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Assessing the external validity of the ACT as a predictor for intelligence quotient scores 评估ACT作为智商分数预测因子的外部有效性
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-05-01 Epub Date: 2025-05-16 DOI: 10.1016/j.intell.2025.101921
Jon Butler
In their 2008 study, Koenig, Frey, and Detterman found a strong predictive relationship between the ACT and a measure of general intelligence derived from the Armed Services Vocational Aptitude Battery (ASVAB). However, their proposed IQ proxy equation was estimated on the pre-1990 revision combined ACT English and Math sections, which will result in less accurate IQ estimates with newer ACT scores. The current study sought to address this limitation by proposing two revised IQ proxy equations, allowing for more accurate IQ estimates with the current iteration of the ACT. Koenig et al.'s original regression formula was also re-estimated when controlling for the effects of age in the measure of intelligence, revealing a stronger predictive relationship between the ACT and the ASVAB's general factor than previously reported. Furthermore, both revised models generalized well on unseen data, suggesting that the ACT has high external validity as an IQ proxy and can be used in research settings for this purpose. A method to correct for systematic prediction error in external regression model validation is also implemented and discussed.
在他们2008年的研究中,Koenig, Frey和Detterman发现ACT和来自武装部队职业能力测试(ASVAB)的一般智力测量之间有很强的预测关系。然而,他们提出的智商代理方程是在1990年以前的ACT英语和数学部分的修订版上估计的,这将导致在新的ACT分数上估计的智商不太准确。目前的研究试图通过提出两个修订的智商代理方程来解决这一限制,允许更准确的智商估计与当前的ACT迭代。Koenig等人的原始回归公式在控制智力测量中年龄的影响时也被重新估计,揭示了ACT和ASVAB的一般因素之间比以前报道的更强的预测关系。此外,这两个修正的模型都能很好地推广未见过的数据,这表明ACT作为智商代理具有很高的外部效度,可以用于这一目的的研究设置。对外部回归模型验证中系统预测误差的修正方法进行了实现和讨论。
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引用次数: 0
Joint modeling of cognitive aging and survival: Evaluation of birth cohort differences 认知衰老和生存的联合建模:出生队列差异的评估
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-05-01 Epub Date: 2025-05-21 DOI: 10.1016/j.intell.2025.101920
Valgeir Thorvaldsson , Ingmar Skoog , Boo Johansson
We examined generational differences in the associations between cognitive functioning (i.e., level and rate of change) and survival after age 70. Data were drawn from two population-based cohorts born in 1901–1907 (n = 1106) and 1930 (n = 896), each systematically sampled from the same city population and assessed on the same cognitive battery at ages 70, 75, 79, 85, 88, 90, 92, 95, 97, 99, and 100. Cognitive performance was indexed using a composite score derived from tests of spatial ability, perceptual-motor speed, and reasoning. Mortality data, obtained from the Swedish national population register, were complete for >99 % of the 1901–07 cohort and 39 % of the 1930 cohort (last update: April 2023). We fitted joint models for longitudinal cognitive change and survival, controlling for sex and education. Across both cohorts, a one SD lower cognitive level was associated with a 1.43-fold higher mortality hazard, 95 % HDI [1.34, 1.53]. Models including cohort interactions revealed stronger effects of cognitive level in the 1901–07 cohort (HR = 1.50 [1.39, 1.61]) compared to the 1930 cohort (HR = 1.26 [1.14, 1.40]). Moreover, steeper rates of cognitive decline were associated with increased mortality risk in the 1930 cohort (HR = 1.74 [1.40, 2.17]), but not in the 1901–07 cohort (HR = 1.07 [0.97, 1.77]). These findings suggest that cognitive level is a stronger mortality predictor among earlier-born cohorts, whereas rate of cognitive decline plays a larger role in later-born cohorts, highlighting cohort-specific differences in how cognitive aging informs survival probability.
我们研究了70岁以后认知功能(即水平和变化速度)与生存之间的代际差异。数据来自1901-1907年出生的两个以人口为基础的队列(n = 1106)和1930年出生的队列(n = 896),每个队列系统地从同一城市人口中取样,并在70、75、79、85、88、90、92、95、97、99和100岁时对相同的认知电池进行评估。认知表现是通过空间能力、感知运动速度和推理测试得出的综合分数来进行索引的。从瑞典国家人口登记处获得的死亡率数据显示,1901-07年队列中有99%和1930年队列中有39%(最后一次更新:2023年4月)是完整的。我们拟合了纵向认知变化和生存的联合模型,控制了性别和教育。在两个队列中,认知水平每降低一个SD,死亡风险增加1.43倍,即95% HDI[1.34, 1.53]。包括队列相互作用在内的模型显示,1901-07年队列中认知水平的影响(HR = 1.50[1.39, 1.61])比1930年队列(HR = 1.26[1.14, 1.40])更强。此外,在1930年队列中,认知能力下降的急剧率与死亡风险增加相关(HR = 1.74[1.40, 2.17]),但在1901-07年队列中没有相关(HR = 1.07[0.97, 1.77])。这些发现表明,在出生较早的队列中,认知水平是一个更强的死亡率预测指标,而在出生较晚的队列中,认知能力下降的速度起着更大的作用,突出了认知衰老如何影响生存概率的队列特异性差异。
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引用次数: 0
Rigorous science, reported with social responsibility: Not a contradiction, but a synthesis 严谨的科学,报告的社会责任:不是矛盾,而是综合
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-03-01 Epub Date: 2025-04-03 DOI: 10.1016/j.intell.2025.101910
Dragos Iliescu , Samuel Greiff
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引用次数: 0
Reconsidering the search for alternatives to general mental ability tests 重新考虑寻找普通智力测试的替代方案
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-03-01 Epub Date: 2025-02-07 DOI: 10.1016/j.intell.2024.101892
Jeffrey M. Cucina
Cognitive ability tests that measure general mental ability (g-tests) are among the best predictors of academic, training, and job performance. One disadvantage of g-tests is the potential for adverse impact due to subgroup differences on general mental ability (g). For many years, psychologists have searched for high-validity low-adverse impact alternatives to traditional g-loaded cognitive ability tests (g-tests). This paper explores the mathematical possibility of developing such a test based on the known characteristics of g-tests. It was discovered that superior replacements to g-tests cannot mathematically exist. This is due to the fact that adverse impact and subgroup differences occur primarily on g rather than the specific factors and unique variance that cognitive ability tests measure. The reliable non-g variance in most g-tests is too small to offset the subgroup differences in g-test scores that is attributable to g.
测量一般心理能力的认知能力测试(g测试)是学业、培训和工作表现的最佳预测指标之一。g测试的一个缺点是由于一般心理能力的亚组差异(g)而可能产生不利影响。多年来,心理学家一直在寻找高效度、低不利影响的替代方案,以替代传统的g负载认知能力测试(g测试)。本文根据已知的g检验的特点,探讨了开发这种检验的数学可能性。人们发现,在数学上不可能存在优于g测试的替代品。这是因为不利影响和亚组差异主要发生在g上,而不是认知能力测试测量的特定因素和独特方差。在大多数g测试中,可靠的非g方差太小,无法抵消g测试分数的亚组差异。
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引用次数: 0
Looking beyond students' exploration and learning strategies: The role of test-taking effort in complex problem-solving 超越学生的探索和学习策略:应试努力在解决复杂问题中的作用
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-03-01 Epub Date: 2025-03-06 DOI: 10.1016/j.intell.2025.101907
Róbert Csányi , Gyöngyvér Molnár
The aim of this study was to investigate the role of test-taking effort in knowledge acquisition via problem exploration behaviour used in complex problem-solving (CPS) environments. The sample consisted of undergraduate students just starting their university studies (n = 1748). MicroDYN-based tasks with different levels of complexity were administered via the eDia online platform. Students' exploration behaviour was coded based on the VOTAT (vary-one-thing-at-a-time) strategy, and latent class analysis was used to identify students' behavioural and learning profiles. We identified four profiles: rapid learners, non-performers, proficient explorers and ineffective learners. Students' test-taking effort was measured based on the time they spent on the tasks. Results suggest a strong relation between VOTAT strategy use and test-taking effort. Rapid learners and proficient explorers displayed the greatest test-taking effort, followed by ineffective learners and non-performers. The results provide a new interpretation of previous analyses of the knowledge acquisition phase in CPS.
本研究的目的是探讨在复杂问题解决(CPS)环境中,通过问题探索行为,应试努力在知识获取中的作用。样本包括刚开始大学学习的本科生(n = 1748)。基于microdyn的不同复杂程度的任务通过eDia在线平台进行管理。根据VOTAT(一次改变一件事)策略对学生的探索行为进行编码,并使用潜在类别分析来识别学生的行为和学习概况。我们确定了四种类型:快速学习者、不表现者、熟练探索者和无效学习者。学生的应试努力是根据他们花在任务上的时间来衡量的。结果表明,VOTAT策略的使用和应试努力之间存在很强的关系。快速学习者和熟练探索者表现出最大的应试努力,其次是低效学习者和表现不佳者。研究结果为CPS知识获取阶段的分析提供了新的解释。
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引用次数: 0
Exploring the interplay of general and specific academic achievement in predicting college performance 探索一般和特殊学业成绩在预测大学成绩方面的相互作用
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-03-01 Epub Date: 2025-03-20 DOI: 10.1016/j.intell.2025.101908
Khalid ALMamari, Mohamed Al Siyabi, Abdullah Al Shibli, Abdullah AlAjmi
Higher education admission policies typically prioritize Grade Point Average (GPA) as the primary criterion for college admissions, often overlooking the potential significance of specific academic achievements. This study contributes to the debate on the relative importance of general versus specific academic achievements in predicting college performance, an area less explored compared to the interplay between cognitive abilities and performance outcomes. This research analyzes twelfth-grade subject scores and college GPAs from four engineering programs (Aeronautical, System, Marine, and Civil) in Oman, as well as the combined sample. EFA and CFA results indicate that a bifactor achievement model, comprising general and two specific factors (Math-Science and Humanities-Social Sciences), adequately represents the twelfth-grade data. Structural Equation Modeling (SEM) correlated these factors with college performance in the first, middle, and final years, separately for each program and the combined sample. The findings show that the Math-Science factor is the strongest predictor in the combined sample and Marine Engineering across all three years, while the general factor demonstrates broader but varying relevance in Aeronautical and Systems Engineering, especially in the middle and final years. The Humanities-Social Sciences factor has no significant impact at any level of study, and none of the factors predict performance in Civil Engineering. These results underscore the need to consider both general and specific academic achievements in admission predictive models, highlighting the dynamic interplay between program focus and student achievement profiles.
高等教育招生政策通常将平均学分绩点(GPA)作为大学录取的首要标准,而往往忽视了具体学业成绩的潜在重要性。与认知能力和成绩结果之间的相互作用相比,本研究在这一领域的探索较少。本研究分析了阿曼四个工程专业(航空、系统、海洋和土木)的十二年级科目成绩和大学平均学分绩点,以及综合样本。EFA和CFA结果表明,由一般因素和两个特殊因素(数学-科学和人文-社会科学)组成的双因素成就模型充分代表了十二年级的数据。结构方程模型(SEM)将这些因素与大学一年级、二年级和三年级的成绩联系起来,分别针对每个专业和综合样本。研究结果表明,数学-科学因子是综合样本和海洋工程专业所有三年级的最强预测因子,而一般因子在航空和系统工程专业中的相关性更广,但各不相同,尤其是在中期和最后一年。人文-社会科学因素在任何学习阶段都没有显著影响,没有一个因素能预测土木工程的成绩。这些结果凸显了在招生预测模型中同时考虑一般和特定学术成就的必要性,突出了专业重点和学生成绩概况之间的动态相互作用。
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引用次数: 0
Putting the Flynn effect under the microscope: Item-level patterns in NLSYC PIAT-math scores, 1986–2004 把弗林效应放在显微镜下:1986-2004年NLSYC piat数学成绩的项目水平模式
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-03-01 Epub Date: 2025-01-27 DOI: 10.1016/j.intell.2024.101897
Joseph Lee Rodgers , Linda Wänström , Siew Ang
Previous research has demonstrated the existence of a Flynn effect in the National Longitudinal Survey of Youth Children (NLSYC) responses to the PIAT-Math instrument. The PIAT-Math is at least partially linked to fluid intelligence, whereas other scales in the NLSYC – PIAT-Reading Recognition, PIAT-Reading Comprehension, the PPVT, and Digit Span – are primarily based on crystallized intelligence; these scales showed little or no Flynn effect in the NLSYC. We put the 84 PIAT-Math items “under the microscope” by evaluating the Flynn effect in relation to each item, and measured the Flynn effect by computing a slope across birth-year cohorts, using nine different age replications. Following, we use expert ratings of the items on eight different features – visual matching, recall/memory, computation/estimation, spatial visualization, real-world reasoning, manipulation of geometry, solving algebra, and counting – to identify what features are important in producing the Flynn effect. The highest correlations obtain for the links between the Flynn effect and the features real-world reasoning, counting and computation/estimation. There is a negative correlation between item-level Flynn effects and the features manipulation of geometry, solving algebra, and recall/memory. These results support previous findings ephasizing the role that fluid intelligence plays in relation to the Flynn effect.
先前的研究已经证明,在全国青少年纵向调查(NLSYC)对piat -数学工具的反应中存在弗林效应。piat -数学至少部分与流体智力有关,而NLSYC中的其他量表——piat -阅读识别、piat -阅读理解、PPVT和数字广度——主要基于结晶智力;这些量表在NLSYC中显示很少或没有Flynn效应。我们通过评估与每个项目相关的弗林效应,将84个PIAT-Math项目“放在显微镜下”,并通过计算出生-年份队列的斜率来测量弗林效应,使用9个不同年龄的重复。接下来,我们使用专家对8个不同特征——视觉匹配、回忆/记忆、计算/估计、空间可视化、现实世界推理、几何操作、求解代数和计数——的项目进行评级,以确定哪些特征在产生弗林效应中是重要的。弗林效应与现实世界的推理、计数和计算/估计之间的联系具有最高的相关性。项目层面的弗林效应与几何、解决代数和回忆/记忆的特征操作之间存在负相关。这些结果支持了先前的研究结果,强调了流动智力在弗林效应中所起的作用。
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引用次数: 0
More than g: Verbal and performance IQ as predictors of socio-political attitudes 超过g:语言和表现智商作为社会政治态度的预测因子
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-01-01 Epub Date: 2024-12-07 DOI: 10.1016/j.intell.2024.101876
Tobias Edwards , Christopher T. Dawes , Emily A. Willoughby , Matt McGue , James J. Lee
Measures of intelligence predict socio-political attitudes and behaviors, such as liberalism, religiosity, and voter turnout. Little, however, is known about which cognitive abilities are responsible for these relationships. Employing several cohorts from the Minnesota Center for Twin and Family Research, we test the predictive performance of different broad abilities. Using multiple regression to compare verbal and performance IQ from Wechsler intelligence tests, we find verbal IQ more strongly predicts voter turnout, civic engagement, traditionalism, and measures of ideology. On average, the correlation between verbal IQ and our socio-political attitudes is twice as large as that of performance IQ. The same pattern appears after controlling for education and after performing the analysis within sibling pairs. This implies that the relationship cannot be entirely mediated through education, nor entirely confounded by upbringing. Positive and negative controls are employed to test the validity of our methodology. Importantly, we find verbal and performance IQ to be equally predictive of the ICAR-16, a distinct measure of general intelligence. The results imply that variation in cognitive abilities, which are orthogonal to general intelligence, influence socio-political attitudes and behaviors. The role of verbal ability in influencing attitudes may help to explain the ideological leanings of specific occupations. Its association with turnout and civic engagement suggests that those with a verbal tilt may have greater influence over politics and society.
智力指标可以预测社会政治态度和行为,如自由主义、宗教信仰和选民投票率。然而,对于哪些认知能力导致了这些关系,我们知之甚少。我们从明尼苏达双胞胎和家庭研究中心(Minnesota Center for Twin and Family Research)招募了几个队列,测试了不同广义能力的预测性能。通过多元回归比较韦氏智力测验的语言智商和表现智商,我们发现语言智商更能预测选民投票率、公民参与度、传统主义和意识形态。平均而言,语言智商和我们的社会政治态度之间的相关性是表现智商的两倍。在控制了受教育程度和对兄弟姐妹进行分析之后,同样的模式出现了。这意味着这种关系不能完全通过教育来调解,也不能完全被教养所混淆。采用正对照和负对照来检验我们方法的有效性。重要的是,我们发现语言和表现智商同样可以预测ICAR-16,这是一种独特的一般智力衡量标准。结果表明,认知能力的变化(与一般智力正交)影响社会政治态度和行为。语言能力在影响态度中的作用可能有助于解释特定职业的意识形态倾向。它与投票率和公民参与的关系表明,那些口头倾向的人可能对政治和社会有更大的影响力。
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引用次数: 0
Anti-Mertonian norms undermine the scientific ethos: A critique of Bird, Jackson Jr., and Winston's policy proposals and associated justification 反默顿规范破坏了科学精神:对伯德、小杰克逊和温斯顿的政策建议及其相关理由的批评
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-01-01 Epub Date: 2024-12-18 DOI: 10.1016/j.intell.2024.101879
Michael A. Woodley of Menie , Mateo Peñaherrera-Aguirre , Aurelio-José Figueredo , Geoffrey F. Miller , Thomas R. Coyle , Noah Carl , Fróði Debes , Craig L. Frisby , Federico R. Léon , Guy Madison , Heiner Rindermann
We make the case that Bird, Jackson Jr., and Winston's (BJ&W; 2024) policy proposals boil down to a rejection of Merton's (1942) traditional scientific norms of communality, universalism, disinterestedness, and organized skepticism, and a demand for anti-Mertonian norms to be imposed, top down, upon psychological science. Their anti-Mertonian norms (specifically secrecy, particularism, interestedness, and organized dogmatism) are at odds with the scientific ethos. We highlight problems with their argument that Racial Hereditarian Research (RHR) is uniquely "socially pernicious". We then discuss adverse effects that their imposition of anti-Mertonian norms would likely cause in relation to: 1) instances of research on racial and ethnic differences that have produced findings agreeable to egalitarianism, and which would be proscribed under their framework; 2) the fomenting of genuinely scientifically racist beliefs that are empirically at odds with RHR; and 3) the chilling effect on other areas of science whose findings have also been misused, including “mainstream human genetics”. Ultimately, we observe that BJ&W's anti-Mertonian policy prescriptions are unworkable in practice, and would be highly damaging to psychological science if widely enforced.
我们认为伯德、小杰克逊和温斯顿(BJ&;W;2024)政策建议归结为对默顿(1942)的传统科学规范的拒绝,这些规范包括共同性、普遍主义、无私和有组织的怀疑主义,并要求将反默顿的规范自上而下地强加于心理科学。他们的反默顿准则(特别是保密、特殊主义、利益主义和有组织的教条主义)与科学精神格格不入。我们强调他们的论点,即种族遗传研究(RHR)是独特的“社会有害”的问题。然后,我们讨论了他们强加反默顿规范可能导致的不利影响:1)关于种族和民族差异的研究实例已经产生了符合平均主义的发现,并且在他们的框架下将被禁止;2)煽动真正的科学种族主义信仰,这些信仰在经验上与RHR不一致;3)对其他科学领域的寒蝉效应,这些领域的发现也被滥用,包括“主流人类遗传学”。最后,我们观察到,约翰逊的反默顿主义政策处方在实践中是行不通的,如果被广泛执行,将对心理科学造成极大的损害。
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引用次数: 0
Content meta-analysis of a racial hereditarian research “bibliography” reveals minimal support for Bird, Jackson Jr., and Winston's model of “scientific racism” 对种族遗传主义研究“参考书目”的内容荟萃分析显示,对伯德、小杰克逊和温斯顿的“科学种族主义”模型的支持微乎其微。
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-01-01 Epub Date: 2024-12-18 DOI: 10.1016/j.intell.2024.101878
Michael A. Woodley of Menie , Mateo Peñaherrera-Aguirre , Aurelio-José Figueredo , Geoffrey F. Miller , Thomas R. Coyle , Noah Carl , Fróði Debes , Craig L. Frisby , Federico R. Léon , Guy Madison , Heiner Rindermann
Bird, Jackson Jr., and Winston (BJ&W; 2024) argue that a “racial hereditarian research” (RHR) program exists, is prominently represented in academic literature, and is socially harmful as it supports “scientific racism” and emboldens the far-right. Consequently, drastic steps should be taken by the American Psychological Association to curb its production. They support these claims with a bibliography of alleged RHR publications and other outputs appearing from 2012 on. To determine the validity of their claims, we conducted a content meta-analysis of the 268 peer-reviewed articles (excluding editorials, book reviews, etc.) listed in Section 1 of their bibliography. These were independently rated using the following dimensions (as explicated by BJ&W): (1) use of “folk” racial categories; (2) biological race realism; (3) claims that differences between “races” are due to selection and/or genetic factors - these being the core of BJ&W's definition of RHR. Additional criteria were: (4) discussion of racial “proxy” categories (e.g., nations); and (5) degree of interest shown in the articles by one White nationalist publication. Inter-rater reliability was acceptable (ICC3,k = 0.711, 95% CI = 0.633, 0.773). A Content factor was identified among the averaged ratings exhibiting strong positive loadings for 1, 2, and 3 (indicating an RHR program), but a significant negative loading for 4 (indicating that nations, etc. tend not to be employed as racial proxies, but are typically used rather than race in such studies), and a null loading for 5. The last result (along with consideration of data presented elsewhere in the bibliography) counteracts the idea that RHR constitutes “scientific racism”, or supports White nationalism. Only 23 % of the publications unambiguously (based on 100 % convergence between raters for 1, 2, and 3) qualify as RHR, with the plurality (37 %) appearing in one niche journal, consistent with strong scientific taboos against RHR. Moreover, 30% of the publications unambiguously had nothing to do with RHR. BJ&W's characterisation of their bibliography as evidencing wide scale “scientific racism” is therefore not compellingly supported by its contents.
伯德、小杰克逊和温斯顿(BJ&;W;2024年)认为,“种族遗传研究”(RHR)项目存在,在学术文献中占有突出地位,并且对社会有害,因为它支持“科学种族主义”并鼓励极右翼。因此,美国心理协会应该采取严厉措施来遏制其产生。他们提供了一份从2012年起出现的所谓RHR出版物和其他产出的参考书目来支持这些说法。为了确定他们观点的有效性,我们对参考书目第一节中列出的268篇同行评议文章(不包括社论、书评等)进行了内容荟萃分析。使用以下维度(如BJ&;W所解释)对这些进行独立评级:(1)使用“民间”种族类别;(2)生物种族现实主义;(3)声称“种族”之间的差异是由于选择和/或遗传因素造成的——这些是BJ&;W对RHR定义的核心。其他标准有:(4)讨论种族“代理”类别(如国家);(5)一份白人民族主义出版物的文章所显示的兴趣程度。评估间信度可接受(ICC3,k = 0.711, 95% CI = 0.633, 0.773)。在1、2和3的平均评分中发现了一个内容因子,显示出强烈的正负载(表明RHR计划),但在4的平均评分中发现了一个显著的负负载(表明国家等倾向于不被用作种族代理,但通常在此类研究中使用而不是种族),而在5的平均评分中发现了零负载。最后一个结果(连同参考书目中其他地方提供的数据)抵消了RHR构成“科学种族主义”或支持白人民族主义的观点。只有23%的出版物明确地(基于1、2和3评分者之间100%的趋同)符合RHR,其中多数(37%)出现在一个小众期刊上,与反对RHR的强烈科学禁忌相一致。此外,30%的出版物明确表示与RHR无关。bj&&w将其参考书目描述为大规模“科学种族主义”的证据,因此其内容无法令人信服地支持。
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Intelligence
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