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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 : 2025-02-07 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
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 : 2025-01-27 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
The AI attribution gap: Encouraging transparent acknowledgment in the age of AI 人工智能的归属差距:在人工智能时代鼓励透明认可
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-01-01 DOI: 10.1016/j.intell.2024.101880
Gilles E. Gignac
The integration of Artificial Intelligence (AI), including large language models (LLMs) like ChatGPT, Claude, Gemini, and Mistral, along with specialized tools such as Google DeepMind's AlphaFold 3, is transforming the scientific discovery process. These advancements raise questions about attribution in scientific research, challenging traditional notions about the origins of discovery and the roles of human and machine collaboration. Anonymous surveys indicate that 50 to 70% of academics involved in research use AI tools. Yet, an analysis of 568 articles from three psychology Elsevier journals revealed that approximately 3.5% of these articles published since mid-2023 included an AI declaration. The reluctance of researchers to use or acknowledge AI tools can hinder scientific progress by promoting a culture wary of AI, slowing tool adoption, and limiting shared learning about their uses and limitations. Researchers are encouraged to use AI tools responsibly and detail such use in their acknowledgements to help foster a culture of transparency and innovation in scientific research.
人工智能(AI),包括 ChatGPT、Claude、Gemini 和 Mistral 等大型语言模型(LLM),以及谷歌 DeepMind 的 AlphaFold 3 等专业工具的整合,正在改变科学发现的过程。这些进步提出了科学研究中的归属问题,挑战了关于发现的起源以及人类和机器协作作用的传统观念。匿名调查显示,50% 到 70% 参与研究的学者使用人工智能工具。然而,对 Elsevier 三家心理学期刊的 568 篇文章进行分析后发现,自 2023 年中期以来发表的这些文章中,约有 3.5% 包含人工智能声明。研究人员不愿使用或承认人工智能工具,会助长一种对人工智能持谨慎态度的文化,减缓工具的采用速度,并限制对其用途和局限性的共同学习,从而阻碍科学进步。我们鼓励研究人员负责任地使用人工智能工具,并在致谢中详细说明使用情况,以帮助在科学研究中培养透明和创新的文化。
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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 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
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 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
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 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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引用次数: 0
Does test preparation mediate the effect of parents' level of educational attainment on medical school admission test performance? 备考是否介导父母受教育程度对医学院入学考试成绩的影响?
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-01-01 DOI: 10.1016/j.intell.2024.101893
Markus Sommer , Martin E. Arendasy , Joachim Fritz Punter , Martina Feldhammer-Kahr , Anita Rieder
The finding that admission test performance correlates with parents' level of educational attainment raised concerns regarding their fair and valid use. Critics argued that this relationship may partly reflect socio-economic differences in test preparation. Using data from three cohorts of medical school applicants we directly tested the postulated mediation hypothesis. Latent class analysis was used to identify four classes of test-takers differing in their use of various test preparation methods. Mediation analyses revealed that although latent test preparation classes differed in admission test performance, test preparation was virtually unrelated to parents' level of educational attainment. This disconfirms the mediation hypothesis. The results were further corroborated by measurement invariance analyses indicating that although test preparation-based score gains were confined to the specific narrower traits, SES-related differences in subtest performance were fully explained by SES-related differences in higher-order traits. This pattern of finding is inconsistent with the hypothesis that SES-related differences in admission test performance largely reflect SES-related differences in the access to test preparation. However, it is consistent with theoretical accounts that attribute SES-related differences in admission test performance to processes that operate from infancy to adulthood, which eventually lead to actual knowledge and intelligence differences at the time-point of admission testing.
录取考试成绩与父母教育程度相关的发现,引起了人们对其公平有效使用的关注。批评者认为,这种关系可能部分反映了备考过程中的社会经济差异。利用三批医学院申请者的数据,我们直接检验了假设的中介假说。通过潜类分析,我们确定了在使用各种备考方法方面存在差异的四类考生。中介分析表明,虽然潜在备考类别在入学考试成绩上存在差异,但备考与父母的教育程度几乎没有关系。这与中介假设不符。测量不变量分析进一步证实了这一结果,该分析表明,虽然基于考试准备的分数提高仅限于特定的狭义特质,但与社会经济地位相关的子测试成绩差异完全可以用与社会经济地位相关的高阶特质差异来解释。这种发现模式与以下假设不一致,即与社会经济地位相关的入学考试成绩差异主要反映了与社会经济地位相关的考试准备机会差异。然而,它与以下理论是一致的,即入学测试成绩中与社会经济地位相关的差异是由从婴儿期到成年期的过程造成的,这些过程最终导致了入学测试时间点上的实际知识和智力差异。
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引用次数: 0
The pursuit of equity and excellence: Advanced placement exam participation and performance by sex and by race/ethnicity, 1996–2022 追求公平和卓越:1996-2022年,性别和种族/民族的大学预修考试参与和表现
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-01-01 DOI: 10.1016/j.intell.2024.101894
April Bleske-Rechek
The Advanced Placement (AP) program was originally designed to provide advanced coursework to intellectually able students while still in high school. Given the attention paid to AP participation and performance in college admission decisions, it is important to consider sex and race/ethnicity differences in those measures. Here, I report on participation and performance for 19 different AP exams for even-numbered years from 1996 to 2022. Females are consistently overrepresented among examinees in many and in the most common AP exams. At the same time, for many exams, females are overrepresented among those scoring at the lower tail and underrepresented at the upper tail. Since 1996, Whites have been consistently overrepresented in some exams (e.g., Psychology) and underrepresented in others (e.g., Spanish Language) relative to their representation among U.S. high school students; Asians have become increasingly overrepresented in most, but especially STEM, exams; Hispanics have been consistently underrepresented except in Spanish Language and Spanish Literature; and Blacks have continued to be substantially underrepresented in all exams. For most courses and most years, the majority of White and Asian students earned a qualifying score while the majority of Hispanic and Black students did not. In the context of previous research showing that group disparities in AP participation and performance are greatly diminished after accounting for group disparities in intelligence, I discuss the future of AP.
大学先修课程(AP)最初的目的是为有智力的学生在高中时提供高级课程。考虑到大学录取决定中对AP参与和表现的关注,在这些衡量标准中考虑性别和种族/民族差异是很重要的。在这里,我报告了从1996年到2022年的偶数年里19种不同的AP考试的参与情况和表现。在许多和最常见的AP考试中,女性在考生中的比例一直过高。与此同时,在许多考试中,得分在下尾的女生比例过高,而得分在上尾的女生比例过低。自1996年以来,相对于白人在美国高中学生中的代表性,白人在某些考试(如心理学)中的比例一直过高,而在其他考试(如西班牙语)中的比例一直偏低;亚洲人在大多数考试中的比例越来越高,尤其是STEM考试;除了西班牙语言和西班牙文学以外,西班牙裔一直没有得到充分的代表;黑人在所有考试中的代表性仍然严重不足。在大多数课程和大多数年份中,大多数白人和亚裔学生获得了合格分数,而大多数西班牙裔和黑人学生没有。在先前的研究表明,在考虑了群体智力差异后,AP参与和表现的群体差异大大减少的背景下,我讨论了AP的未来。
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引用次数: 0
Shared reading aloud fosters intelligence: Three cluster-randomized control trials in elementary and middle school 大声朗读有助于提高智力:小学和中学的三个集群随机对照试验
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-01-01 DOI: 10.1016/j.intell.2024.101896
Federico Batini , Marco Bartolucci , Giulia Toti , Emanuele Castano
Storytelling played a crucial role in human evolution. To this day, through stories humans gain declarative and procedural knowledge, and learn the skills that support learning itself. Research shows that reading stories to children enhances their reading and language skills. Does it also enhance their intelligence? To answer this question, we conducted three (N = 626, 254, 195) longitudinal, cluster-randomized control trials in Italian elementary and middle schools. Over a 4-month period, for half of the participants 1 h/day of standard, active language instructional activities were substituted with reading-aloud of stories by a teacher. Compared to those who kept doing language instructional activities, read-aloud condition children showed a stronger increase on two measures of intelligence focusing on knowing things and thinking skills. This result, which emerged in three independent trials conducted in different regions of Italy, suggests avenues for easily scalable interventions to improve children's intelligence.
讲故事在人类进化过程中发挥了至关重要的作用。时至今日,人类通过故事获得陈述性和程序性知识,并学习支持学习本身的技能。研究表明,给孩子们讲故事可以提高他们的阅读和语言能力。这是否也能提高他们的智力呢?为了回答这个问题,我们在意大利中小学开展了三项(N = 626、254、195)纵向分组随机对照试验。在为期 4 个月的时间里,对一半的参与者来说,每天 1 小时的标准、积极的语言教学活动被教师朗读故事所取代。与那些坚持进行语言教学活动的孩子相比,在朗读故事的条件下,孩子们在两项智力测验中表现出了更强的增长,这两项智力测验的重点是认识事物和思维能力。这一结果是在意大利不同地区进行的三项独立试验中得出的,它为采取易于推广的干预措施提高儿童智力提供了途径。
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引用次数: 0
Education, intelligence, placement, and selection: A discussion of paradoxes and fairness 教育、智力、安置和选择:悖论与公平的讨论
IF 3.3 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-01-01 DOI: 10.1016/j.intell.2024.101881
David Lubinski
Author's Note. This piece was initially prepared as a Foreword to Testing and the Paradoxes of Fairness by Howard Wainer and Daniel Robinson. However, in explicating the importance of that volume, and how further considerations only amplify its powerful argument, the amount of text required to do so became prohibitive. I am grateful to Wainer and Robinson for inspiring me to write this piece and especially to Richard Haier, Editor-in-Chief of Intelligence, who encouraged me to publish this piece in full in Intelligence.
作者的注意。这篇文章最初是作为霍华德·韦纳和丹尼尔·罗宾逊的《测试和公平悖论》的前言而准备的。但是,在说明这一卷的重要性以及进一步的考虑如何只会扩大其强有力的论点时,这样做所需的案文数量变得令人望而却步。我要感谢Wainer和Robinson对我写这篇文章的鼓励,特别是感谢Intelligence的主编Richard Haier,他鼓励我把这篇文章全文发表在Intelligence上。
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引用次数: 0
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