首页 > 最新文献

教育学最新文献

英文 中文
IF:
Innovative learning approaches to develop students’ Design thinking skills through digital technology and local wisdom in border patrol police schools 在边境巡逻警察学校,采用创新的学习方法,通过数字技术和地方智慧培养学生的设计思维能力
IF 4.5 2区 教育学 Q1 Social Sciences Pub Date : 2026-06-01 Epub Date: 2025-10-26 DOI: 10.1016/j.tsc.2025.102047
Parama Kwangmuang , Sarisa Kosum , Paritchaya Sarakan , Lan Thi Nguyen
Educational institutions in remote areas face significant challenges in providing quality education comparable to urban settings, particularly in developing design thinking skills essential for 21st century learning. This research addresses the issue by implementing creative learning strategies utilizing digital and local wisdom within the Border Patrol Police Schools situated in the Northeastern region of Thailand. The design and development process followed the Design and Development Research framework, specifically the Product and Tool research, including two phases: design and development process, and validation process. A learning innovation was developed, comprising of ten components: 1) Problem situation, 2) Learning mission, 3) Consult, 4) Related cases, 5) Sharing center, 6) Learning resource, 7) Practice design thinking center, 8) Search, 9) Scaffolding, and 10) Exhibition center. The evaluation shows strong positive outcomes for the tech-integrated, local knowledge-based learning approach. Components like Problematic situations (x̄ = 4.73), Related cases (x̄ = 4.80), and Sharing center (x̄ = 4.80) received high ratings. Internal validation by three experts yielded an average score of 4.55, confirming the model’s appropriateness. External validation from 24 students resulted in an average design thinking score of 4.61. This research highlights the value of combining digital tools with local knowledge to enhance design thinking in under-resourced schools, offering important implications for educators and policymakers.
偏远地区的教育机构在提供与城市环境相当的优质教育方面面临着重大挑战,特别是在培养21世纪学习所必需的设计思维技能方面。本研究通过在位于泰国东北部地区的边境巡逻警察学校实施利用数字和当地智慧的创造性学习策略来解决这一问题。设计和开发过程遵循设计和开发研究框架,特别是产品和工具研究,包括两个阶段:设计和开发过程,以及验证过程。构建了一个由问题情境、学习使命、咨询、案例、共享中心、学习资源、实践设计思维中心、搜索、搭建、展示中心等十部分组成的学习创新平台。评估结果显示,技术集成、基于本地知识的学习方法取得了强有力的积极成果。问题情况(x ā = 4.73)、相关案例(x ā = 4.80)和共享中心(x ā = 4.80)等组件获得了很高的评分。三位专家的内部验证平均得分为4.55分,证实了模型的适当性。来自24名学生的外部验证导致平均设计思维得分为4.61。这项研究强调了将数字工具与当地知识相结合的价值,以增强资源不足学校的设计思维,为教育工作者和政策制定者提供了重要启示。
{"title":"Innovative learning approaches to develop students’ Design thinking skills through digital technology and local wisdom in border patrol police schools","authors":"Parama Kwangmuang ,&nbsp;Sarisa Kosum ,&nbsp;Paritchaya Sarakan ,&nbsp;Lan Thi Nguyen","doi":"10.1016/j.tsc.2025.102047","DOIUrl":"10.1016/j.tsc.2025.102047","url":null,"abstract":"<div><div>Educational institutions in remote areas face significant challenges in providing quality education comparable to urban settings, particularly in developing design thinking skills essential for 21st century learning. This research addresses the issue by implementing creative learning strategies utilizing digital and local wisdom within the Border Patrol Police Schools situated in the Northeastern region of Thailand. The design and development process followed the Design and Development Research framework, specifically the Product and Tool research, including two phases: design and development process, and validation process. A learning innovation was developed, comprising of ten components: 1) Problem situation, 2) Learning mission, 3) Consult, 4) Related cases, 5) Sharing center, 6) Learning resource, 7) Practice design thinking center, 8) Search, 9) Scaffolding, and 10) Exhibition center. The evaluation shows strong positive outcomes for the tech-integrated, local knowledge-based learning approach. Components like Problematic situations (x̄ = 4.73), Related cases (x̄ = 4.80), and Sharing center (x̄ = 4.80) received high ratings. Internal validation by three experts yielded an average score of 4.55, confirming the model’s appropriateness. External validation from 24 students resulted in an average design thinking score of 4.61. This research highlights the value of combining digital tools with local knowledge to enhance design thinking in under-resourced schools, offering important implications for educators and policymakers.</div></div>","PeriodicalId":47729,"journal":{"name":"Thinking Skills and Creativity","volume":"60 ","pages":"Article 102047"},"PeriodicalIF":4.5,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145442521","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
Fostering divergent thinking through a growth creative mindset: The mediating roles of multicultural attitudes and openness to experience 通过成长创造性思维培养发散性思维:多元文化态度和经验开放性的中介作用
IF 4.5 2区 教育学 Q1 Social Sciences Pub Date : 2026-06-01 Epub Date: 2026-01-01 DOI: 10.1016/j.tsc.2026.102129
Liang-Chen Su , Ju-Hui Wei , Hsueh-Hua Chuang
Divergent thinking, a core aspect of creativity, involves generating diverse and original ideas. Previous research suggests that a growth creative mindset, defined as the belief that creativity can develop through effort and persistence, is a potential influential factor in divergent thinking, as it encourages deep engagement in creative tasks while fostering resilience and adaptability. However, the mechanisms linking a growth creative mindset to divergent thinking remain underexplored. This study posited that multicultural attitudes and openness to experience could serve as mediators in the relationship between a growth creative mindset and divergent thinking. A survey was conducted with 343 university students in Taiwan, and their divergent thinking was assessed using a newly refined and expanded coding scheme for the Alternative Uses Task. Structural equation modeling was employed to analyze the relationships among the variables. The results indicate that a growth creative mindset significantly enhances divergent thinking, with both multicultural attitudes and openness to experience serving as mediators. Notably, the impact of these mediators does not differ significantly from each other. These findings provide empirical evidence of the mechanisms through which a growth creative mindset fosters divergent thinking, highlighting the importance of cultivating multicultural attitudes and openness to experience in promoting creativity.
发散性思维是创造力的一个核心方面,涉及产生多样化和原创的想法。先前的研究表明,增长型创造性思维(growth creative mindset)是发散性思维的一个潜在影响因素,因为它鼓励深度参与创造性任务,同时培养韧性和适应能力。增长型创造性思维被定义为相信创造力可以通过努力和坚持来发展。然而,将增长型创造性思维与发散性思维联系起来的机制仍未得到充分探索。本研究认为多元文化态度和经验开放性在成长性创造性思维与发散性思维的关系中起中介作用。我们对343名台湾大学生进行了一项调查,并使用一种新的改进和扩展的替代用途任务编码方案来评估他们的发散思维。采用结构方程模型分析各变量之间的关系。结果表明,成长创造性思维显著增强发散性思维,多元文化态度和经验开放性都是中介。值得注意的是,这些介质的影响彼此之间没有显著差异。这些发现为成长型创造性思维培养发散性思维的机制提供了实证证据,强调了培养多元文化态度和对经验的开放性在促进创造力方面的重要性。
{"title":"Fostering divergent thinking through a growth creative mindset: The mediating roles of multicultural attitudes and openness to experience","authors":"Liang-Chen Su ,&nbsp;Ju-Hui Wei ,&nbsp;Hsueh-Hua Chuang","doi":"10.1016/j.tsc.2026.102129","DOIUrl":"10.1016/j.tsc.2026.102129","url":null,"abstract":"<div><div>Divergent thinking, a core aspect of creativity, involves generating diverse and original ideas. Previous research suggests that a growth creative mindset, defined as the belief that creativity can develop through effort and persistence, is a potential influential factor in divergent thinking, as it encourages deep engagement in creative tasks while fostering resilience and adaptability. However, the mechanisms linking a growth creative mindset to divergent thinking remain underexplored. This study posited that multicultural attitudes and openness to experience could serve as mediators in the relationship between a growth creative mindset and divergent thinking. A survey was conducted with 343 university students in Taiwan, and their divergent thinking was assessed using a newly refined and expanded coding scheme for the Alternative Uses Task. Structural equation modeling was employed to analyze the relationships among the variables. The results indicate that a growth creative mindset significantly enhances divergent thinking, with both multicultural attitudes and openness to experience serving as mediators. Notably, the impact of these mediators does not differ significantly from each other. These findings provide empirical evidence of the mechanisms through which a growth creative mindset fosters divergent thinking, highlighting the importance of cultivating multicultural attitudes and openness to experience in promoting creativity.</div></div>","PeriodicalId":47729,"journal":{"name":"Thinking Skills and Creativity","volume":"60 ","pages":"Article 102129"},"PeriodicalIF":4.5,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145938630","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
Design and verification of self-facilitation card-based toolset for complex problem-solving 设计和验证基于自简化卡的复杂问题解决工具集
IF 4.5 2区 教育学 Q1 Social Sciences Pub Date : 2026-06-01 Epub Date: 2026-01-01 DOI: 10.1016/j.tsc.2026.102130
Yingting Chen , Taro Kanno
Although collaboration is essential for solving complex problems, many teams lack access to skilled facilitators who can structure effective discussions. In resource-constrained settings, such as collaborative business decision-making, external facilitation is often infeasible, placing the burden of coordination and reasoning on the participants themselves. While teams can often manage tasks and logistics, they frequently struggle with the deeper cognitive demands of collaboration including clarifying goals, articulating reasoning, and evaluating assumptions. Existing facilitation frameworks often overlook the real-time reasoning needed for high-quality problem solving. As a result, groups without trained facilitators are vulnerable to shallow framing, decision inertia, and missed opportunities for reflection. To address this gap, we propose a lightweight, portable solution comprising a set of theory-driven facilitation cards that guide users through key cognitive moves during discussion without requiring prior training. We developed a deck of 25 cognition-oriented prompts, grounded in cognitive psychology and triple-space interaction theory. In a study involving 30 self-facilitated dyads completing 12-session business simulations, the card format measurably enhanced participants’ ability to frame problems and sustain reflective reasoning. Utterance-level analysis of 6969 conversational turns revealed that specific cards triggered deeper reasoning in both immediate responses and delayed turns, suggesting lasting cognitive activation. Teams that engaged more with the cards showed greater task improvement over time. The findings of this study inform the design of cognitive prompts and suggest routes for future integration involving adaptive, real-time support for self-guided, cognitively demanding collaboration scenarios.
尽管协作对于解决复杂问题至关重要,但许多团队缺乏能够组织有效讨论的熟练的引导者。在资源受限的环境中,例如协作式商业决策,外部促进往往是不可可行的,将协调和推理的负担放在参与者自己身上。虽然团队通常可以管理任务和后勤,但他们经常与协作的更深层次的认知需求作斗争,包括澄清目标、阐明推理和评估假设。现有的促进框架往往忽视了高质量解决问题所需的实时推理。因此,没有训练有素的辅导员的团队很容易受到肤浅的框架、决策惯性和错失反思机会的影响。为了解决这一差距,我们提出了一种轻量级、便携的解决方案,包括一组理论驱动的促进卡,指导用户在讨论过程中完成关键的认知动作,而无需事先培训。我们以认知心理学和三空间互动理论为基础,开发了一套包含25个认知导向的提示。在一项研究中,30名自我促进的二人组完成了12次商业模拟,卡片格式显著提高了参与者构建问题和维持反思推理的能力。对6969个会话回合的话语水平分析显示,特定的卡片在即时反应和延迟回合中都引发了更深层次的推理,表明持续的认知激活。随着时间的推移,更多使用卡片的团队在任务上表现出更大的进步。这项研究的发现为认知提示的设计提供了信息,并为未来的整合提供了路线,包括自适应的、实时的、对自我引导的、认知要求高的协作场景的支持。
{"title":"Design and verification of self-facilitation card-based toolset for complex problem-solving","authors":"Yingting Chen ,&nbsp;Taro Kanno","doi":"10.1016/j.tsc.2026.102130","DOIUrl":"10.1016/j.tsc.2026.102130","url":null,"abstract":"<div><div>Although collaboration is essential for solving complex problems, many teams lack access to skilled facilitators who can structure effective discussions. In resource-constrained settings, such as collaborative business decision-making, external facilitation is often infeasible, placing the burden of coordination and reasoning on the participants themselves. While teams can often manage tasks and logistics, they frequently struggle with the deeper cognitive demands of collaboration including clarifying goals, articulating reasoning, and evaluating assumptions. Existing facilitation frameworks often overlook the real-time reasoning needed for high-quality problem solving. As a result, groups without trained facilitators are vulnerable to shallow framing, decision inertia, and missed opportunities for reflection. To address this gap, we propose a lightweight, portable solution comprising a set of theory-driven facilitation cards that guide users through key cognitive moves during discussion without requiring prior training. We developed a deck of 25 cognition-oriented prompts, grounded in cognitive psychology and triple-space interaction theory. In a study involving 30 self-facilitated dyads completing 12-session business simulations, the card format measurably enhanced participants’ ability to frame problems and sustain reflective reasoning. Utterance-level analysis of 6969 conversational turns revealed that specific cards triggered deeper reasoning in both immediate responses and delayed turns, suggesting lasting cognitive activation. Teams that engaged more with the cards showed greater task improvement over time. The findings of this study inform the design of cognitive prompts and suggest routes for future integration involving adaptive, real-time support for self-guided, cognitively demanding collaboration scenarios.</div></div>","PeriodicalId":47729,"journal":{"name":"Thinking Skills and Creativity","volume":"60 ","pages":"Article 102130"},"PeriodicalIF":4.5,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145938626","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
Exploring critical and reflective thinking in mathematical literacy through variable- and person-centered approaches 通过变量和以人为本的方法探索数学素养的批判性和反思性思维
IF 4.5 2区 教育学 Q1 Social Sciences Pub Date : 2026-06-01 Epub Date: 2026-01-02 DOI: 10.1016/j.tsc.2026.102127
Kai-Lin Yang , Chien-Heng Chen , Wan-Rou Wu
Critical and reflective thinking are essential 21st-century skills and play a pivotal role in mathematical literacy (ML). Prior research has neither clearly distinguished these skills nor developed tools to assess them as specific sub-skills rather than broad dispositions. This study addressed this gap by examining the relationship between critical thinking in ML (CT-ML) and reflective thinking in ML (RT-ML), identifying students’ performance profiles, and exploring gender differences using a two-dimensional framework for assessing CT-ML and RT-ML. Results indicate that CT-ML and RT-ML are two distinct but interconnected constructs, each comprising three sub-skills. While the overall structure was consistent across genders, boys and girls differed in the patterns of strengths and weaknesses across CT-ML and RT-ML sub-skills, reflected in their performance profiles. Theoretically, the findings clarify the distinction between CT-ML and RT-ML and establish their complementary nature, offering an innovative perspective on CT and RT as dual constructs. Methodologically, the design of sub-skill assessment items and the application of BSEM provide a rigorous approach to modeling cognitive structures of micro-level thinking skills. Practically, the study highlights the need for learning tasks that foster both CT-ML and RT-ML, while tailoring instruction to students’ distinct profiles and addressing gender-based differences in sub-skill development.
批判性和反思性思维是21世纪必不可少的技能,在数学素养(ML)中发挥着关键作用。先前的研究既没有明确区分这些技能,也没有开发工具来评估它们作为特定的子技能而不是广泛的倾向。本研究通过检查ML (CT-ML)中的批判性思维和ML (RT-ML)中的反思性思维之间的关系,确定学生的表现情况,并使用评估CT-ML和RT-ML的二维框架探索性别差异,解决了这一差距。结果表明,CT-ML和RT-ML是两个不同但相互关联的构念,每个构念由三个子技能组成。虽然总体结构在性别上是一致的,但男孩和女孩在CT-ML和RT-ML子技能的优势和劣势模式上存在差异,这反映在他们的表现概况上。从理论上讲,研究结果澄清了CT- ml和RT- ml之间的区别,并确立了它们的互补性,为CT和RT作为双重结构提供了创新的视角。在方法上,子技能评估项目的设计和BSEM的应用为微观思维技能的认知结构建模提供了一种严谨的方法。实际上,该研究强调了培养CT-ML和RT-ML的学习任务的必要性,同时根据学生的不同情况定制教学,并解决子技能发展中基于性别的差异。
{"title":"Exploring critical and reflective thinking in mathematical literacy through variable- and person-centered approaches","authors":"Kai-Lin Yang ,&nbsp;Chien-Heng Chen ,&nbsp;Wan-Rou Wu","doi":"10.1016/j.tsc.2026.102127","DOIUrl":"10.1016/j.tsc.2026.102127","url":null,"abstract":"<div><div>Critical and reflective thinking are essential 21st-century skills and play a pivotal role in mathematical literacy (ML). Prior research has neither clearly distinguished these skills nor developed tools to assess them as specific sub-skills rather than broad dispositions. This study addressed this gap by examining the relationship between critical thinking in ML (CT-ML) and reflective thinking in ML (RT-ML), identifying students’ performance profiles, and exploring gender differences using a two-dimensional framework for assessing CT-ML and RT-ML. Results indicate that CT-ML and RT-ML are two distinct but interconnected constructs, each comprising three sub-skills. While the overall structure was consistent across genders, boys and girls differed in the patterns of strengths and weaknesses across CT-ML and RT-ML sub-skills, reflected in their performance profiles. Theoretically, the findings clarify the distinction between CT-ML and RT-ML and establish their complementary nature, offering an innovative perspective on CT and RT as dual constructs. Methodologically, the design of sub-skill assessment items and the application of BSEM provide a rigorous approach to modeling cognitive structures of micro-level thinking skills. Practically, the study highlights the need for learning tasks that foster both CT-ML and RT-ML, while tailoring instruction to students’ distinct profiles and addressing gender-based differences in sub-skill development.</div></div>","PeriodicalId":47729,"journal":{"name":"Thinking Skills and Creativity","volume":"60 ","pages":"Article 102127"},"PeriodicalIF":4.5,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145938625","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
Children and adults differ in non-linear indicators of cognitive transitions solving of an insight problem 儿童和成人在解决洞察力问题的认知转变的非线性指标上有所不同
IF 4.5 2区 教育学 Q1 Social Sciences Pub Date : 2026-06-01 Epub Date: 2026-01-02 DOI: 10.1016/j.tsc.2026.102133
Sebastian Vásquez-Pinto , Sofía Gálvez-Cienfuegos , Diana Castillo , Diego Morales-Bader , Ralf F. A. Cox , Ramón D. Castillo
Recent research reported that the entropy and determinism of pupillary diameter fluctuations differentiated children who solved an insight problem from those who did not, particularly during the final stages of problem solving. Although these findings are novel, children remain understudied in a field where most investigations have focused on adults. Given the scarcity of comparisons between these groups, the present study aimed to examine differences in performance and eye-tracking metrics in both children and adults who either solved or failed to solve an insight problem. The sample of children from the previous study was compared with a new sample of 80 adults who attempted to solve the 8-coin problem. The frequency of solutions, the proportion of fixations, and measures of pupillary fluctuations (entropy, determinism, and β-scaling exponent) were compared across groups. Results showed that adults solved the problem more frequently than children. In addition, adults and solvers exhibited more focused and centralized fixation patterns across the problem setup, whereas children and non-solvers displayed broader and more disorganized observation patterns. Moreover, solvers were characterized by higher entropy than non-solvers in both children and adults during the final stages of problem solving. Determinism differentiated solvers from non-solvers only among children over time, but not among adults. Although adults’ β values were higher than those of children at certain windows, the β-scaling exponent for both groups was described by brown noise. Previous findings suggest that the anticipatory dynamics of pupillary fluctuations during insight problem solving unfold similarly in both children and adults. Nevertheless, adults exhibit more predictable and structured variability in pupillary fluctuations, accompanied by constrained yet efficient observation patterns that result in higher performance. In contrast, children display more entropic and variable pupillary dynamics, accompanied by unconstrained yet less efficient observation patterns, leading to lower performance than that of adults.
最近的研究报告说,瞳孔直径波动的熵和确定性区分了那些解决了顿悟问题的儿童和那些没有解决顿悟问题的儿童,特别是在解决问题的最后阶段。虽然这些发现是新颖的,但在大多数调查都集中在成年人身上的领域,对儿童的研究仍然不足。鉴于这两组之间缺乏比较,本研究旨在研究解决或未能解决洞察力问题的儿童和成人在表现和眼动追踪指标方面的差异。前一项研究中的儿童样本与80名试图解决8枚硬币问题的成年人样本进行了比较。各组间比较溶液的频率、注视的比例和瞳孔波动的测量(熵、确定性和β标度指数)。结果显示,成年人比儿童更频繁地解决了这个问题。此外,成人和解决者在整个问题设置中表现出更集中和集中的注视模式,而儿童和非解决者表现出更广泛和更混乱的观察模式。此外,在问题解决的最后阶段,解决者的熵值高于非解决者。随着时间的推移,决定论只在儿童中区分解决者和非解决者,而在成人中则没有。虽然在某些窗口,成人的β值高于儿童,但两组的β标度指数均用褐色噪声描述。先前的研究结果表明,儿童和成人在解决顿悟问题时瞳孔波动的预期动力学表现相似。然而,成年人在瞳孔波动方面表现出更可预测和结构化的可变性,伴随着受限但有效的观察模式,从而导致更高的表现。相比之下,儿童的瞳孔动态表现出更多的熵和可变,伴随着不受约束但效率较低的观察模式,导致其表现低于成人。
{"title":"Children and adults differ in non-linear indicators of cognitive transitions solving of an insight problem","authors":"Sebastian Vásquez-Pinto ,&nbsp;Sofía Gálvez-Cienfuegos ,&nbsp;Diana Castillo ,&nbsp;Diego Morales-Bader ,&nbsp;Ralf F. A. Cox ,&nbsp;Ramón D. Castillo","doi":"10.1016/j.tsc.2026.102133","DOIUrl":"10.1016/j.tsc.2026.102133","url":null,"abstract":"<div><div>Recent research reported that the entropy and determinism of pupillary diameter fluctuations differentiated children who solved an insight problem from those who did not, particularly during the final stages of problem solving. Although these findings are novel, children remain understudied in a field where most investigations have focused on adults. Given the scarcity of comparisons between these groups, the present study aimed to examine differences in performance and eye-tracking metrics in both children and adults who either solved or failed to solve an insight problem. The sample of children from the previous study was compared with a new sample of 80 adults who attempted to solve the 8-coin problem. The frequency of solutions, the proportion of fixations, and measures of pupillary fluctuations (entropy, determinism, and <em>β</em>-scaling exponent) were compared across groups. Results showed that adults solved the problem more frequently than children. In addition, adults and solvers exhibited more focused and centralized fixation patterns across the problem setup, whereas children and non-solvers displayed broader and more disorganized observation patterns. Moreover, solvers were characterized by higher entropy than non-solvers in both children and adults during the final stages of problem solving. Determinism differentiated solvers from non-solvers only among children over time, but not among adults. Although adults’ <em>β</em> values were higher than those of children at certain windows, the <em>β</em>-scaling exponent for both groups was described by brown noise. Previous findings suggest that the anticipatory dynamics of pupillary fluctuations during insight problem solving unfold similarly in both children and adults. Nevertheless, adults exhibit more predictable and structured variability in pupillary fluctuations, accompanied by constrained yet efficient observation patterns that result in higher performance. In contrast, children display more entropic and variable pupillary dynamics, accompanied by unconstrained yet less efficient observation patterns, leading to lower performance than that of adults.</div></div>","PeriodicalId":47729,"journal":{"name":"Thinking Skills and Creativity","volume":"60 ","pages":"Article 102133"},"PeriodicalIF":4.5,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145938624","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
Artistic and cultural education to improve creativity and motivation in students experiencing academic failure in secondary school 通过艺术和文化教育,提高中学学习失败学生的创造力和动力
IF 4.5 2区 教育学 Q1 Social Sciences Pub Date : 2026-06-01 Epub Date: 2025-10-13 DOI: 10.1016/j.tsc.2025.102026
Carmen Carpio de los Pinos , José Francisco Durán Medina , Daniel Rodriguez Arenas , Herminia Cid García
This study investigates the efficacy of an intervention using cultural and artistic activities to enhance creativity and motivation in adolescents experiencing academic failure. Under-performing students are typically removed from more holistic curriculums into groups that focus on a limited curriculum restricted to core subjects. Sixty-four adolescents experiencing academic failure were enrolled in a reduced academic curriculum as part of a professionally-led intervention programme. The intervention tested how a series of specifically-designed artistic-cultural activities, introduced as a didactic mechanism impacted on student motivation and creativity. Participants were divided into two groups: (1) the intervention group engaged in artistic-cultural activities within their reduced curriculum during school hours; (2) the control group that maintained their regular reduced curriculum with no additional activities.
The intervention group showed significant improvements in general creativity across the factors being assessed, including fluency, flexibility, originality, narrative creativity, elaboration, and graphic creativity. Student motivation also improved significantly, with differences between groups evident in metacognitive regulation, organisational strategies, relationship-building, learning assessment, intrinsic motivation, group work motivation, and self-efficacy.
The key educational implication demonstrated is that art and culture subjects should be included in programmes assigned to underperforming students. Such programmes enhance both creativity and motivation, potentially increasing student engagement and improving both individual and overall school attendance rates.
本研究旨在探讨文化艺术活动对学业失败青少年创造力和动机的干预效果。表现不佳的学生通常会从更全面的课程中被转移到专注于核心科目的有限课程的小组中。64名经历学业失败的青少年参加了一个精简的学术课程,作为专业人士主导的干预计划的一部分。干预测试了一系列特别设计的艺术文化活动,作为一种教学机制引入,如何影响学生的动机和创造力。参与者被分为两组:(1)干预组在课业时间内进行文化艺术活动;(2)对照组维持常规的精简课程,没有额外的活动。干预组在所有被评估的因素中,包括流利性、灵活性、原创性、叙事创造力、阐述能力和图形创造力,都显示出了显著的提高。学生动机也有显著提高,在元认知调节、组织策略、关系建立、学习评价、内在动机、小组工作动机和自我效能感方面,组间差异明显。该研究的主要教育意义在于,艺术和文化科目应该包括在分配给表现不佳学生的课程中。这样的项目可以提高创造力和积极性,潜在地提高学生的参与度,提高个人和整体的入学率。
{"title":"Artistic and cultural education to improve creativity and motivation in students experiencing academic failure in secondary school","authors":"Carmen Carpio de los Pinos ,&nbsp;José Francisco Durán Medina ,&nbsp;Daniel Rodriguez Arenas ,&nbsp;Herminia Cid García","doi":"10.1016/j.tsc.2025.102026","DOIUrl":"10.1016/j.tsc.2025.102026","url":null,"abstract":"<div><div>This study investigates the efficacy of an intervention using cultural and artistic activities to enhance creativity and motivation in adolescents experiencing academic failure. Under-performing students are typically removed from more holistic curriculums into groups that focus on a limited curriculum restricted to core subjects. Sixty-four adolescents experiencing academic failure were enrolled in a reduced academic curriculum as part of a professionally-led intervention programme. The intervention tested how a series of specifically-designed artistic-cultural activities, introduced as a didactic mechanism impacted on student motivation and creativity. Participants were divided into two groups: (1) the intervention group engaged in artistic-cultural activities within their reduced curriculum during school hours; (2) the control group that maintained their regular reduced curriculum with no additional activities.</div><div>The intervention group showed significant improvements in general creativity across the factors being assessed, including fluency, flexibility, originality, narrative creativity, elaboration, and graphic creativity. Student motivation also improved significantly, with differences between groups evident in metacognitive regulation, organisational strategies, relationship-building, learning assessment, intrinsic motivation, group work motivation, and self-efficacy.</div><div>The key educational implication demonstrated is that art and culture subjects should be included in programmes assigned to underperforming students. Such programmes enhance both creativity and motivation, potentially increasing student engagement and improving both individual and overall school attendance rates.</div></div>","PeriodicalId":47729,"journal":{"name":"Thinking Skills and Creativity","volume":"60 ","pages":"Article 102026"},"PeriodicalIF":4.5,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145527139","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
Exploring the associations between STEM learning attitudes and scientific creativity among primary school students: a mediation model of metacognitive awareness and self-efficacy 小学生STEM学习态度与科学创造力的关系研究:元认知意识和自我效能感的中介模型
IF 4.5 2区 教育学 Q1 Social Sciences Pub Date : 2026-06-01 Epub Date: 2025-11-19 DOI: 10.1016/j.tsc.2025.102071
Linlin Hu , Hao Wang
In the context of STEM education, scientific creativity has attracted much attention as a core literacy, but its underlying psychological mechanisms have not been fully elucidated. Grounded in social cognitive theory, this study examined the associations among STEM learning attitudes, metacognitive awareness, self-efficacy, and scientific creativity in a sample of 723 Chinese primary school students (Grades 3–6). Using structural equation modeling, the results indicated that STEM learning attitudes were positively associated with scientific creativity (β = 0.295, p < 0.001), as well as with metacognitive awareness (β = 0.189, p < 0.001) and self-efficacy (β = 0.099, p = 0.007). Both metacognitive awareness (β = 0.085, p = 0.014) and self-efficacy (β = 0.175, p < 0.001) were positively linked to scientific creativity, and a significant association was also observed between metacognitive awareness and self-efficacy (β = 0.338, p < 0.001). Indirect pathways were significant, including a sequential mediation path (β = 0.011, p = 0.001) consistent with theoretical expectations. A simulation-based sensitivity analysis confirmed the robustness of these mediation paths to moderate levels of unmeasured confounding. Additionally, scientific creativity showed moderate correlations with mathematics (r = 0.397) and science achievement (r = 0.266), while gender differences were not statistically significant. The study offers preliminary guidance for future research and educational interventions aiming to cultivate creative potential through the enhancement of attitudes and self-regulatory skills.
在STEM教育背景下,科学创造力作为一种核心素养备受关注,但其潜在的心理机制尚未得到充分阐明。本研究以社会认知理论为基础,以723名中国3-6年级小学生为样本,研究了STEM学习态度、元认知意识、自我效能感和科学创造力之间的关系。采用结构方程模型,结果表明,STEM学习态度与科学创造力(β = 0.295, p < 0.001)、元认知意识(β = 0.189, p < 0.001)和自我效能感(β = 0.099, p = 0.007)呈正相关。元认知意识(β = 0.085, p = 0.014)和自我效能感(β = 0.175, p < 0.001)与科学创造力呈正相关,元认知意识与自我效能感之间也存在显著相关(β = 0.338, p < 0.001)。间接途径显著,包括与理论预期一致的顺序中介路径(β = 0.011, p = 0.001)。基于模拟的敏感性分析证实了这些中介路径对中等水平的未测量混杂的稳健性。此外,科学创造力与数学(r = 0.397)和科学成就(r = 0.266)呈中等相关,性别差异无统计学意义。该研究为未来的研究和教育干预提供了初步指导,旨在通过提高态度和自我调节技能来培养创新潜力。
{"title":"Exploring the associations between STEM learning attitudes and scientific creativity among primary school students: a mediation model of metacognitive awareness and self-efficacy","authors":"Linlin Hu ,&nbsp;Hao Wang","doi":"10.1016/j.tsc.2025.102071","DOIUrl":"10.1016/j.tsc.2025.102071","url":null,"abstract":"<div><div>In the context of STEM education, scientific creativity has attracted much attention as a core literacy, but its underlying psychological mechanisms have not been fully elucidated. Grounded in social cognitive theory, this study examined the associations among STEM learning attitudes, metacognitive awareness, self-efficacy, and scientific creativity in a sample of 723 Chinese primary school students (Grades 3–6). Using structural equation modeling, the results indicated that STEM learning attitudes were positively associated with scientific creativity (β = 0.295, p &lt; 0.001), as well as with metacognitive awareness (β = 0.189, p &lt; 0.001) and self-efficacy (β = 0.099, p = 0.007). Both metacognitive awareness (β = 0.085, p = 0.014) and self-efficacy (β = 0.175, p &lt; 0.001) were positively linked to scientific creativity, and a significant association was also observed between metacognitive awareness and self-efficacy (β = 0.338, p &lt; 0.001). Indirect pathways were significant, including a sequential mediation path (β = 0.011, p = 0.001) consistent with theoretical expectations. A simulation-based sensitivity analysis confirmed the robustness of these mediation paths to moderate levels of unmeasured confounding. Additionally, scientific creativity showed moderate correlations with mathematics (r = 0.397) and science achievement (r = 0.266), while gender differences were not statistically significant. The study offers preliminary guidance for future research and educational interventions aiming to cultivate creative potential through the enhancement of attitudes and self-regulatory skills.</div></div>","PeriodicalId":47729,"journal":{"name":"Thinking Skills and Creativity","volume":"60 ","pages":"Article 102071"},"PeriodicalIF":4.5,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145624781","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
Comparative analysis of structured and problem-based metacognitive scaffoldings in collaborative programming activities for primary school students 小学生协同规划活动中结构化与问题型元认知框架的比较分析
IF 4.5 2区 教育学 Q1 Social Sciences Pub Date : 2026-06-01 Epub Date: 2025-11-13 DOI: 10.1016/j.tsc.2025.102062
Haiyan Huang , Mengmeng Cheng , Yanan Zeng
The evidence supporting how metacognitive scaffolding effectively fosters collaborative programming is increasing; however, the specific type of metacognitive scaffolding most beneficial in this context remains unclear. To further investigate this, the present study utilized a quasi-experimental design to compare the effects of structured and problem-based metacognitive scaffolding on collaborative programming among primary school students. Their impact on students’ metacognitive behaviors during learning, as well as on learning outcomes (metacognitive abilities and programming project scores), was examined, which included retention of any improvements in metacognitive abilities after the removal of scaffolding. The findings reveal that both structured and problem-based metacognitive scaffolding significantly enhanced students’ metacognitive abilities (p < 0.05), with no significant difference in the retention of these abilities. Neither type of scaffolding enhanced students’ programming project scores. However, the problem-based metacognitive scaffolding group demonstrated more metacognitive behaviors than the structured group (282, 56.9% vs. 214, 43.1%) (p < 0.01), in particular, in terms of enacting strategies (163, 58.8% vs.114, 41.2%) (p < 0.01) and monitoring and controlling (61, 63.5% vs. 35, 36.5%) (p < 0.01) metacognitive behaviors. Guidelines for designing collaborative programming activities were developed based on these findings and are discussed in this study.
支持元认知支架如何有效促进协作编程的证据正在增加;然而,在这种情况下最有益的元认知支架的具体类型仍不清楚。为了进一步探讨这一点,本研究采用准实验设计来比较结构化和基于问题的元认知脚手架对小学生协作编程的影响。他们对学生在学习过程中的元认知行为以及学习结果(元认知能力和编程项目分数)的影响进行了研究,其中包括移除脚手架后元认知能力的任何改善的保留。结果显示,结构化元认知支架和基于问题的元认知支架均显著提高了学生的元认知能力(p < 0.05),但在这些能力的保留上没有显著差异。这两种脚手架都不能提高学生的编程项目分数。然而,基于问题的元认知支架组比结构化组表现出更多的元认知行为(282,56.9% vs. 214, 43.1%) (p < 0.01),特别是在制定策略(163,58.8% vs.114, 41.2%) (p < 0.01)和监控(61,63.5% vs. 35, 36.5%) (p < 0.01)元认知行为。设计协作编程活动的指导方针是基于这些发现制定的,并在本研究中进行了讨论。
{"title":"Comparative analysis of structured and problem-based metacognitive scaffoldings in collaborative programming activities for primary school students","authors":"Haiyan Huang ,&nbsp;Mengmeng Cheng ,&nbsp;Yanan Zeng","doi":"10.1016/j.tsc.2025.102062","DOIUrl":"10.1016/j.tsc.2025.102062","url":null,"abstract":"<div><div>The evidence supporting how metacognitive scaffolding effectively fosters collaborative programming is increasing; however, the specific type of metacognitive scaffolding most beneficial in this context remains unclear. To further investigate this, the present study utilized a quasi-experimental design to compare the effects of structured and problem-based metacognitive scaffolding on collaborative programming among primary school students. Their impact on students’ metacognitive behaviors during learning, as well as on learning outcomes (metacognitive abilities and programming project scores), was examined, which included retention of any improvements in metacognitive abilities after the removal of scaffolding. The findings reveal that both structured and problem-based metacognitive scaffolding significantly enhanced students’ metacognitive abilities (<em>p</em> &lt; 0.05), with no significant difference in the retention of these abilities. Neither type of scaffolding enhanced students’ programming project scores. However, the problem-based metacognitive scaffolding group demonstrated more metacognitive behaviors than the structured group (282, 56.9% vs. 214, 43.1%) (<em>p</em> &lt; 0.01), in particular, in terms of enacting strategies (163, 58.8% vs.114, 41.2%) (<em>p</em> &lt; 0.01) and monitoring and controlling (61, 63.5% vs. 35, 36.5%) (<em>p</em> &lt; 0.01) metacognitive behaviors. Guidelines for designing collaborative programming activities were developed based on these findings and are discussed in this study.</div></div>","PeriodicalId":47729,"journal":{"name":"Thinking Skills and Creativity","volume":"60 ","pages":"Article 102062"},"PeriodicalIF":4.5,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145579746","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
Augmenting EFL learners’ writing performance and perceptions: the pedagogical efficacy of teacher-mediated peer assessment 提高英语学习者的写作表现和感知:教师介导的同伴评估的教学效能
IF 4.5 2区 教育学 Q1 Social Sciences Pub Date : 2026-06-01 Epub Date: 2025-12-23 DOI: 10.1016/j.tsc.2025.102117
Alemayehu Leta Abo, Hailu Wubshet Degefu, Berhan Demeke Abeba
Different studies designate the application of peer assessment is well-known within educational contexts. However, scholarly analysis into its pedagogical usefulness remains inconsistent, particularly within EFL writing environment. Consequently, this study investigates the efficacy of teacher-mediated peer assessment in enhancing EFL students’ writing performance and perceptions. A non-equivalent control group pre-test and post-test quasi-experimental design was employed to address the research inquiries. The study involved two intact groups comprised 60 second-year students majoring in economics. These intact groups were assigned into experimental group (N = 30) and the other as the control group (N = 30) through a lottery method non-randomly. The students in the experimental group engaged in writing exercises focused on paragraph composition while receiving teacher-facilitated peer assessment, whereas their counterparts in the control group performed identical writing tasks but were exclusively evaluated through teacher assessment. Data were collected via pre- and post-writing tests. Moreover, Peer Assessment Perception Questionnaire (PAPQ) was administered to the experimental group participants to complement the data from the tests. The data from the tests were analysed using adjusted mean, one way MANCOVA with follow up ANCOVAs, whereas the PAPQ data were analyzed through descriptive statistics using mean and standard deviations. The results revealed that teacher-mediated peer assessment significantly improved the experimental group students’ writing performance in terms of content (partial ŋ2 = 0.38) and grammar (partial ŋ2 = 0.36). However, the improvements in paragraph organization, vocabulary, and mechanics were statistically insignificant suggesting longer-term interventions and more directed strategies to considerably influence these writing aspects. The survey results also disclosed teacher-mediated peer assessment enhances students’ writing, critical thinking, and social skills while fostering reflective, self-regulated, and collaborative learning, signifying the integration of teacher-mediated peer assessment into the writing curriculum.
不同的研究表明,同行评估的应用在教育环境中是众所周知的。然而,对其教学用途的学术分析仍然不一致,特别是在英语写作环境中。因此,本研究探讨了教师介导的同伴评估在提高英语学生写作表现和认知方面的功效。采用非等效对照组前测和后测准实验设计来解决研究问题。这项研究涉及两组60名经济学专业的二年级学生。采用非随机摇号法将完整组分为实验组(N = 30)和对照组(N = 30)。实验组的学生在进行段落写作练习的同时接受教师指导的同伴评估,而对照组的学生则完成了相同的写作任务,但只接受了教师评估。通过写前和写后测试收集数据。此外,对实验组参与者进行同伴评价感知问卷(PAPQ),以补充测试数据。试验数据采用调整平均、单向MANCOVA和随访ancova进行分析,而PAPQ数据采用均值和标准差的描述性统计进行分析。结果显示,教师主导的同伴评价在内容(偏ŋ2 = 0.38)和语法(偏ŋ2 = 0.36)方面显著提高了实验组学生的写作成绩。然而,段落组织、词汇和机制的改善在统计上是微不足道的,这表明长期干预和更直接的策略对这些写作方面有很大的影响。调查结果还显示,教师中介的同伴评估提高了学生的写作、批判性思维和社交技能,同时培养了反思、自我调节和协作学习,这标志着教师中介的同伴评估融入了写作课程。
{"title":"Augmenting EFL learners’ writing performance and perceptions: the pedagogical efficacy of teacher-mediated peer assessment","authors":"Alemayehu Leta Abo,&nbsp;Hailu Wubshet Degefu,&nbsp;Berhan Demeke Abeba","doi":"10.1016/j.tsc.2025.102117","DOIUrl":"10.1016/j.tsc.2025.102117","url":null,"abstract":"<div><div>Different studies designate the application of peer assessment is well-known within educational contexts. However, scholarly analysis into its pedagogical usefulness remains inconsistent, particularly within EFL writing environment. Consequently, this study investigates the efficacy of teacher-m<strong>e</strong>diated peer assessment in enhancing EFL students’ writing performance and perceptions. A non-equivalent control group pre-test and post-test quasi-experimental design was employed to address the research inquiries. The study involved two intact groups comprised 60 second-year students majoring in economics. These intact groups were assigned into experimental group (<em>N</em> = 30) and the other as the control group (<em>N</em> = 30) through a lottery method non-randomly. The students in the experimental group engaged in writing exercises focused on paragraph composition while receiving teacher-facilitated peer assessment, whereas their counterparts in the control group performed identical writing tasks but were exclusively evaluated through teacher assessment. Data were collected via pre- and post-writing tests. Moreover, Peer Assessment Perception Questionnaire (PAPQ) was administered to the experimental group participants to complement the data from the tests. The data from the tests were analysed using adjusted mean, one way MANCOVA with follow up ANCOVAs, whereas the PAPQ data were analyzed through descriptive statistics using mean and standard deviations. The results revealed that teacher-m<strong>e</strong>diated peer assessment significantly improved the experimental group students’ writing performance in terms of content (partial <em>ŋ2</em> = 0.38) and grammar (partial <em>ŋ2</em> = 0.36). However, the improvements in paragraph organization, vocabulary, and mechanics were statistically insignificant suggesting longer-term interventions and more directed strategies to considerably influence these writing aspects. The survey results also disclosed teacher-mediated peer assessment enhances students’ writing, critical thinking, and social skills while fostering reflective, self-regulated, and collaborative learning, signifying the integration of teacher-mediated peer assessment into the writing curriculum.</div></div>","PeriodicalId":47729,"journal":{"name":"Thinking Skills and Creativity","volume":"60 ","pages":"Article 102117"},"PeriodicalIF":4.5,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145883799","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
Analyzing embodied learning in classroom settings: A human-in-the-loop AI approach for multimodal learning analytics 分析课堂环境中的具身学习:用于多模态学习分析的人工智能方法
IF 4.9 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Pub Date : 2026-06-01 Epub Date: 2026-02-02 DOI: 10.1016/j.learninstruc.2025.102274
Joyce Horn Fonteles , Clayton Cohn , Efrat Ayalon , Mengxi Zhou , Ashwin T.S. , Eduardo Davalos , Zhijian Li , Surya Rayala , Divya Mereddy , Austin Coursey , Shruti Jain , Yike Zhang , Noel Enyedy , Joshua Danish , Gautam Biswas

Background:

Embodied learning enhances cognition and metacognition through physical activity, but analyzing students’ behaviors in dynamic classrooms from multimodal data is complex. Human-guided, AI-driven Multimodal Learning Analytics offers promise, yet demands labor-intensive coding. Using coding schemas to fine-tune deep learning for accurate interpretation of learner behaviors remains both challenging and computationally intensive.

Aims:

Develop a robust human-in-the-loop AI framework to analyze students’ self-regulated learning (SRL) and socially shared regulation of learning (SSRL) in embodied learning environments. The framework integrates multimodal data streams, deep learning algorithms, and a late-fusion Large Language Model (LLM) for deriving SRL and SSRL behaviors.

Sample and Methods:

A two-month study in a 4th-grade science classroom, focused on two class sessions and four fully consented students. A novel codebook mapped multimodal features to high-level SRL-SSRL behaviors. Our multimodal pipeline combined deep learning algorithms of students’ interactions with an LLM for late fusion to segment and classify behaviors. Learning scientists validated the results using an interactive timeline.

Results:

The LLM identified 470 segments across 40 min of video from two enactments of the photosynthesis scenario. Enacting (66.4%) and Interacting (15.5%) were most frequent. Human evaluation confirmed accuracy but noted challenges with overlapping behaviors. A case study of two students revealed distinct regulatory strategies across behaviors and durations.

Conclusion:

Integrating AI with human expertise enhances analysis of SRL and SSRL in embodied learning. Future work will refine behavioral definitions, improve data alignment, expand validation, and deploy the pipeline online to generate enactment summaries that support teachers and students.
背景:具身学习通过身体活动增强认知和元认知,但从多模态数据分析动态课堂中学生的行为是复杂的。人类引导、人工智能驱动的多模式学习分析提供了希望,但需要劳动密集型的编码。使用编码模式来微调深度学习以准确解释学习者的行为仍然是具有挑战性和计算密集型的。目的:开发一个鲁棒的人在环人工智能框架来分析学生在具身学习环境中的自我调节学习(SRL)和社会共享学习调节(SSRL)。该框架集成了多模态数据流、深度学习算法和用于派生SRL和SSRL行为的后期融合大语言模型(LLM)。样本和方法:在一个四年级的科学课堂上进行为期两个月的研究,重点是两个课堂和四个完全同意的学生。一种新的码本将多模态特征映射到高级SRL-SSRL行为。我们的多模态管道将学生互动的深度学习算法与LLM相结合,用于后期融合,以分割和分类行为。有学问的科学家使用交互式时间轴验证了结果。结果:LLM在40分钟的视频中从两个光合作用场景中识别出470个片段。以“颁布”(66.4%)和“互动”(15.5%)最为常见。人类评估证实了准确性,但注意到重叠行为的挑战。对两名学生的案例研究揭示了不同行为和持续时间的不同监管策略。结论:将人工智能与人类专业知识相结合,增强了嵌入学习中SRL和SSRL的分析。未来的工作将细化行为定义,改进数据一致性,扩展验证,并在线部署管道,以生成支持教师和学生的法规摘要。
{"title":"Analyzing embodied learning in classroom settings: A human-in-the-loop AI approach for multimodal learning analytics","authors":"Joyce Horn Fonteles ,&nbsp;Clayton Cohn ,&nbsp;Efrat Ayalon ,&nbsp;Mengxi Zhou ,&nbsp;Ashwin T.S. ,&nbsp;Eduardo Davalos ,&nbsp;Zhijian Li ,&nbsp;Surya Rayala ,&nbsp;Divya Mereddy ,&nbsp;Austin Coursey ,&nbsp;Shruti Jain ,&nbsp;Yike Zhang ,&nbsp;Noel Enyedy ,&nbsp;Joshua Danish ,&nbsp;Gautam Biswas","doi":"10.1016/j.learninstruc.2025.102274","DOIUrl":"10.1016/j.learninstruc.2025.102274","url":null,"abstract":"<div><h3>Background:</h3><div>Embodied learning enhances cognition and metacognition through physical activity, but analyzing students’ behaviors in dynamic classrooms from multimodal data is complex. Human-guided, AI-driven Multimodal Learning Analytics offers promise, yet demands labor-intensive coding. Using coding schemas to fine-tune deep learning for accurate interpretation of learner behaviors remains both challenging and computationally intensive.</div></div><div><h3>Aims:</h3><div>Develop a robust human-in-the-loop AI framework to analyze students’ self-regulated learning (SRL) and socially shared regulation of learning (SSRL) in embodied learning environments. The framework integrates multimodal data streams, deep learning algorithms, and a late-fusion Large Language Model (LLM) for deriving SRL and SSRL behaviors.</div></div><div><h3>Sample and Methods:</h3><div>A two-month study in a 4th-grade science classroom, focused on two class sessions and four fully consented students. A novel codebook mapped multimodal features to high-level SRL-SSRL behaviors. Our multimodal pipeline combined deep learning algorithms of students’ interactions with an LLM for late fusion to segment and classify behaviors. Learning scientists validated the results using an interactive timeline.</div></div><div><h3>Results:</h3><div>The LLM identified 470 segments across 40 min of video from two enactments of the photosynthesis scenario. Enacting (66.4%) and Interacting (15.5%) were most frequent. Human evaluation confirmed accuracy but noted challenges with overlapping behaviors. A case study of two students revealed distinct regulatory strategies across behaviors and durations.</div></div><div><h3>Conclusion:</h3><div>Integrating AI with human expertise enhances analysis of SRL and SSRL in embodied learning. Future work will refine behavioral definitions, improve data alignment, expand validation, and deploy the pipeline online to generate enactment summaries that support teachers and students.</div></div>","PeriodicalId":48357,"journal":{"name":"Learning and Instruction","volume":"103 ","pages":"Article 102274"},"PeriodicalIF":4.9,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146174407","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
全部 CHEM EDUC RES PRACT Anat. Sci. Educ. Sci. Edu. Biochem. Mol. Biol. Educ. 中国临床心理学杂志 中国心理卫生杂志 COMPUT EDUC Educ Res Early Education and Development Gender and Education HEMATOL-AM SOC HEMAT INT J EDUC TECHNOL H Int. J. Perform. Anal. Sport International Journal of Science and Mathematics Education Intervention in School and Clinic 重庆理工大学学报(自然科学版) Journal of Computing in Higher Education Journal of College Student Development 广州大学学报(综合版) 湖北第二师范学院学报 湖北理工学院学报 嘉应学院学报 东北农业大学学报 journal of physical education 山东工业大学学报(社会科学版) Journal of Teacher Education 天津职业院校联合学报 云南财经大学学报 Med. Educ. MED TEACH 实验室研究与探索 Review of Educational Research Revista De Educacion 科技视界 体育科技 上海精神医学 Teaching in Higher Education 大学化学 Urban Education Analysis in Theory and Applications Aera Open ECNU Review of Education Regional Sustainability Innovation (Camb) Curriculum Matters Studies in Higher Education E-Learning Cadmo Transcultural Studies Zeitschrift Fur Soziologie Der Erziehung Und Sozialisation Chinese Journal of Applied Linguistics Kedi Journal of Educational Policy Revista Latinoamericana De Investigacion En Matematica Educativa-Relime English in Australia Croatian Journal of Education-Hrvatski Casopis Za Odgoj I Obrazovanje Journal of Continuing Higher Education English in Education Journal of Professional Capital and Community Education As Change Frontiers of Education in China International Journal for Lesson and Learning Studies Knowledge Management & E-Learning-An International Journal Australian Journal of Adult Learning South African Journal for Research in Sport Physical Education and Recreation Ride-The Journal of Applied Theatre and Performance Ried-Revista Iberoamericana De Educacion a Distancia English Teaching-Practice and Critique Revista Espanola De Pedagogia Journal of Beliefs & Values-Studies in Religion & Education Innovation in Language Learning and Teaching International Journal of Art & Design Education Irish Educational Studies Literacy Vocations and Learning PAEDAGOGICA HISTORICA High Ability Studies Movimento British Journal of Religious Education Zeitschrift Fur Padagogik Journal of Baltic Science Education J Spec Educ Technol Ensenanza De Las Ciencias Early Years (Stoke-on-Trent) International Journal of Music Education Research in Science & Technological Education Exceptionality Educacion Xx1 Educational Assessment Evaluation and Accountability Australian Journal of Education Journal of Agricultural Education & Extension Australasian Journal of Early Childhood Studies in Continuing Education Music Education Research Math. Thinking Learn. Theory and Research in Social Education Learning Culture and Social Interaction Education Finance and Policy History of Education Teaching Sociology Sport Exercise Perform. Psychol.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1