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Functional brain networks involved in the Raven's standard progressive matrices task and their relation to theories of fluid intelligence 参与瑞文标准渐进矩阵任务的大脑功能网络及其与流体智力理论的关系
IF 3 2区 心理学 Q1 Arts and Humanities Pub Date : 2024-01-14 DOI: 10.1016/j.intell.2024.101807
Riley Zurrin , Samantha Tze Sum Wong , Meighen M. Roes , Chantal M. Percival , Abhijit Chinchani , Leo Arreaza , Mavis Kusi , Ava Momeni , Maiya Rasheed , Zhaoyi Mo , Vina M. Goghari , Todd S. Woodward

A dimensionality reduction method was used to determine the task-timing-related functional brain networks underlying the Raven's Standard Progressive Matrices (RSPM), a non-verbal estimate of fluid intelligence (Gf). We identified five macro-scale task-based blood‑oxygen-level-dependent (BOLD)-signal brain networks and interpreted their network-level task-induced BOLD changes to provide functional interpretations separately for each network. This led to new observations about the brain networks underlying the RSPM: (1) the multiple demand network (MDN) for solution searching peaked early in the trial (∼9 s peak), followed by response (RESP) for response selection (∼12 s), and re-evaluation (RE-EV) for solution checking (∼18 s peak), (2) high activity in the MDN was correlated with high activity in the later-peaking RE-EV network, proposed to underpin cooperative solution searching (MDN) and checking (RE-EV) processes, and (3) high activity in the MDN in all conditions was associated with low accuracy in the hard RSPM condition, suggesting that those with lower performance on hard problems allocate more resources into solution-searching across all conditions. These findings corroborate the MDN's significance in Gf solution searching, and add the RE-EV network as playing an important checking role, providing overlap with the proposed abstraction/elaboration and hypothesis testing phases of the Parieto-Frontal Integration Theory (P-FIT). Therefore, this set of results not only supports past theoretical work on the brain networks underlying Gf and the RSPM task, but extends it by providing more complete anatomical, temporal, and functional information based on a set of brain task-based networks which replicate over many tasks.

我们采用了一种降维方法来确定瑞文标准渐进矩阵(RSPM)(一种流体智力(Gf)的非语言估计值)中与任务相关的脑功能网络。我们确定了五个基于任务的宏观血氧水平依赖(BOLD)信号脑网络,并解释了其网络级任务诱导的BOLD变化,为每个网络分别提供了功能解释。这导致了对 RSPM 基础脑网络的新观察:(1)用于搜索解决方案的多需求网络(MDN)在试验早期达到峰值(∼9 秒),随后是用于选择响应的响应网络(RESP)(∼12 秒)和用于检查解决方案的重新评估网络(RE-EV)(∼18 秒),(2)MDN 的高活动与后期 RE-EV 网络的高活动相关、(3)在所有条件下,MDN 的高活动与 RSPM 难题条件下的低准确率相关,这表明在所有条件下,那些在难题上表现较差的人分配了更多的资源用于寻找解决方案。这些发现证实了 MDN 在 Gf 解题搜索中的重要性,并增加了 RE-EV 网络扮演的重要检查角色,与旁额整合理论(Parieto-Frontal Integration Theory,P-FIT)中提出的抽象/演算和假设检验阶段相重叠。因此,这组研究结果不仅支持了过去有关 Gf 和 RSPM 任务基础大脑网络的理论研究,而且还基于一组可在多项任务中复制的基于任务的大脑网络,提供了更完整的解剖学、时间和功能信息,从而对其进行了扩展。
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引用次数: 0
No spatial advantage in adolescent hockey players? Exploring measure specificity and masked effects 青少年冰球运动员没有空间优势?探索测量特异性和掩蔽效应
IF 3 2区 心理学 Q1 Arts and Humanities Pub Date : 2024-01-01 DOI: 10.1016/j.intell.2023.101805
Ksenia Bartseva , Maxim Likhanov , Elina Tsigeman , Evgenia Alenina , Ivan Reznichenko , Elena Soldatova , Yulia Kovas

The study examines how intensive hockey training is linked with spatial ability and academic performance. Participants were hockey players from top junior teams (N = 225, mean age = 14.25, all boys) and their unselected peers (N = 278, mean age = 15.47, all boys). Compared to the unselected group, hockey players showed lower results in 10 small-scale spatial tests (Cohen's d ranging from 0.42 to 1.04), Raven's Progressive Matrices (d = 0.41), and 12 school subjects (d for the sum of grades = 1.17). The differences in spatial ability remained significant after controlling for Raven's (d varying from 0.26 to 1.03). The absence of spatial advantage in athletes suggests that effects of sports on cognition are complex: spatial ability facet-specific, sport-specific, professional and intensity level-specific. Moreover, these effects might be confounded by differences in academic engagement, investment of effort and psychological and physiological effects of intensive sports engagement.

这项研究探讨了强化曲棍球训练与空间能力和学习成绩之间的关系。参与者是来自顶级青少年冰球队的冰球运动员(人数 = 225,平均年龄 = 14.25,均为男生)和未入选的同龄人(人数 = 278,平均年龄 = 15.47,均为男生)。与未入选组相比,曲棍球运动员在 10 项小规模空间测试(科恩氏 d 为 0.42 至 1.04)、瑞文渐进矩阵(d = 0.41)和 12 项学校科目(成绩总和的 d = 1.17)中的成绩较低。在控制了瑞文数模(d 从 0.26 到 1.03 不等)之后,空间能力的差异仍然显著。运动员缺乏空间优势表明,体育运动对认知的影响是复杂的:空间能力方面的特异性、体育运动的特异性、职业和强度水平的特异性。此外,这些影响还可能受到学业参与、努力投入以及密集运动的心理和生理影响等方面差异的影响。
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引用次数: 0
The taboo remains: Responding to a critical commentary 禁忌依然存在回应批评性评论
IF 3 2区 心理学 Q1 Arts and Humanities Pub Date : 2024-01-01 DOI: 10.1016/j.intell.2023.101806
Noah Carl, Michael A. Woodley of Menie

Jackson Jr. and Winston (2021) claim there is no taboo against research on race and intelligence. We argue, to the contrary, that there is a taboo against such research. We begin by addressing Jackson Jr. and Winston's arguments concerning expert surveys, as well as their criticisms of our published database of controversies. We then provide additional evidence of the taboo, and explain why it would be expected given the features of academic social science in Western countries. We also point out that Jackson Jr. and Winston's paper exemplifies the very taboo they claim does not exist.

小杰克逊和温斯顿(2021 年)声称,对种族和智力的研究不存在禁忌。而我们的观点恰恰相反,我们认为对此类研究存在禁忌。我们首先讨论了小杰克逊和温斯顿关于专家调查的论点,以及他们对我们公布的争议数据库的批评。然后,我们提供了有关禁忌的更多证据,并解释了为什么从西方国家社会科学学术的特点来看,这种禁忌是意料之中的。我们还指出,小杰克逊和温斯顿的论文恰恰体现了他们声称不存在的禁忌。
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引用次数: 0
Don't waste your time measuring intelligence: Further evidence for the validity of a three-minute speeded reasoning test 不要浪费时间测量智力三分钟快速推理测试有效性的进一步证据
IF 3 2区 心理学 Q1 Arts and Humanities Pub Date : 2023-12-05 DOI: 10.1016/j.intell.2023.101804
Anna-Lena Schubert , Christoph Löffler , Clara Wiebel , Florian Kaulhausen , Tanja Gabriele Baudson

The rise of large-scale collaborative panel studies has generated a need for fast, reliable, and valid assessments of cognitive abilities. In these studies, a detailed characterization of participants' cognitive abilities is often unnecessary, leading to the selection of tests based on convenience, duration, and feasibility. This often results in the use of abbreviated measures or proxies, potentially compromising their reliability and validity. Here we evaluate the mini-q (Baudson & Preckel, 2016), a three-minute speeded reasoning test, as a brief assessment of general cognitive abilities. The mini-q exhibited excellent reliability (0.96–0.99) and a substantial correlation with general cognitive abilities measured with a comprehensive test battery (r = 0.57; age-corrected r = 0.50), supporting its potential as a brief screening of cognitive abilities. Working memory capacity accounted for the majority (54%) of the association between test performance and general cognitive abilities, whereas individual differences in processing speed did not contribute to this relationship. Our results support the notion that the mini-q can be used as a brief, reliable, and valid assessment of general cognitive abilities. We therefore developed a computer-based version, ensuring its adaptability for large-scale panel studies. The paper- and computer-based versions demonstrated scalar measurement invariance and can therefore be used interchangeably. We provide norm data for young (18 to 30 years) and middle-aged (31 to 60 years) adults and provide recommendations for incorporating the mini-q in panel studies. Additionally, we address potential challenges stemming from language diversity, wide age ranges, and online testing in such studies.

随着大规模合作小组研究的兴起,人们需要对认知能力进行快速、可靠和有效的评估。在这些研究中,往往不需要对参与者的认知能力进行详细描述,而是根据方便程度、持续时间和可行性来选择测试。这往往会导致使用简略的测量方法或替代方法,从而可能影响其可靠性和有效性。在此,我们对迷你 Q(Baudson & Preckel, 2016)进行了评估,这是一个三分钟的快速推理测试,可作为一般认知能力的简短评估。迷你 Q 表现出极佳的可靠性(0.96-0.99),并且与综合测试组测量的一般认知能力有很大的相关性(r = 0.57;年龄校正 r = 0.50),支持其作为认知能力简短筛查的潜力。工作记忆能力占测试成绩与一般认知能力之间关系的大部分(54%),而处理速度方面的个体差异并不影响这种关系。我们的研究结果支持这样一种观点,即迷你 Q 可以作为一种简短、可靠且有效的一般认知能力评估工具。因此,我们开发了基于计算机的版本,以确保其适用于大规模的小组研究。纸质版和电脑版均显示了标度测量的不变性,因此可以互换使用。我们提供了年轻人(18 至 30 岁)和中年人(31 至 60 岁)的常模数据,并为将迷你 Q 纳入小组研究提供了建议。此外,我们还探讨了此类研究中因语言多样性、年龄跨度大以及在线测试而可能面临的挑战。
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引用次数: 0
Unsuccessful and successful complex problem solvers – A log file analysis of complex problem solving strategies across multiple tasks 不成功和成功的复杂问题解决者——跨多个任务的复杂问题解决策略的日志文件分析
IF 3 2区 心理学 Q1 Arts and Humanities Pub Date : 2023-11-01 DOI: 10.1016/j.intell.2023.101793
Björn Nicolay , Florian Krieger , Jörg-Tobias Kuhn , Arthur C. Graesser , Dirk Ifenthaler , Ryan Baker , Samuel Greiff

Complex problem solving (CPS) is a key competence in educational contexts with strong conceptual links to students' overall intelligence. However, the mechanisms underlying successful CPS are not fully understood. Therefore, this study investigated several factors presumed to be relevant to CPS success using log file data to code each individual student action during six CPS tasks with different characteristics (N = 1276). We coded individual strategy combinations per student for each item for different strategy combinations of vary-one-thing-at-a-time (VOTAT), hold-one-thing-at-a-time (HOTAT), vary-no-thing-at-a-time (NOTAT), and change-all (CA). Results from generalized linear mixed models showed that CPS success was likely to be achieved by using VOTAT. However, there was an increased chance of solving an item when additional strategies, such as NOTAT or NOTAT plus HOTAT were used. This result was moderated by the presence/absence of eigendynamics as an important determinant of item difficulty. Strategy combinations of VOTAT together with other strategies (all including NOTAT) showed higher chances of CPS success when eigendynamics were present. Additionally, higher chances of solving an item when using VOTAT with additional strategies was demonstrated for items without eigendynamics. Overall, our results suggest that flexibility in strategy application is the driving force for successful CPS performance. Implications are discussed in light of the presumed benefit of pedagogically relevant metacognitive skills, such as planning, monitoring and reflecting, for CPS success. Based on our findings, we provide specific recommendations for the development of computer-based learning simulations to train CPS and related competencies, ultimately enhancing students' skills in educational contexts.

复杂问题解决能力(CPS)是教育环境中的一项关键能力,与学生的整体智力有着很强的概念联系。然而,成功的CPS背后的机制尚不完全清楚。因此,本研究调查了几个被认为与CPS成功相关的因素,使用日志文件数据对六个具有不同特征的CPS任务中的每个学生行为进行编码(N = 1276)。我们为每个学生的每个项目编码了不同的策略组合,包括一次只改变一件事(VOTAT)、一次只保留一件事(HOTAT)、一次不改变一件事(NOTAT)和全部改变(CA)。广义线性混合模型的结果表明,使用VOTAT有可能实现CPS的成功。然而,当使用额外的策略,如NOTAT或NOTAT加HOTAT时,解决一个问题的机会增加了。作为项目难度的重要决定因素,特征动力的存在/缺失缓和了这一结果。当特征动力学存在时,VOTAT与其他策略(包括NOTAT)的策略组合显示出更高的CPS成功机会。此外,当使用附加策略的VOTAT时,对于没有特征动力学的项目,解决问题的机会更高。总体而言,我们的研究结果表明,策略应用的灵活性是CPS成功绩效的驱动力。根据教学相关的元认知技能(如计划、监测和反思)对CPS成功的假定益处,讨论了其影响。根据我们的研究结果,我们为开发基于计算机的学习模拟提供了具体建议,以培训CPS和相关能力,最终提高学生在教育环境中的技能。
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引用次数: 0
Relative contributions of g and basic domain-specific mathematics skills to complex mathematics competencies g和基本领域特定数学技能对复杂数学能力的相对贡献
IF 3 2区 心理学 Q1 Arts and Humanities Pub Date : 2023-11-01 DOI: 10.1016/j.intell.2023.101797
Zehra E. Ünal , Gamze Kartal , Serra Ulusoy , Aslı M. Ala , Munube Yilmaz , David C. Geary

Meta-analytic structural equation modeling was used to estimate the relative contributions of general cognitive ability or g (defined by executive functions, short-term memory, and intelligence) and basic domain-specific mathematical abilities to performance in more complex mathematics domains. The domain-specific abilities included mathematics fluency (e.g., speed of retrieving basic facts), computational skills (i.e., accuracy at solving multi-step arithmetic, algebra, or geometry problems), and word problems (i.e., mathematics problems presented in narrative form). The core analysis included 448 independent samples and 431,344 participants and revealed that g predicted performance in all three mathematics domains. Mathematics fluency contributed to the prediction of computational skills, and both mathematics fluency and computational skills predicted word problem performance, controlling g. The relative contribution of g was consistently larger than basic domain-specific abilities, although the latter may be underestimated. The patterns were similar across younger and older individuals, individuals with and without a disability (e.g., learning disability), concurrent and longitudinal assessments, and family socioeconomic status, and have implications for fostering mathematical development.

使用元分析结构方程模型来估计一般认知能力或g(由执行功能、短期记忆和智力定义)和基本领域特定数学能力对更复杂数学领域表现的相对贡献。特定领域的能力包括数学流畅性(例如,检索基本事实的速度)、计算技能(例如,解决多步算术、代数或几何问题的准确性)和文字问题(例如,以叙述形式呈现的数学问题)。核心分析包括448个独立样本和431,344名参与者,并揭示了g预测所有三个数学领域的表现。数学流畅性有助于预测计算技能,数学流畅性和计算技能都能预测字问题表现,控制g。g的相对贡献始终大于基本领域特定能力,尽管后者可能被低估。这些模式在年轻人和老年人、有和没有残疾(如学习障碍)的个体、并发和纵向评估以及家庭社会经济地位中都是相似的,并且对促进数学发展具有启示意义。
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引用次数: 0
The ten-million-year explosion: Paleocognitive reconstructions of domain-general cognitive ability (G) in extinct primates 千年大爆发:已灭绝灵长类动物领域一般认知能力(G)的古认知重建
IF 3 2区 心理学 Q1 Arts and Humanities Pub Date : 2023-10-11 DOI: 10.1016/j.intell.2023.101795
Mateo Peñaherrera-Aguirre , Matthew A. Sarraf , Michael A. Woodley of Menie , Geoffrey F. Miller

The correlation between primate “Big G” scores and brain volume in 68 extant species was employed to estimate probable G values for an additional 68 extinct and 1 extant species with endocranial volume data, employing phylogenetic bracketing. Three different methods were used to generate bracketed estimates, which all showed high convergence. The average of these G estimates (for the extinct primates) coupled with the values from the extant species were found to correlate strongly with neurocognitive measures of both extant and extinct primate taxa, specifically Transfer Index scores (an indicator of cognitive flexibility) and the neuroanatomical covariance ratio (a measure of neural integration). Ancestral character reconstruction incorporating G values was made possible with a phylogenetic tree containing data on the relationships among extant and extinct primates. Negative correlations were found between G and branch length, indicating that higher-G species do not persist as long as lower-G ones, consistent with the presence of the grey-ceiling effect (brain mass negatively predicts maximum population growth rate, and therefore a heightened vulnerability to extinction). Cladogenesis rates were also positively associated with G. Both associations were robust to models that controlled for false positive rates. Comparative models revealed that G evolved in extinct and extant primates in a punctuated pattern. The biggest increase in G occurred after the split between the members of the tribes Hominini and Gorillini 10 million years ago. Hence at the macroevolutionary scale, there can be said to have been a “ten-million-year explosion” in primate G leading up to modern humans.

利用68个现存物种的灵长类动物“大G”评分与脑容量之间的相关性,利用颅内容量数据,采用系统发育括号法,估计另外68个已灭绝物种和1个现存物种可能的G值。使用了三种不同的方法来生成括号内的估计,这些方法都显示出高度的收敛性。这些G估计值的平均值(对于已灭绝的灵长类动物)与现存物种的值被发现与现存和已灭绝灵长类动物分类群的神经认知测量密切相关,特别是转移指数得分(认知灵活性的指标)和神经解剖学协方差比(神经整合的指标)。通过包含现存和灭绝灵长类动物之间关系数据的系统发育树,结合G值的祖先特征重建成为可能。在G和分支长度之间发现了负相关,表明高G物种的持续时间不如低G物种,这与灰色天花板效应的存在一致(大脑质量负面预测最大种群增长率,因此更容易灭绝)。分支发生率也与G呈正相关。这两种关联对于控制假阳性率的模型都是稳健的。比较模型显示,G在已灭绝和现存的灵长类动物中以间断模式进化。G的最大增长发生在1000万年前霍米尼和戈里尼部落成员分裂之后。因此,在宏观进化的尺度上,可以说G灵长类动物在现代人类之前经历了“千万年的爆炸”。
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引用次数: 0
Religiosity does not prevent cognitive declines: Cross-sectional and longitudinal evidence from the Survey of Health, Aging and Retirement in Europe 宗教信仰不能防止认知能力下降:来自欧洲健康、老龄化和退休调查的横断面和纵向证据
IF 3 2区 心理学 Q1 Arts and Humanities Pub Date : 2023-10-05 DOI: 10.1016/j.intell.2023.101796
Florian Dürlinger, Jonathan Fries, Takuya Yanagida, Jakob Pietschnig

Over the past hundred years, a plethora of studies on intelligence and religiosity associations predominantly yielded evidence for a meaningful negative relation between these two variables. However, effect strengths varied substantially between primary studies and it has been suggested that religiosity and intelligence associations change as people age, because religiosity may play a protective role for cognitive abilities in elderly individuals. Consequently, it has been suggested that negative intelligence and religiosity associations may decline in strength or even reverse signs as people age. Therefore, we examine here cross-sectional associations of self-reported religious behaviors and several measures of cognitive function (numeracy, verbal fluency, memory and a proxy of psychometric g) as well as their cross-temporal changes in respondents from 11 European countries and Israel aged 50+ years (N = 30,424) in three waves of the Survey of Health, Aging, and Retirement in Europe (SHARE). As expected, cognitive function scores were meaningfully negatively related to praying whilst associations with participation in religious services were trivial. Cross-lagged panel analyses yielded consistently negative, albeit small, effects of both intelligence on praying and of praying on intelligence. Multilevel random-intercept regressions showed tentative evidence for faster cognitive declines in more religious people for numeracy and g, but not for verbal fluency and memory. No conclusive evidence for a moderation by societal values of religiosity could be found. In all, our evidence shows a negative, non-trivial association between intelligence and religiosity in elderly participants which remains longitudinally robust. These findings corroborate the generality of the small negative intelligence and religiosity association.

在过去的一百年里,大量关于智力和宗教信仰关联的研究主要为这两个变量之间存在有意义的负相关提供了证据。然而,初级研究之间的效应强度差异很大,有人认为,宗教信仰和智力关联会随着年龄的增长而变化,因为宗教信仰可能对老年人的认知能力起到保护作用。因此,有人认为,随着年龄的增长,负智力和宗教信仰的联系可能会减弱,甚至逆转。因此,我们在这里研究了来自11个欧洲国家和以色列的50岁以上受访者(N=30424)在三波健康、老龄化、,以及欧洲退休(SHARE)。正如预期的那样,认知功能得分与祈祷呈显著负相关,而与参与宗教服务的关联则微不足道。交叉滞后小组分析得出了智力对祈祷和祈祷对智力的负面影响,尽管影响很小。多水平随机截距回归显示,初步证据表明,信奉宗教的人在算术和g方面的认知能力下降更快,但在语言流利性和记忆力方面则不然。没有确凿的证据表明宗教信仰的社会价值观是温和的。总之,我们的证据表明,老年参与者的智力和宗教信仰之间存在着负面的、非琐碎的联系,这种联系在纵向上仍然很牢固。这些发现证实了小负智力和宗教信仰关联的普遍性。
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引用次数: 0
Eleven articles and 27 authors pay tribute to James Flynn: A summary and critique of special issue articles on the Flynn effect 11篇文章和27位作者向詹姆斯·弗林致敬:关于弗林效应的特刊文章的总结和批评
IF 3 2区 心理学 Q1 Arts and Humanities Pub Date : 2023-09-25 DOI: 10.1016/j.intell.2023.101794
Joseph Lee Rodgers

This article, written by the guest editor, is an introduction to a special issue of Intelligence. The special issue includes eleven research papers on the Flynn effect, each written to pay tribute to the past work by James Flynn, who passed away in December 2020. The papers are organized in the current article into four categories: empirical papers, theoretical papers, methodological papers, and integrative papers. Each paper is summarized separately, and then the papers are discussed in an integrative critique that makes a number of points about the current status of research on the Flynn effect.

这篇文章由客座编辑撰写,是《情报》特刊的介绍。特刊包括11篇关于弗林效应的研究论文,每一篇都是为了纪念2020年12月去世的詹姆斯·弗林过去的工作而写的。本文将论文分为四类:实证论文、理论论文、方法论论文和综合论文。每一篇论文都被单独总结,然后在综合评论中对论文进行讨论,对弗林效应的研究现状提出了一些观点。
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引用次数: 0
Carbon is to life as g is to _____: A review of the contributions to the special issue on specific abilities in intelligence 碳之于生命就像g之于_____:对智力特殊能力特刊的评论
IF 3 2区 心理学 Q1 Arts and Humanities Pub Date : 2023-09-19 DOI: 10.1016/j.intell.2023.101786
Thomas R. Coyle , Samuel Greiff

Just as carbon infuses all life forms, g infuses almost all aspects of cognitive performance. This Special Issue focuses on specific abilities, defined as distinct abilities (e.g., verbal, math, spatial) that differ conceptually and empirically from g, which refers to variance common to tests. The nine contributions examine different specific abilities (e.g., spatial, academic, executive), involve different samples (e.g., humans, animals, countries), and compare different groups (e.g., males and females; gifted and nongifted). The contributions are discussed in terms of their support for a “primacy of g hypothesis,” which assumes that the validity of tests is largely attributable to g, or a “more than g hypothesis,” which assumes that specific abilities contribute to the validity of tests beyond g. The article summarizes each contribution and discusses models and theories of g and specific abilities (e.g., Cattell-Horn-Carroll and Verbal-Perceptual-Image Rotation models; investment and differentiation theories), with a focus on future research on specific abilities. Taken together, the contributions show that specific abilities are a meaningful addition to g but that their validity depends on the particular abilities, models, and theories being examined.

就像碳注入所有生命形式一样,g几乎注入认知表现的所有方面。本期特刊关注特定能力,定义为不同的能力(如语言、数学、空间),在概念和经验上与g不同,g指的是测试中常见的方差。这九项贡献考察了不同的特定能力(例如,空间、学术、执行),涉及不同的样本(例如,人类、动物、国家),并比较了不同的群体(例如,男性和女性;天赋异禀和非天赋异禀)。这些贡献是根据他们对“g的首要性假设”的支持来讨论的,该假设假设测试的有效性在很大程度上归因于g,或者“大于g的假设”,该假设假定特定能力有助于超过g的测试有效性。本文总结了每一项贡献,并讨论了g和特定能力的模型和理论(如Cattell Horn-Carroll和Verbal Perceptual Image Rotation模型;投资和差异化理论),重点是未来对特定能力的研究。总之,这些贡献表明,特定能力是g的一个有意义的补充,但它们的有效性取决于所考察的特定能力、模型和理论。
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引用次数: 0
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