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Creative and Critical Thinking and Modelling: Confluences and Implications for Science Teaching. 创造性和批判性思维和建模:对科学教学的影响和启示。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-08-31 DOI: 10.3390/jintelligence13090111
Marta Gómiz-Aragón, María Del Mar Aragón-Méndez, Rui Marques Vieira, Celina Tenreiro-Vieira, José María Oliva

Contemporary society demands the development of creative critical thinking (CCT) as a fundamental objective in science education. However, there appears to be a dissonance between this recognised need and its actual implementation in educational practices. This study explores the potential of modelling practices to intentionally, explicitly, and reflectively integrate the development of CCT in educational settings. To examine this possibility while laying the foundations for future research, the theoretical frameworks of CCT and modelling are synthesised, and their possible points of convergence are analysed in order to test the proposed hypothesis. Two elements that may strengthen their synergy are identified: first, the resources for modelling, such as analogies, which activate analytical, evaluative, creative, and argumentative skills, thereby fostering critical dispositions and a deeper understanding of the nature of science. Second, argumentation, closely connected with communication and information management, is considered a relevant component, especially when addressing socioscientific issues. While further empirical research is needed, the analysis indicates that modelling practices could contribute to the development of CCT.

当代社会要求将培养创造性批判性思维作为科学教育的基本目标。然而,这一公认的需要与其在教育实践中的实际执行之间似乎存在着不协调。本研究探讨了建模实践在有意、明确和反思性地整合有条件现金援助在教育环境中的发展方面的潜力。为了检验这种可能性,同时为未来的研究奠定基础,本文综合了CCT和建模的理论框架,并分析了它们可能的收敛点,以检验所提出的假设。确定了两个可能加强其协同作用的因素:首先,建模的资源,例如类比,可以激活分析,评估,创造性和辩论技能,从而培养批判性倾向和对科学本质的更深入理解。其次,与沟通和信息管理密切相关的论证被认为是一个相关的组成部分,特别是在解决社会科学问题时。虽然需要进一步的实证研究,但分析表明,建模实践可能有助于CCT的发展。
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引用次数: 0
Effects of Proctoring on Online Intelligence Measurement: A Literature Overview and an Empirical Study. 监考对在线智力测量的影响:文献综述与实证研究。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-08-30 DOI: 10.3390/jintelligence13090110
Vsevolod Scherrer, Nicolai Petry, Moritz Breit, Julian Urban, Julian Preuß, Franzis Preckel

Remote intelligence testing has multiple advantages, but cheating is possible without proper supervision. Proctoring aims to address this shortcoming, yet prior research on its effects has primarily investigated reasoning tasks, in which cheating is generally difficult. This study provides an overview of recent research on the effects of proctoring and on studies in intelligence test settings. Moreover, we conducted an empirical study testing the effects of webcam-based proctoring with a multidimensional intelligence test measuring reasoning, short-term memory, processing speed, and divergent thinking. The study was conducted in a low-stakes context, with participants receiving a fixed payment regardless of performance. Participants completed the test under proctored (n = 74, webcam consent), unproctored random (n = 75, webcam consent), or unproctored chosen (n = 77, no webcam consent) conditions. Scalar measurement invariance was observed for reasoning, processing speed, and divergent thinking, but not for memory. Proctoring had no significant main effect on test performance but showed a significant interaction with test type. Proctored participants outperformed the unproctored chosen group significantly in divergent thinking and scored descriptively higher in reasoning and processing speed, but slightly lower in memory. Observable cheating under proctored conditions was rare (4%), mostly involving note-taking or photographing the screen. We conclude that proctoring is crucial for easily cheatable tasks, such as memory tasks, but currently less critical for complex cognitive tasks.

远程智力测试有多种优势,但如果没有适当的监督,作弊是可能的。监考旨在解决这一缺点,但之前对其影响的研究主要是调查推理任务,在推理任务中作弊通常是困难的。本研究概述了最近关于监考和智力测试设置研究的影响的研究。此外,我们还通过测试推理、短期记忆、处理速度和发散思维的多维智力测试,对基于网络摄像头的监考效果进行了实证研究。这项研究是在低风险的情况下进行的,参与者无论表现如何,都会得到固定的报酬。参与者在监督(n = 74,网络摄像头同意),未监督随机(n = 75,网络摄像头同意)或未监督选择(n = 77,没有网络摄像头同意)条件下完成测试。在推理、处理速度和发散性思维方面观察到标量测量不变性,但在记忆方面没有。监考对考试成绩没有显著的主效应,但与考试类型有显著的交互作用。受监督的参与者在发散思维方面的表现明显优于未受监督的被选组,在推理和处理速度方面得分明显较高,但在记忆力方面得分略低。在监考条件下,明显的作弊行为很少(4%),主要涉及记笔记或拍摄屏幕。我们得出的结论是,监考对于容易作弊的任务(如记忆任务)至关重要,但目前对复杂的认知任务不那么重要。
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引用次数: 0
Emotional Intelligence and the Big Five as Predictors of Students' Performance in Collaborative Problem Solving. 情绪智力和大五项作为学生合作解决问题表现的预测因子。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-08-29 DOI: 10.3390/jintelligence13090109
Ana Altaras, Zorana Jolić Marjanović, Kristina Mojović Zdravković, Ksenija Krstić, Tijana Nikitović

We examined the effects of emotional intelligence (EI) and the Big Five on students' performance in collaborative problem solving (CPS). 162 secondary-school students completed the Mayer-Salovey-Caruso Emotional Intelligence Test and the Big Five Inventory. Divided into 54 triads (64.8% female), they then collaboratively solved a complex social problem. Based on video-recordings of the CPS sessions, we assessed four CPS processes: the team's socio-cognitive exchange, socio-emotional interaction, task management, and relationship management. The CPS product (solution) of each team was judged by two independent raters. Using structural equation modelling (1) with team-level EI abilities as predictors, we found a small indirect effect (via CPS processes) of both understanding and managing emotions on the CPS product, and a medium-size direct effect of understanding emotions on the same criterion; (2) with team-level traits as predictors, a medium-size positive effect of neuroticism on task management, a small negative effect of extraversion on relationship management, and a small positive effect of openness on the CPS product. A model including both EI and personality confirmed their independent contributions to CPS performance, with EI abilities contributing both directly and indirectly to the CPS product, and the contribution of personality narrowed down to neuroticism positively affecting task management.

我们研究了情绪智力(EI)和五大情商对学生协作解决问题(CPS)表现的影响。162名中学生完成了迈尔-萨洛维-卡鲁索情绪智力测验和大五量表。他们被分成54个三合会(64.8%为女性),然后共同解决一个复杂的社会问题。基于CPS会议的视频记录,我们评估了四个CPS过程:团队的社会认知交流、社会情感互动、任务管理和关系管理。每个团队的CPS产品(解决方案)由两名独立评审员进行评判。使用结构方程模型(1),以团队水平的EI能力作为预测因子,我们发现理解和管理情绪对CPS产品有较小的间接影响(通过CPS过程),而理解情绪对同一标准有中等大小的直接影响;(2)以团队水平特质为预测因子,神经质对任务管理有中等正向影响,外向性对关系管理有较小的负向影响,开放性对CPS产品有较小的正向影响。一个包括情商和人格的模型证实了情商和人格对CPS绩效的独立贡献,情商能力对CPS产品有直接和间接的贡献,而人格的贡献缩小到神经质对任务管理的积极影响。
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引用次数: 0
Achievement Goal Profiles and Academic Performance in Mathematics and Literacy: A Person-Centered Approach in Third Grade Students. 成就目标档案与数学与读写的学业表现:三年级学生以人为本的方法。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-08-27 DOI: 10.3390/jintelligence13090108
Justine Fiévé, Maxim Likhanov, Pascale Colé, Isabelle Régner

In spite of the ever-growing body of research in achievement goal profiles and their contribution to performance, the research on young children is quite limited. This study examined achievement goal profiles related to mathematics and literacy performance among third-grade students (N = 185, M = 8.73 years; 98 girls), using Latent Profile Analysis. Four distinct profiles emerged-Mastery-Oriented, Approach-Oriented, High Multiple-Goals, and Moderate Multiple-Goals-that were highly similar across math and literacy (contingency coefficient = 0.59). Schoolchildren endorsing the Approach-Oriented profile demonstrated higher achievement compared to those with High Multiple-Goals or Moderate Multiple-Goals profiles, which involved more avoidance goals and were less adaptive (with up to 8% of variance explained by profile). Gender differences were observed: girls were more likely to endorse profiles combining multiple goals, whereas boys more often endorsed mastery or approach profiles. These results highlight early inter-individual differences in motivational development, observable in both mathematics and literacy. Promoting adaptive goal profiles in early education may enhance academic engagement and help reduce emerging motivational disparities.

尽管关于成就目标及其对表现的影响的研究越来越多,但对幼儿的研究却相当有限。本研究采用潜在特征分析(Latent Profile Analysis)对三年级学生(N = 185, M = 8.73; 98名女生)的数学和读写成绩相关的成就目标特征进行了调查。出现了四种不同的特征——掌握导向、方法导向、高多重目标和中等多重目标——它们在数学和读写方面高度相似(偶然性系数= 0.59)。与具有高多目标或中等多目标的学生相比,支持方法导向的学生表现出更高的成就,后者涉及更多的回避目标,适应性较差(高达8%的方差由概况解释)。性别差异被观察到:女孩更倾向于支持包含多个目标的简介,而男孩更倾向于支持精通或接近的简介。这些结果强调了动机发展的早期个体间差异,在数学和识字方面都可以观察到。在早期教育中促进适应性目标档案可以提高学术参与度,并有助于减少新出现的动机差异。
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引用次数: 0
Learning Natural Categories: Effects of Interleaving Practice in Children and Young Adults. 学习自然类别:交错练习对儿童和青少年的影响。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-08-25 DOI: 10.3390/jintelligence13090107
Xiaoxiao Dong, Xiaoxiao He, Lingyu Fang, Qiang Xing, Rongxia Ren

While interleaved learning has been shown to enhance young adults' acquisition of confusable natural categories, its effects on children's natural category learning remain underexplored. The present study investigated the effects of study schedule (interleaving vs. blocking) on both categorization accuracy and the accuracy of metacognitive judgments during the learning of natural rock categories, comparing children and young adults. In Experiment 1, participants studied under blocked or interleaved conditions and subsequently provided global judgments of their learning. In Experiment 2, we employed a self-paced learning paradigm that required learners to regulate their own study time. Additionally, participants made item-by-item judgments of their learning during the study phase. Across both experiments, we found that interleaved learning significantly improved categorization accuracy, with young adults benefiting more than children. Regarding metacognitive monitoring, interleaving reduced overconfidence in children but led to underconfidence in young adults, as reflected in both global and item-level judgments. These findings suggest that the benefits of interleaved learning for category performance and metacognitive monitoring vary with age, highlighting age-related differences in the effectiveness of interleaved learning.

虽然交错学习已被证明可以增强年轻人对易混淆自然类别的习得,但它对儿童自然类别学习的影响仍未得到充分探讨。本研究以儿童和青少年为研究对象,考察了学习时间安排(交错学习和阻断学习)对自然岩石分类准确性和元认知判断准确性的影响。在实验1中,参与者在阻塞或交错条件下学习,随后提供对其学习的整体判断。在实验2中,我们采用了自定节奏的学习模式,要求学习者调整自己的学习时间。此外,参与者在研究阶段对他们的学习进行逐项判断。在这两个实验中,我们发现交错学习显著提高了分类准确性,年轻人比儿童受益更多。在元认知监测方面,交错减少了儿童的过度自信,但导致年轻人的自信不足,这反映在全局和项目层面的判断上。这些发现表明,交错学习对类别表现和元认知监测的益处随年龄而变化,突出了交错学习有效性的年龄相关差异。
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引用次数: 0
Neural Correlates of Belief-Bias Reasoning as Predictors of Critical Thinking: Evidence from an fNIRS Study. 信念偏差推理作为批判性思维预测因子的神经关联:来自近红外光谱研究的证据。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-08-24 DOI: 10.3390/jintelligence13090106
Juanjuan Ma, Wenyu Lv, Xuezhu Ren

This study examined the neural characteristics of belief-bias reasoning in order to reveal the neurocognitive basis of critical thinking. Functional near-infrared spectroscopy was utilized to capture the real-time brain hemodynamic activity of 74 college students while they performed a belief-bias syllogistic reasoning task. Values of oxy-hemoglobin (oxy-Hb) and deoxy-hemoglobin (deoxy-Hb) in regions of interest were analyzed in relation to critical thinking skills assessed by established tests. The results reveal significant activation in both the opercular part of the right IFC and the left DLPFC when participants encountered situations where their prior beliefs contradicted logical validity during the completion of the belief-bias syllogistic reasoning task. Crucially, individuals with lower levels of critical thinking skills demonstrated heightened activation in the opercular part of the right IFC compared to those with higher levels of critical thinking skills. Furthermore, variations in hemodynamics, quantified by oxy-Hb and deoxy-Hb concentration values (area under the activity curve as absolute value), during the execution of belief-bias reasoning tasks accounted for a substantial proportion of the variability in critical thinking skills. Additionally, the hemodynamic data to a large extent explained the connection between belief-bias reasoning and critical thinking. These results provide a neural explanation for the relationship between belief-bias reasoning and critical thinking, and advance theoretical models of critical thinking by illuminating the brain's mechanisms engaged in unbiased reasoning and metacognition.

为了揭示批判性思维的神经认知基础,本研究考察了信念偏见推理的神经特征。利用功能性近红外光谱技术实时捕捉74名大学生在进行信念偏差三段论推理任务时的脑血流动力学活动。氧合血红蛋白(氧合血红蛋白)和脱氧血红蛋白(脱氧血红蛋白)的值在感兴趣的区域进行分析的关系,批判性思维能力评估已建立的测试。结果显示,当参与者在完成信念偏见三段论推理任务时,遇到他们的先验信念与逻辑有效性相矛盾的情况时,右侧IFC的眼部和左侧DLPFC的眼部都被显著激活。至关重要的是,与具有较高批判性思维能力的人相比,具有较低批判性思维能力的个体在右侧IFC的眼部表现出更高的激活。此外,在执行信念偏差推理任务期间,血液动力学的变化,通过氧- hb和脱氧- hb浓度值(活性曲线下的面积为绝对值)来量化,在批判性思维技能的变化中占很大比例。此外,血流动力学数据在很大程度上解释了信念偏见推理与批判性思维之间的联系。这些结果为信念偏见推理与批判性思维之间的关系提供了神经学解释,并通过阐明大脑参与无偏推理和元认知的机制,提出了批判性思维的理论模型。
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引用次数: 0
Understanding How Intelligence and Academic Underachievement Relate to Life Satisfaction Among Adolescents with and Without a Migration Background. 了解有或没有移民背景的青少年的智力和学业成绩不佳与生活满意度的关系。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-08-22 DOI: 10.3390/jintelligence13090105
Alicia Neumann, Ricarda Steinmayr, Marcus Roth, Tobias Altmann

Intelligence, academic achievement and an unfavorable discrepancy between them (i.e., underachievement) have been proposed to influence students' subjective well-being. However, previous research on these effects remains scarce and inconsistent. The present study examined the associations between said variables in a sample of 695 fifteen-year-old students in Germany, differentiating between those with and without a migration background. Our findings unexpectedly revealed that students with a migration background reported higher life satisfaction than those without a migration background. Intelligence was unrelated to life satisfaction, regardless of migration background. Academic achievement, measured by the grade point average, was positively associated with life satisfaction among students without a migration background but showed no such relationship in students with a migration background. Segmented regression analyses further indicated that an unfavorable discrepancy between IQ and grade point average, reflecting underachievement, was associated with lower life satisfaction among students with a migration background but not among those without. These findings partially challenge previous research and theoretical assumptions. We discuss the theoretical and practical implications of our findings for educational policy and emphasize the importance of targeted interventions to address underachievement in students with a migration background. Our findings suggest that poor academic performance can have a particular impact on well-being in this group. Accordingly, interventions aimed at reducing the achievement gap of those students should not only target cognitive and academic skills but also promote emotional support, cultural inclusion and social integration in the school environment.

智力、学业成绩以及两者之间的不利差异(即成绩不佳)被认为会影响学生的主观幸福感。然而,以前对这些影响的研究仍然很少,也不一致。目前的研究以695名15岁的德国学生为样本,检验了上述变量之间的关联,区分了有移民背景和没有移民背景的学生。我们的研究结果出乎意料地显示,有移民背景的学生比没有移民背景的学生报告的生活满意度更高。无论移民背景如何,智力与生活满意度无关。在没有移民背景的学生中,以平均绩点衡量的学业成绩与生活满意度呈正相关,但在有移民背景的学生中却没有这种关系。分段回归分析进一步表明,智商和平均绩点之间的不利差异(反映学习成绩不佳)与有移民背景的学生的生活满意度较低有关,而与没有移民背景的学生无关。这些发现部分挑战了以前的研究和理论假设。我们讨论了我们的研究结果对教育政策的理论和实践意义,并强调了有针对性的干预措施的重要性,以解决具有移民背景的学生的学习成绩不佳问题。我们的研究结果表明,学习成绩差对这一群体的幸福感有特别的影响。因此,旨在缩小这些学生成就差距的干预措施不仅应针对认知和学术技能,还应促进学校环境中的情感支持、文化包容和社会融合。
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引用次数: 0
Toward a Consensus Model of Cognitive-Reading Achievement Relations Using Meta-Structural Equation Modeling. 基于元结构方程模型的认知-阅读成绩关系共识模型研究。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-08-16 DOI: 10.3390/jintelligence13080104
Daniel B Hajovsky, Christopher R Niileksela, Dawn P Flanagan, Vincent C Alfonso, William Joel Schneider, Jacob Robbins

Cognitive tests measure psychological constructs that predict the development of academic skills. Research on cognitive-reading achievement relations has primarily been completed with single-test batteries and samples, resulting in inconsistencies across studies. The current study developed a consensus model of cognitive-reading achievement relations using meta-structural equation modeling (meta-SEM) through a cross-sectional analysis of subtest correlations from English-language norm-referenced tests. The full dataset used for this study included 49,959 correlations across 599 distinct correlation matrices. These included correlations among 1112 subtests extracted from 137 different cognitive and achievement test batteries. The meta-SEM approach allowed for increased sampling of cognitive and academic reading skills measured by various test batteries to better inform the validity of construct relations. The findings were generally consistent with previous research, suggesting that cognitive abilities are important predictors of reading skills and generalize across different test batteries and samples. The findings are also consistent with integrated cognitive-reading models and have implications for assessment and intervention frameworks.

认知测试测量预测学术技能发展的心理结构。认知-阅读成绩关系的研究主要是通过单一测试单元和样本完成的,导致研究之间的不一致性。本研究利用元结构方程模型(meta-SEM)对英语规范参照测验的子测试相关性进行了横断面分析,建立了认知-阅读成绩关系的共识模型。本研究使用的完整数据集包括599个不同相关矩阵中的49,959个相关性。其中包括从137个不同的认知和成就测试组中提取的1112个子测试之间的相关性。元扫描电镜方法允许通过各种测试单元增加认知和学术阅读技能的采样,以更好地告知构念关系的有效性。这些发现与之前的研究基本一致,表明认知能力是阅读技能的重要预测因素,并且在不同的测试电池和样本中都有普遍性。研究结果也与综合认知-阅读模型一致,并对评估和干预框架具有启示意义。
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引用次数: 0
Cyber-Creativity: A Decalogue of Research Challenges. 网络创意:研究挑战的十诫。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-08-13 DOI: 10.3390/jintelligence13080103
Giovanni Emanuele Corazza, Sergio Agnoli, Ana Jorge Artigau, Ronald A Beghetto, Nathalie Bonnardel, Irene Coletto, Angela Faiella, Katusha Gerardini, Kenneth Gilhooly, Vlad P Glăveanu, Michael Hanchett Hanson, Hansika Kapoor, James C Kaufman, Yoed N Kenett, Anatoliy V Kharkhurin, Simone Luchini, Margaret Mangion, Mario Mirabile, Felix-Kingsley Obialo, Connie Phelps, Roni Reiter-Palmon, Jeb S Puryear, Eleonora Diletta Sarcinella, Min Tang, Giulia Maria Vavassori, Florent Vinchon, Indre Viskontas, Selina Weiss, Dimitrios Zbainos, Todd Lubart

Creativity is the primary driver of our cultural evolution. The astonishing potential of artificial intelligence (AI) and its possible application in the creative process poses an urgent and dramatic challenge for humanity; how can we maximize the benefits of AI while minimizing the associated risks? In this article, we identify all forms of human-AI collaboration in this realm as cyber-creativity. We introduce the following two forward-looking scenarios: a utopian vision for cyber-creativity, in which AI serves to enhance and not replace human creativity, and a dystopian view associated with the pre-emption of all human creative agency caused by the rise of AI. In our view, the scientific community is called to bring its contribution, however small, to help humanity make steps towards the utopian scenario, while avoiding the dystopian one. Here, we present a decalogue of research challenges identified for this purpose, touching upon the following dimensions: (1) the theoretical framework for cyber-creativity; (2) sociocultural perspectives; (3) the cyber-creative process; (4) the creative agent; (5) the co-creative team; (6) cyber-creative products; (7) cyber-creative domains; (8) cyber-creative education; (9) ethical aspects; and (10) the dark side of cyber-creativity. For each dimension, a brief review of the state-of-the-art is provided, followed by the identification of a main research challenge, then specified into a list of research questions. Whereas there is no claim that this decalogue of research challenges represents an exhaustive classification, which would be an impossible objective, it still should serve as a valid starting point for future (but urgent) research endeavors, with the ambition to provide a significant contribution to the understanding, development, and alignment of AI to human values the realm of creativity.

创造力是我们文化进化的主要驱动力。人工智能(AI)的惊人潜力及其在创造过程中的可能应用给人类带来了紧迫而巨大的挑战;我们如何在最大限度地利用人工智能的同时,将相关风险降到最低?在本文中,我们将这一领域中所有形式的人类与人工智能协作定义为网络创造力。我们介绍了以下两种前瞻性情景:一种是网络创造力的乌托邦愿景,其中人工智能的作用是增强而不是取代人类的创造力;另一种是反乌托邦的观点,即人工智能的兴起会导致所有人类创造性机构被抢占。在我们看来,科学界有责任做出自己的贡献,不管贡献有多小,都要帮助人类朝着乌托邦的方向迈进,同时避免出现反乌托邦的情况。在这里,我们提出了为此目的确定的研究挑战的十诫,触及以下维度:(1)网络创造力的理论框架;(2)社会文化视角;(3)网络创作过程;(四)创作代理人;(5)共同创作团队;(六)网络创意产品;(7)网络创意领域;(八)网络创新教育;(9)伦理方面;(10)网络创造力的阴暗面。对于每个维度,提供了对最新技术的简要回顾,然后确定了主要的研究挑战,然后将其指定为研究问题列表。虽然没有人声称这十诫的研究挑战代表了一个详尽的分类,这将是一个不可能实现的目标,但它仍然应该作为未来(但紧迫的)研究努力的有效起点,雄心勃勃地为理解、发展和人工智能与人类价值观在创造力领域的一致性做出重大贡献。
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引用次数: 0
Automatic- and Transformer-Based Automatic Item Generation: A Critical Review. 自动和基于变压器的自动项目生成:关键评论。
IF 3.4 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-08-12 DOI: 10.3390/jintelligence13080102
Markus Sommer, Martin Arendasy

This article provides a critical review of conceptually different approaches to automatic and transformer-based automatic item generation. Based on a discussion of the current challenges that have arisen due to changes in the use of psychometric tests in recent decades, we outline the requirements that these approaches should ideally fulfill. Subsequently, each approach is examined individually to determine the extent to which it can contribute to meeting the challenges. In doing so, we will focus on the cost savings during the actual item construction phase, the extent to which they may contribute to enhancing test validity, and potential cost savings in the item calibration phase due to either a reduction in the sample size required for item calibration or a reduction in the item loss due to insufficient psychometric characteristics. In addition, the article also aims to outline common recurring themes across these conceptually different approaches and outline areas within each approach that warrant further scientific research.

这篇文章提供了概念上不同的自动和基于转换器的自动项目生成方法的重要回顾。基于对近几十年来由于心理测试使用的变化而产生的当前挑战的讨论,我们概述了这些方法应该理想地满足的要求。随后,对每一种方法进行单独审查,以确定其有助于应对挑战的程度。在此过程中,我们将重点关注实际项目构建阶段的成本节约,它们可能有助于提高测试效度的程度,以及由于项目校准所需样本量的减少或由于心理测量特征不足而导致的项目损失的减少而在项目校准阶段的潜在成本节约。此外,本文还旨在概述这些概念不同的方法中常见的反复出现的主题,并概述每种方法中值得进一步科学研究的领域。
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引用次数: 0
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Journal of Intelligence
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