量减少了,帮助教师减少了挫折感,提高了成就感。
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引用次数: 0
Can CPS better prepare 8th graders for problem-solving in electromagnetism and bridging the gap between high- and low-achievers than IPS? 与 IPS 相比,CPS 能否更好地帮助八年级学生解决电磁学方面的问题,缩小高分学生与 低分学生之间的差距?
IF 4.3 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-12-27 DOI: 10.1007/s11412-023-09407-y
Jiun-Wei Guo, Hsiao-Ching She, Meng-Jun Chen, Pei-Yi Tsai

The individual problem-solving (IPS) and collaborative problem-solving (CPS) have received a lot of attention, yet little research has been conducted to investigate whether CPS and IPS are equally effective in improving students’ understanding of physics concepts, problem-solving abilities, and minimizing achievement gaps. Therefore, the present study developed two types of online electromagnetism problem solving programs with simulation—IPS and CPS—for 8th grade students over five class sessions. Students in the CPS group significantly outperformed those in the IPS group on their performance of physics problem solving test and online problem-solving solution, while IPS and CPS both affected their physics concept test performance to the same degree. The CPS group allocated more time to the online problem-solving solution, evidence-based reasoning, simulation and data reporting than the IPS group. Both CPS and IPS affected high-achievers' problem-solving performance to the same extent. Nonetheless, CPS was more effective in maximizing low-achievers' problem-solving performance and minimizing the discrepancy between high- and low-achievers than IPS, possibly because low-achievers in CPS group requested and received more support from high-achieving students. Regression analysis indicated that students' online problem-solving solution significantly predict their posttest performance in the physics concept test and physics problem-solving test.

个人问题解决(IPS)和协作问题解决(CPS)受到了广泛关注,但很少有研究探讨 CPS 和 IPS 在提高学生对物理概念的理解、问题解决能力以及缩小成绩差距方面是否同样有效。因此,本研究为八年级学生开发了两种模拟在线电磁学问题解决程序--IPS 和 CPS,共五节课。CPS组学生在物理解题测试和在线解题的成绩上明显优于IPS组,而IPS和CPS对物理概念测试成绩的影响程度相同。与 IPS 组相比,CPS 组分配给在线解题方案、循证推理、模拟和数据报告的时间更多。CPS 和 IPS 对高分学生解题能力的影响程度相同。然而,与 IPS 相比,CPS 能更有效地提高低成绩学生的解题成绩,并缩小高低成绩学生之间的差距,这可能是因为 CPS 组的低成绩学生要求并得到了高成绩学生的更多支持。回归分析表明,学生的在线解题方法能显著预测他们在物理概念测试和物理解题测试中的后测成绩。
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引用次数: 0
Reflecting on what counts as collaboration: Reaching forward without losing what is behind 反思什么是合作:不忘初心,继续前进
IF 4.3 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-12-06 DOI: 10.1007/s11412-023-09415-y
Sanna Järvelä, Carolyn P. Rosé
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引用次数: 0
The role of first-language heterogeneity in the acquisition of online interaction self-efficacy in CSCL 母语异质性在CSCL在线互动自我效能习得中的作用
2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-11-11 DOI: 10.1007/s11412-023-09411-2
Natalia Reich-Stiebert, Jan-Bennet Voltmer, Jennifer Raimann, Stefan Stürmer
Abstract The acquisition of online interaction competencies is an important learning objective. The present study explored the relationships between the first-language heterogeneity of computer-supported collaborative learning (CSCL) groups and the development of students’ online interaction self-efficacy via a pretest–posttest design in the context of a nine-week CSCL course. The research participants were 1525 freshmen receiving distance education who were randomly assigned to 343 CSCL groups. Independent of their own language status, students in CSCL groups featuring first-language heterogeneity exhibited lower precourse–postcourse gains in online interaction self-efficacy than students in groups without heterogeneity. Consistent with a theoretically derived moderation model, the relationships between first-language heterogeneity and self-efficacy gains were moderated by the amount of time that the groups spent on task-related communication during the initial collaboration phase (i.e., the relationships were significant when little time was spent on it but not when a great deal of time was spent on it). In contrast, the amount of time that groups spent on communication related to getting to know each other was ineffective as a significant moderator. Follow-up analyses indicated that time spent getting to know each other in first-language heterogeneous CSCL groups seems to have had the paradoxical effect of increasing rather than decreasing perceptions of heterogeneity among group members. Apparently, this effect impaired online interaction self-efficacy gains.
在线互动能力的习得是一个重要的学习目标。本研究以九周的计算机支持协作学习课程为研究对象,采用前测后测设计,探讨计算机支持协作学习(CSCL)小组第一语言异质性与学生在线互动自我效能的关系。研究对象为1525名接受远程教育的大一新生,随机分为343个CSCL组。与自身语言状况无关,具有母语异质性的CSCL学生在课前-课后在线互动自我效能感的提升低于无母语异质性的CSCL学生。与理论推导出的调节模型一致,第一语言异质性和自我效能提高之间的关系被小组在初始合作阶段用于任务相关沟通的时间量所调节(即,当花费时间很少时,这种关系显着,而当花费时间很多时,这种关系就不显着)。相比之下,小组花在相互了解的交流上的时间作为一个重要的调节因素是无效的。后续分析表明,在母语异质的CSCL群体中,花在相互了解上的时间似乎产生了一种矛盾的效果,即增加而不是减少了群体成员之间的异质感。显然,这种影响削弱了在线互动的自我效能感。
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引用次数: 0
Co-constructing knowledge with generative AI tools: Reflections from a CSCL perspective 用生成式人工智能工具共同构建知识:基于CSCL视角的思考
2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-10-20 DOI: 10.1007/s11412-023-09409-w
Ulrike Cress, Joachim Kimmerle
Abstract Generative Artificial Intelligence (AI) tools, such as ChatGPT, have received great attention from researchers, the media, and the public. They are gladly and frequently used for text production by many people. These tools have undeniable strengths but also weaknesses that must be addressed. In this squib we ask to what extent these tools can be employed by users for individual learning as well as for knowledge construction to spark a collective endeavor of developing new insights. We take a social, collective notion of knowledge as a basis and argue that users need to establish a dialog that goes beyond knowledge telling (simply writing what one knows) and stimulates knowledge transformation (converting knowledge into complex relational argumentation structures). Generative AI tools do not have any conceptual knowledge or conscious understanding, as they only use word transitions and rely on probabilities of word classes. We suggest, however, that argumentative dialogs among humans and AI tools can be achieved with appropriate prompts, where emergent processes of joint knowledge construction can take place. Based on this assumption, we inquire into the human and into the AI parts of communication and text production. For our line of argument, we borrow from research on individual and collaborative writing, group cognition, and the co-evolution of cognitive and social systems. We outline future CSCL research paths that might take the human-AI co-construction of knowledge into account in terms of terminology, theory, and methodology.
生成式人工智能(AI)工具,如ChatGPT,受到了研究者、媒体和公众的极大关注。它们被许多人乐于并经常用于文本生产。这些工具有不可否认的优势,但也有必须解决的弱点。在这篇短文中,我们要问的是,这些工具在多大程度上可以被用户用于个人学习,以及用于知识构建,以激发开发新见解的集体努力。我们以社会的、集体的知识概念为基础,认为用户需要建立一种超越知识讲述(简单地写下自己所知道的)并激发知识转化(将知识转化为复杂的关系论证结构)的对话。生成式人工智能工具没有任何概念知识或有意识的理解,因为它们只使用单词转换并依赖于词类的概率。然而,我们建议,人类和人工智能工具之间的辩论对话可以通过适当的提示来实现,其中可以发生联合知识构建的紧急过程。基于这一假设,我们探讨了人类和人工智能在交流和文本生产中的作用。对于我们的论点,我们借鉴了对个人和合作写作、群体认知以及认知和社会系统共同进化的研究。我们概述了未来CSCL的研究路径,这些路径可能会在术语、理论和方法方面考虑到人类与人工智能共同构建知识。
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引用次数: 0
Towards Linking Tool Functionalities to Processes of Collaborative Learning 将工具功能与协作学习过程联系起来
2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-10-03 DOI: 10.22318/cscl2023.112400
Sebastian Simon, Iza Marfisi-Schottman, Sébastien George
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引用次数: 0
Reflection on Collaborative Action: Fostering Collaborative Diagnostic Reasoning in an Agent-Based Medical Simulation 协同行动的思考:在基于agent的医学模拟中培养协同诊断推理
2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2023-10-03 DOI: 10.22318/cscl2023.596913
Constanze Richters, Matthias Stadler, Laura Brandl, Ralf Schmidmaier, Martin R. Fischer, Frank Fischer
{"title":"Reflection on Collaborative Action: Fostering Collaborative Diagnostic Reasoning in an Agent-Based Medical Simulation","authors":"Constanze Richters, Matthias Stadler, Laura Brandl, Ralf Schmidmaier, Martin R. Fischer, Frank Fischer","doi":"10.22318/cscl2023.596913","DOIUrl":"https://doi.org/10.22318/cscl2023.596913","url":null,"abstract":"","PeriodicalId":47189,"journal":{"name":"International Journal of Computer-Supported Collaborative Learning","volume":"78 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135788902","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
International Journal of Computer-Supported Collaborative Learning
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