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Macro- and Micro-Level Behavioral Patterns in Simulation-Based Scientific Inquiry: Linking Processes to Performance Among Elementary Students. 基于模拟的科学探究的宏观和微观层面行为模式:小学生行为过程与表现的关联。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2026-01-04 DOI: 10.3390/jintelligence14010006
Shuang Wang, An Hu, Lu Yuan, Wei Tian, Tao Xin

Scientific inquiry is fundamental to science education, encompassing the processes through which students construct scientific knowledge and develop thinking skills. However, the unfolding of these inquiry processes and their relation to performance remain underexplored. Drawing on process data from a structured simulation-based assessment task, this study investigated the inquiry processes of 259 fourth-grade students. We applied a multi-analytic approach including sequential pattern mining, entropy analysis, and process mining to capture macro- and micro-level behavioral patterns and examine their associations with task performance operationalized by effectiveness and efficiency. Macro-level analyses revealed that effective students generally organized their inquiry processes into more iterative cycles of evidence collection, demonstrating a more dedicated approach before committing to a final response. Micro-level analyses further indicated that effective and efficient students showed better strategic coordination during experimentation. Together, these findings provide a multi-level characterization of elementary students' scientific inquiry processes and link inquiry patterns to task effectiveness and efficiency. The study also underscores the potential of process data from simulation-based assessments for diagnosing inquiry skills and informing the design of personalized scaffolds in elementary science education.

科学探究是科学教育的基础,包括学生构建科学知识和发展思维技能的过程。然而,这些调查过程的展开及其与绩效的关系仍未得到充分探讨。利用结构化模拟评估任务的过程数据,本研究调查了259名四年级学生的探究过程。我们采用了包括顺序模式挖掘、熵分析和过程挖掘在内的多分析方法来捕获宏观和微观层面的行为模式,并检查它们与由有效性和效率操作的任务绩效之间的关联。宏观层面的分析表明,有效的学生通常会将他们的调查过程组织成更多的证据收集迭代周期,在做出最终回应之前展示出更专注的方法。微观层面的分析进一步表明,高效学生在实验过程中表现出更好的策略协调能力。总之,这些发现提供了小学生科学探究过程的多层次特征,并将探究模式与任务有效性和效率联系起来。该研究还强调了基于模拟的评估过程数据在诊断探究技能和为基础科学教育中个性化支架的设计提供信息方面的潜力。
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引用次数: 0
Association Between Weekly Moderate-to-Vigorous Physical Activity and Emotional Intelligence Factors in Spanish Adolescents: Perspectives for Digital and Gamified Interventions. 西班牙青少年每周中高强度体育活动与情绪智力因素之间的关系:数字和游戏化干预的观点
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2026-01-03 DOI: 10.3390/jintelligence14010005
Alberto Ruiz-Ariza, José Enrique Moral-García, Alba Rusillo-Magdaleno, Jose Luis Solas-Martínez

This study aimed to analyze the relationship between moderate to vigorous physical activity (MVPA) and dimensions of emotional intelligence (EI) in Spanish adolescents aged 12 to 16 years, controlling for variables such as gender, age, and body mass index (BMI). A total of 171 students (92 boys; mean age = 13.73 ± 1.34 years) were analyzed, measuring MVPA using the PACE + Adolescent PA Measure and EI using the TEIQue-SF, which includes well-being, self-control, emotionality, and sociability. Physically active adolescents (>4 days/week with ≥60 min of MVPA) showed significantly higher scores in well-being and sociability compared to their inactive peers (p < 0.05), with no differences in emotionality or self-control. Regression analyses confirmed that weekly MVPA was positively associated with well-being and sociability, independent of gender, age, and BMI. These findings suggest that regular MVPA is associated with emotional balance and social competence in adolescents, highlighting the importance of integrating structured PA programs in and out of school. Furthermore, the study underscores the potential of digital and gamified interventions, such as exergames and mobile apps, as promising tools to support the emotional and social correlates of PA by promoting motivation, social interaction, and emotional regulation, offering innovative approaches to support adolescents' social-emotional development.

本研究旨在分析西班牙12 - 16岁青少年中高强度体力活动(MVPA)与情绪智力(EI)维度之间的关系,控制性别、年龄和体重指数(BMI)等变量。共171名学生(92名男生,平均年龄= 13.73±1.34岁),采用PACE +青少年PA量表测量MVPA,采用TEIQue-SF量表测量EI,包括幸福感、自控力、情绪和社交能力。体力活动青少年(每周活动量≥60分钟,活动量≥40天)的幸福感和社交能力得分显著高于不运动青少年(p < 0.05),而情绪和自我控制能力得分无显著差异。回归分析证实,每周MVPA与幸福感和社交能力呈正相关,与性别、年龄和BMI无关。这些发现表明,定期的MVPA与青少年的情绪平衡和社会能力有关,强调了在学校内外整合结构化的PA计划的重要性。此外,该研究强调了数字和游戏化干预的潜力,如游戏和移动应用程序,作为有前途的工具,通过促进动机、社会互动和情绪调节来支持PA的情感和社会相关性,为支持青少年的社会情感发展提供了创新的方法。
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引用次数: 0
Evaluating Early Precursors of Academic Skills: Preliminary Validation of a Touchscreen-Based Digital Assessment in Preschoolers. 评估学术技能的早期前驱:基于触摸屏的学龄前儿童数字评估的初步验证。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.3390/jintelligence14010004
Davide Apicerni, Paolo Stievano, James Dawe, Sergio Melogno, Lina Pezzuti

Early identification of cognitive precursors to literacy and numeracy is essential for promoting school readiness and preventing later learning difficulties. Digital assessment tools using touchscreen technology offer advantages of engagement, standardization, and efficiency. This study reports preliminary findings on the Digital Assessment for Preschoolers-Tool (DAP-T), a touchscreen-based battery for preschool children. A sample of 105 children (M = 61.43 months, SD = 10.38; age range = 38-72) completed eight tasks assessing visuomotor integration, literacy (letter knowledge, phonological awareness, notational awareness, Rapid Automatized Naming), and numeracy (non-symbolic quantity comparison, quantity recognition, counting, cardinality). A subsample (n = 47-61, depending on the measure) also completed the paper-based criterion tasks used for concurrent validity analyses. Item difficulty and discrimination, internal consistency (McDonald's ω), concurrent validity, and factorial structure (SEM) were assessed. Results showed medium-to-low difficulty, age-related performance increases, and good discrimination in most tasks. Reliability was high (ω = 0.713-0.966), and correlations with criterion measures ranged from ρ = 0.52 to 0.95. The DAP-T showed promising psychometric properties as a rapid, standardized tool to detect early difficulties and guide targeted interventions.

早期识别识字和算术的认知前体对于促进入学准备和预防以后的学习困难至关重要。使用触摸屏技术的数字评估工具提供了参与、标准化和效率的优势。本研究报告了学龄前儿童数字评估工具(DAP-T)的初步研究结果,这是一种基于触摸屏的学龄前儿童电池。105名儿童(M = 61.43个月,SD = 10.38,年龄范围= 38-72岁)完成了视觉运动整合、读写能力(字母知识、语音意识、符号意识、快速自动命名)和计算能力(非符号数量比较、数量识别、计数、基数)的8项任务。子样本(n = 47-61,取决于测量)也完成了用于并发效度分析的基于纸张的标准任务。评估项目难度和辨析、内部一致性(麦当劳ω)、并发效度和析因结构(SEM)。结果显示,在大多数任务中,中低难度、与年龄相关的表现有所提高、辨别能力良好。信度高(ω = 0.713-0.966),与标准测量值的相关性范围为ρ = 0.52 ~ 0.95。作为一种快速、标准化的工具,DAP-T显示出有希望的心理测量特性,可以发现早期困难并指导有针对性的干预措施。
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引用次数: 0
Understanding Love in the L1 and the Additional Language: Evidence from Semantic Fluency and Graph Analysis. 在母语和附加语言中理解爱:来自语义流畅性和图分析的证据。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-24 DOI: 10.3390/jintelligence14010003
Maria Pilar Agustín Llach

This study explores how adolescent learners conceptualize the emotion of love in their first language (Spanish) and in English as a foreign language (EFL), comparing monolingual Spanish speakers and Spanish-Arabic bilinguals. A total of 66 participants (33 per group), all with A2 proficiency in English, completed a semantic fluency task in both Spanish and English, producing as many words as possible in relation to the prompts Amor and Love. The data were analyzed using graph theory to capture the organization of participants' emotion lexicons. The results show that love is a highly productive and cohesive semantic field, eliciting significantly more responses in L1 than in L2, for both Spanish-only (t = -8.866, p < 0.001) and Spanish-Arabic (W = 101.0, p = 0.001) participants. The differences between the two learner cohorts were not significant in Spanish nor in English. The results from the graph analyses revealed that learners displayed rich and strongly connected networks in Spanish, with learners with a migration origin showing slightly more fragmented networks. In English, both groups performed similarly, with responses probably mediated by L1 translation equivalents and metaphorical associations (e.g., heart, flower, and red). The findings suggest that emotional lexicons are better developed and more efficiently organized in the L1, whereas FL representations are shaped by proficiency, context of learning, and reliance on L1 conceptual structures. This study contributes novel insights into bilingual and heritage learners' emotional conceptualization and highlights the value of graph analysis for examining the structure of emotion words.

本研究探讨了青少年学习者如何用母语(西班牙语)和英语作为外语(EFL)概念化爱的情感,比较了单语西班牙语使用者和西班牙-阿拉伯语双语者。共有66名参与者(每组33人),他们的英语水平都是A2级,他们完成了西班牙语和英语的语义流畅性任务,尽可能多地说出与提示“爱”和“爱”相关的单词。使用图论对数据进行分析,以捕捉参与者情绪词汇的组织。结果表明,爱是一个高效且有凝聚力的语义场,无论是西班牙语(t = -8.866, p < 0.001)还是西班牙语-阿拉伯语(W = 101.0, p = 0.001)的参与者,在第一语言中都能引起比第二语言更多的反应。两组学习者在西班牙语和英语方面的差异不显著。图表分析的结果显示,学习者在西班牙语中表现出丰富而紧密的联系网络,而移民出身的学习者表现出稍微分散的网络。在英语中,两组的表现相似,反应可能是由L1翻译对等和隐喻关联(例如,心、花和红色)介导的。研究结果表明,情绪词汇在母语中得到了更好的发展和更有效的组织,而外语表征则受到熟练程度、学习背景和对母语概念结构的依赖的影响。本研究为双语学习者和传统学习者的情感概念化提供了新的见解,并突出了图分析在检查情感词结构方面的价值。
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引用次数: 0
The Mediating Role of Emotional Intelligence in the Relationship Between Parental Overprotection and Offspring's Physical Health in Adulthood. 情绪智力在父母过度保护与子女成年期身体健康关系中的中介作用。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-22 DOI: 10.3390/jintelligence14010001
Huanhua Lu, Yawen Zhao, Zaina Jianaer, Ruihan Chen

Parental overprotection before adulthood can have enduring consequences for offspring, yet the mechanisms underlying its association with adult physical health are not fully understood. This study proposes trait emotional intelligence (trait-EI) as a pivotal mediating factor in this relationship. A sample of 459 university students (mean age = 22.42 years, SD = 1.43; 50.3% female, 49.7% male) completed measures assessing their recalled parental overprotection, trait-EI and physical health. Results from regression and mediation analyses revealed that parental overprotection was significantly negatively associated with both overall trait-EI and physical health. Critically, trait-EI was found to be a significant mediator, indicating that overprotective parenting impedes the development of trait-EI, which in turn translates into poorer health outcomes. Further analysis of the facets of trait-EI demonstrated that the intrapersonal and stress management dimensions were unique contributors to physical health, whereas interpersonal and adaptability skills were not. What's more, a moderated mediation analysis showed that gender significantly moderated the pathway from parental overprotection to trait-EI, with the negative effect of overprotection on trait-EI being substantially stronger for male than for female offspring. These findings underscore the role of trait-EI as a central psychological mechanism translating early parenting experiences into long-term physical health and point to the need for gender-sensitive approaches in preventive health interventions.

父母在成年前的过度保护可能对后代产生持久的影响,但其与成年身体健康相关的潜在机制尚不完全清楚。本研究提出,特质情绪智力(trait- ei)在这一关系中起着关键的中介作用。459名大学生(平均年龄22.42岁,SD = 1.43,女性50.3%,男性49.7%)完成了回忆父母过度保护、特质情商和身体健康状况的评估。回归分析和中介分析结果显示,父母过度保护与整体特质情商和身体健康均呈显著负相关。重要的是,我们发现特质-情商是一个重要的中介,这表明过度保护的父母会阻碍特质-情商的发展,进而转化为更差的健康结果。对特质情商各方面的进一步分析表明,内省和压力管理是身体健康的独特因素,而人际交往和适应能力则不是。此外,有调节的中介分析表明,性别显著调节了亲代过度保护到性状ei的通路,且雄性后代过度保护对性状ei的负作用明显强于雌性后代。这些发现强调了特质情商作为一种核心心理机制的作用,将早期养育经验转化为长期的身体健康,并指出在预防性健康干预中需要采取对性别问题敏感的方法。
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引用次数: 0
How Does Teacher Certification Promote Student Achievement in Science, Reading, and Math? A Chain-Mediated Model of Teachers' Sense of Efficacy and Pedagogical Innovation. 教师资格认证如何促进学生在科学、阅读和数学方面的成绩?教师效能感与教学创新的链条中介模型。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-22 DOI: 10.3390/jintelligence14010002
Yanbin Guo, Guoxiu Tian

Teacher certification is strongly correlated with student development. Many studies have documented the effect of teacher certification on student achievement. However, there are inconsistent conclusions about this issue. Moreover, few studies have examined the mechanisms by which teacher certification promotes student achievement. To fill these gaps, this paper examines the effect of teacher certification on student achievement and the underlying mechanisms. We analyzed the data from the TALIS 2018 Türkiye teacher data and the PISA 2018 Türkiye student data using path analysis and PROCESS Model 6. It was found that the rise in entry requirements for teacher certification was positively associated with teachers' sense of efficacy and pedagogical innovation in the Turkish context. It was also indicated that teacher certification was positively associated with student achievement through the serial mediation of teachers' sense of efficacy and pedagogical innovation. The practical and theoretical implications of this paper were discussed.

教师资格认证与学生发展密切相关。许多研究都证明了教师资格证书对学生成绩的影响。然而,关于这个问题的结论并不一致。此外,很少有研究考察教师认证促进学生成绩的机制。为了填补这些空白,本文考察了教师资格认证对学生成绩的影响及其潜在机制。我们使用路径分析和过程模型6分析了TALIS 2018年t rkiye教师数据和PISA 2018年t rkiye学生数据。研究发现,在土耳其背景下,教师资格证书入职要求的提高与教师的效能感和教学创新呈正相关。通过教师效能感和教学创新的序列中介,教师资格证与学生成绩呈显著正相关。讨论了本文的实践意义和理论意义。
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引用次数: 0
Determinants of Trust: Evidence from Elementary School Classrooms. 信任的决定因素:来自小学课堂的证据。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-15 DOI: 10.3390/jintelligence13120165
Roberto Araya, Pablo González-Vicente

Emotional intelligence (EI), specifically the capacity to recognize and understand one's own emotions and those of others, is pivotal for developing the interpersonal skills that foster effective collaboration. This is especially crucial for developing trust in others, which serves as the necessary foundation for functioning in our increasingly impersonal contemporary society. Although extensive research has been conducted on trust in adults, empirical evidence for children remains limited. Quantifying the extent to which trust exists in young children, whether it differs from trust in adults, and how it changes with age, gender, and various psychological and school culture factors is essential for understanding how educational environments can foster its development. In this article, we analyze trust among almost 3000 fourth-grade children from 135 schools, measured based on behaviors exhibited during a Public Goods Game. The results align with other studies, showing that trust is substantially higher towards the in-group (classmates) than the out-group. A notable gender effect was observed, with boys exhibiting significantly higher levels of trust than girls. Trust was also higher in municipal schools compared to state-subsidized private schools. Personality traits, measured via the Big Five model using the Pictorial Personality Traits Questionnaire for Children (PPTQ-C), also emerged as influential. Specifically, elevated levels of Agreeableness and Conscientiousness predicted increased trust in both in-groups and out-groups. Extraversion and Openness to Experience also played a role, although to a lesser extent.

情商(EI),特别是识别和理解自己和他人情绪的能力,对于培养促进有效合作的人际交往能力至关重要。这对于培养对他人的信任尤其重要,而信任是在我们这个日益缺乏人情味的当代社会中发挥作用的必要基础。尽管对成年人的信任进行了广泛的研究,但对儿童的经验证据仍然有限。量化幼儿的信任程度,是否与成人的信任不同,以及它如何随年龄、性别和各种心理和学校文化因素而变化,对于理解教育环境如何促进其发展至关重要。在这篇文章中,我们分析了来自135所学校的近3000名四年级儿童的信任,基于在公共物品游戏中表现出的行为来衡量。结果与其他研究一致,表明对内群体(同学)的信任远远高于对外群体的信任。我们观察到一个显著的性别效应,男孩表现出明显高于女孩的信任水平。与国家资助的私立学校相比,公立学校的信任度也更高。人格特质,通过大五模型使用儿童人格特质问卷(PPTQ-C)测量,也显现出影响力。具体来说,亲和性和尽责性水平的提高预示着群体内和群体外信任的增加。外向性和开放性也发挥了作用,尽管程度较小。
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引用次数: 0
Early Childhood Education and Care Enhances Cognitive Performance in Later Adolescence Through Non-Cognitive Skills Development and Reduced Truancy. 幼儿教育和护理通过非认知技能的发展和减少逃学来提高青少年后期的认知表现。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-15 DOI: 10.3390/jintelligence13120164
Ji Liu, Millicent Aziku, Dahman Tahri

Prior studies have examined associations between early childhood education and care (ECEC) and cognitive performance in later adolescence. However, little is known about the role of non-cognitive skills development and truancy in this link. To address this gap, the current study investigates how non-cognitive skills and truancy mediate the link between ECEC and cognitive performance among 15-year-old students (N = 550,818), leveraging the Programme for International Student Assessment (PISA) 2022 dataset. Findings indicate that ECEC directly and positively influences non-cognitive skills development and cognitive performance. Non-cognitive skills development is negatively associated with truancy and positively influences cognitive performance. An inverse relationship was found between truancy and cognitive performance. Analyzing this relationship based on gender, it was observed that female students benefited more from ECEC compared to their male counterparts. These results imply that the provision of ECEC may reap substantial social equity benefits.

先前的研究已经调查了幼儿教育和护理(ECEC)与青春期后期认知表现之间的关系。然而,人们对非认知技能发展和逃学在这一联系中的作用知之甚少。为了解决这一差距,目前的研究利用国际学生评估项目(PISA) 2022数据集,调查了非认知技能和旷课如何在15岁学生(N = 550,818)中调解ECEC与认知表现之间的联系。研究结果表明,ECEC对非认知技能发展和认知表现有直接和积极的影响。非认知技能发展与逃学负相关,对认知表现有积极影响。逃学与认知表现呈反比关系。基于性别分析这一关系,我们发现女生比男生从ECEC中受益更多。这些结果表明,提供ECEC可能会获得实质性的社会公平效益。
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引用次数: 0
Developmental Trajectories of Transcription and Oral Language Skills in Kindergarten Students: The Influence of Executive Functions and Home Literacy Practices. 幼儿园学生转录和口语技能的发展轨迹:执行功能和家庭读写实践的影响。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-13 DOI: 10.3390/jintelligence13120163
Jennifer Balade, Cristina Rodríguez, Juan E Jiménez

This study investigates the developmental trajectories of transcription and oral language skills in kindergarten students over the course of an academic year, with a focus on the influence of executive functions (EF) and home literacy practices (HLP). Hierarchical linear modeling (HLM) analyses revealed significant growth in transcription skills, with both EF and independent home literacy practices positively influencing baseline transcription scores. The interaction between independent home literacy practices and formal literacy practices at home further enhanced transcription skill development. In contrast, oral language skills were not influenced by either HLP or EF. These results suggest that EF plays a more prominent role in transcription development than oral language skills in early childhood, especially in transparent orthographic systems. The findings highlight the importance of cognitive and environmental factors in early literacy development, suggesting implications for educational practices, particularly in fostering effective home literacy environments.

本研究考察了幼儿园学生在一学年的过程中转录和口语技能的发展轨迹,重点研究了执行功能(EF)和家庭读写实践(HLP)的影响。层次线性模型(HLM)分析显示,转录技能显著增长,EF和独立的家庭识字实践都对基线转录得分产生积极影响。独立的家庭扫盲实践和正式的家庭扫盲实践之间的相互作用进一步促进了抄写技能的发展。相比之下,口语能力不受HLP和EF的影响。这些结果表明,EF在儿童早期转录发展中比口语技能发挥更突出的作用,特别是在透明正字法系统中。研究结果强调了认知和环境因素在早期识字发展中的重要性,对教育实践,特别是培养有效的家庭识字环境提出了启示。
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引用次数: 0
From Practice to Reflection: A Systematic Review of Mechanisms Driving Metacognition and SRL in Music. 从实践到反思:音乐中元认知和SRL驱动机制的系统回顾。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-09 DOI: 10.3390/jintelligence13120162
Yinghui Wang, Mengqi Zhang, Huasen Zhang, Xin Shan, Xiaofei Du

Metacognition and self-regulated learning (SRL) are widely recognized as key mechanisms for academic achievement and skill development, yet in music education they have rarely been examined through explicit instructional interventions to enable causal testing and effect evaluation. To address this gap, this study followed PRISMA guidelines and conducted a systematic review of 31 studies (including seven for meta-analysis) to identify intervention types and mechanisms, and to quantify their overall effects and moderating factors. Results indicate the following: (1) the intervention ecology is grounded in structured learning support (SLS), frequently combined with strategy teaching (ST) or technology-enhanced interventions (TEI), with full integration concentrated at the university level. (2) The mechanisms operate primarily along four pathways: structure facilitates a "plan-practice-reflection" loop, strategy instruction makes tacit experience explicit, technological feedback provides a third-person perspective, and teacher support stabilizes motivation. (3) The meta-analysis revealed a significant positive medium effect overall. (4) Intervention structure moderated outcomes, though not as a single or stable determinant. (5) Effects followed a U-shaped pattern across educational stages, strongest in secondary school, followed by university, and weaker in preschool and primary. Future research should employ proximal, task-aligned measures, conduct parallel multi-indicator assessments within the same stage, and expand evidence for multi-mechanism integration in primary and secondary school contexts. Experimental designs manipulating levels of SLS are needed to test whether ST + TEI remain effective under low-structure conditions, thereby identifying the minimum structural threshold. Extending samples to informal and professional music learners would further enhance robustness and generalizability.

元认知和自我调节学习(SRL)被广泛认为是学业成就和技能发展的关键机制,但在音乐教育中,很少通过明确的教学干预来检验它们,以实现因果检验和效果评估。为了解决这一差距,本研究遵循PRISMA指南,对31项研究(包括7项荟萃分析)进行了系统回顾,以确定干预类型和机制,并量化其总体效果和调节因素。结果表明:(1)干预生态以结构化学习支持(SLS)为基础,经常与策略教学(ST)或技术增强干预(TEI)相结合,并集中在大学层面进行充分整合。(2)机制主要沿着四条路径运行:结构促进“计划-实践-反思”循环,策略指导使隐性经验显化,技术反馈提供第三人称视角,教师支持稳定动机。(3) meta分析显示总体上存在显著的正中介效应。(4)干预结构调节了结果,但不是单一或稳定的决定因素。(5)各教育阶段的影响呈u型分布,中学阶段影响最大,大学阶段次之,学前和小学阶段影响较小。未来的研究应采用近端、任务导向的测量方法,在同一阶段进行平行的多指标评估,并扩大中小学背景下多机制整合的证据。需要操纵SLS水平的实验设计来测试ST + TEI在低结构条件下是否仍然有效,从而确定最小结构阈值。将样本扩展到非正式和专业的音乐学习者将进一步增强鲁棒性和泛化性。
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引用次数: 0
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