• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

决策中的认知反思与计算

Cognitive reflection vs. calculation in decision making.

作者信息

Sinayev Aleksandr, Peters Ellen

机构信息

Department of Psychology, The Ohio State University Columbus, OH, USA.

出版信息

Front Psychol. 2015 May 7;6:532. doi: 10.3389/fpsyg.2015.00532. eCollection 2015.

DOI:10.3389/fpsyg.2015.00532
PMID:25999877
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4423343/
Abstract

Scores on the three-item Cognitive Reflection Test (CRT) have been linked with dual-system theory and normative decision making (Frederick, 2005). In particular, the CRT is thought to measure monitoring of System 1 intuitions such that, if cognitive reflection is high enough, intuitive errors will be detected and the problem will be solved. However, CRT items also require numeric ability to be answered correctly and it is unclear how much numeric ability vs. cognitive reflection contributes to better decision making. In two studies, CRT responses were used to calculate Cognitive Reflection and numeric ability; a numeracy scale was also administered. Numeric ability, measured on the CRT or the numeracy scale, accounted for the CRT's ability to predict more normative decisions (a subscale of decision-making competence, incentivized measures of impatient and risk-averse choice, and self-reported financial outcomes); Cognitive Reflection contributed no independent predictive power. Results were similar whether the two abilities were modeled (Study 1) or calculated using proportions (Studies 1 and 2). These findings demonstrate numeric ability as a robust predictor of superior decision making across multiple tasks and outcomes. They also indicate that correlations of decision performance with the CRT are insufficient evidence to implicate overriding intuitions in the decision-making biases and outcomes we examined. Numeric ability appears to be the key mechanism instead.

摘要

三项认知反思测试(CRT)的得分与双系统理论和规范决策相关联(弗雷德里克,2005年)。具体而言,CRT被认为是用于衡量对系统1直觉的监控,即如果认知反思足够高,就能检测到直觉错误并解决问题。然而,CRT题目也需要具备数字能力才能正确作答,目前尚不清楚数字能力与认知反思在多大程度上有助于做出更好的决策。在两项研究中,通过CRT的回答来计算认知反思和数字能力;同时还施测了一个数字素养量表。无论是通过CRT还是数字素养量表测量的数字能力,都解释了CRT预测更规范决策的能力(决策能力的一个子量表、对不耐烦和风险厌恶选择的激励性测量以及自我报告的财务结果);认知反思并未贡献独立的预测力。无论这两种能力是进行建模(研究1)还是使用比例计算(研究1和研究2),结果都是相似的。这些发现表明,数字能力是跨多个任务和结果的卓越决策的有力预测指标。它们还表明,决策表现与CRT的相关性不足以证明在我们所研究的决策偏差和结果中存在直觉的主导作用。相反,数字能力似乎才是关键机制。

相似文献

1
Cognitive reflection vs. calculation in decision making.决策中的认知反思与计算
Front Psychol. 2015 May 7;6:532. doi: 10.3389/fpsyg.2015.00532. eCollection 2015.
2
Individual Differences in Numeracy and Cognitive Reflection, with Implications for Biases and Fallacies in Probability Judgment.算术能力与认知反思的个体差异及其对概率判断中的偏差和谬误的影响。
J Behav Decis Mak. 2012 Oct;25(4):361-381. doi: 10.1002/bdm.752.
3
Numeracy and the Motivational Mind: The Power of Numeric Self-efficacy.数字素养与动机思维:数字自我效能感的力量。
Med Decis Making. 2022 Aug;42(6):729-740. doi: 10.1177/0272989X221099904. Epub 2022 May 18.
4
Individual differences in competent consumer choice: the role of cognitive reflection and numeracy skills.消费者明智选择中的个体差异:认知反思与数字运算技能的作用。
Front Psychol. 2015 Jun 17;6:844. doi: 10.3389/fpsyg.2015.00844. eCollection 2015.
5
Effect of response format on cognitive reflection: Validating a two- and four-option multiple choice question version of the Cognitive Reflection Test.反应格式对认知反射的影响:验证认知反射测验的二选一和四选一多选题版本。
Behav Res Methods. 2018 Dec;50(6):2511-2522. doi: 10.3758/s13428-018-1029-4.
6
Evaluating the cognitive reflection test as a measure of intuition/reflection, numeracy, and insight problem solving, and the implications for understanding real-world judgments and beliefs.评估认知反射测验作为直觉/反思、计算能力和洞察问题解决的衡量标准,以及对理解现实世界判断和信念的影响。
J Exp Psychol Gen. 2019 Dec;148(12):2129-2153. doi: 10.1037/xge0000592. Epub 2019 Apr 25.
7
Does the Cognitive Reflection Test actually capture heuristic versus analytic reasoning styles in older adults?认知反思测试真的能捕捉老年人的启发式推理与分析式推理风格吗?
Exp Aging Res. 2018 Jan-Feb;44(1):18-34. doi: 10.1080/0361073X.2017.1398508. Epub 2017 Nov 22.
8
The cognitive reflection test is robust to multiple exposures.认知反射测试具有很强的抗多重暴露能力。
Behav Res Methods. 2018 Oct;50(5):1953-1959. doi: 10.3758/s13428-017-0963-x.
9
Does cognitive reflection predict attentional control in visual tasks?认知反射是否能预测视觉任务中的注意力控制?
Acta Psychol (Amst). 2022 Jun;226:103562. doi: 10.1016/j.actpsy.2022.103562. Epub 2022 Mar 24.
10
Despite high objective numeracy, lower numeric confidence relates to worse financial and medical outcomes.尽管客观的计算能力很高,但较低的数值信心与更糟糕的财务和医疗结果相关。
Proc Natl Acad Sci U S A. 2019 Sep 24;116(39):19386-19391. doi: 10.1073/pnas.1903126116. Epub 2019 Sep 9.

引用本文的文献

1
Cognitive reflection is a distinct and measurable trait.认知反射是一种独特且可衡量的特质。
Proc Natl Acad Sci U S A. 2024 Dec 3;121(49):e2409191121. doi: 10.1073/pnas.2409191121. Epub 2024 Nov 27.
2
Cognitive support for political partisans' understanding of policy data.政治党派人士对政策数据理解的认知支持。
PLoS One. 2024 Oct 15;19(10):e0312088. doi: 10.1371/journal.pone.0312088. eCollection 2024.
3
Increased reliance on heuristic thinking in mild cognitive impairment.轻度认知障碍中对启发式思维的依赖增加。
Neuropsychol Dev Cogn B Aging Neuropsychol Cogn. 2025 May;32(3):360-375. doi: 10.1080/13825585.2024.2405506. Epub 2024 Sep 20.
4
Sex Differences in Cognitive Reflection: A Meta-Analysis.认知反思中的性别差异:一项元分析
J Intell. 2024 Mar 29;12(4):39. doi: 10.3390/jintelligence12040039.
5
Understanding belief in political statements using a model-driven experimental approach: a registered report.使用模型驱动的实验方法理解对政治声明的信念:一项注册报告。
Sci Rep. 2023 Dec 1;13(1):21205. doi: 10.1038/s41598-023-47939-3.
6
Cognitive load enhances patience rather than impulsivity.认知负荷增强了耐心而非冲动性。
Psychon Bull Rev. 2024 Jun;31(3):1216-1232. doi: 10.3758/s13423-023-02403-1. Epub 2023 Nov 6.
7
Intuitive thinking predicts false memory formation due to a decrease in inhibitory efficiency.直觉思维因抑制效率降低而预示着错误记忆的形成。
Front Psychol. 2023 Sep 22;14:1195668. doi: 10.3389/fpsyg.2023.1195668. eCollection 2023.
8
Relation between fluid intelligence and mathematics and reading comprehension achievements: The moderating role of student teacher relationships and school bonding.流体智力与数学和阅读理解成绩的关系:师生关系和学校归属感的调节作用。
PLoS One. 2023 Sep 28;18(9):e0290677. doi: 10.1371/journal.pone.0290677. eCollection 2023.
9
Thinking false and slow: Implausible beliefs and the Cognitive Reflection Test.思维错误且缓慢:难以置信的信念与认知反射测验。
Psychon Bull Rev. 2023 Dec;30(6):2387-2396. doi: 10.3758/s13423-023-02321-2. Epub 2023 Jun 27.
10
The role of self-efficacy beliefs in dealing with misinformation among adolescents.自我效能信念在青少年应对错误信息中的作用。
Front Psychol. 2023 May 18;14:1155280. doi: 10.3389/fpsyg.2023.1155280. eCollection 2023.

本文引用的文献

1
Development and Testing of an Abbreviated Numeracy Scale: A Rasch Analysis Approach.一种简化算术量表的开发与测试:拉施分析方法
J Behav Decis Mak. 2013 Apr;26(2):198-212. doi: 10.1002/bdm.1751. Epub 2012 Mar 15.
2
WHO IS 'BEHAVIORAL'? COGNITIVE ABILITY AND ANOMALOUS PREFERENCES.谁是“行为学意义上的”?认知能力与异常偏好。
J Eur Econ Assoc. 2013 Dec 1;11(6):1231-1255. doi: 10.1111/jeea.12055.
3
Is the cognitive reflection test a measure of both reflection and intuition?认知反思测试是对反思和直觉的一种衡量手段吗?
Behav Res Methods. 2016 Mar;48(1):341-8. doi: 10.3758/s13428-015-0576-1.
4
Multiple numeric competencies: When a number is not just a number.多项数字能力:数字不只是数字。
J Pers Soc Psychol. 2015 May;108(5):802-22. doi: 10.1037/pspp0000019. Epub 2014 Oct 6.
5
The role of ANS acuity and numeracy for the calibration and the coherence of subjective probability judgments.自主神经系统敏感性和计算能力对主观概率判断的校准和一致性的作用。
Front Psychol. 2014 Aug 5;5:851. doi: 10.3389/fpsyg.2014.00851. eCollection 2014.
6
Are thoughtful people more utilitarian? CRT as a unique predictor of moral minimalism in the dilemmatic context.深思熟虑的人更功利主义吗?认知反思测验作为两难情境中道德极简主义的独特预测指标。
Cogn Sci. 2015 Mar;39(2):325-52. doi: 10.1111/cogs.12136. Epub 2014 Jun 27.
7
Does the cognitive reflection test measure cognitive reflection? A mathematical modeling approach.认知反思测试能测量认知反思吗?一种数学建模方法。
Mem Cognit. 2014 Apr;42(3):434-47. doi: 10.3758/s13421-013-0367-9.
8
Individual Differences in Numeracy and Cognitive Reflection, with Implications for Biases and Fallacies in Probability Judgment.算术能力与认知反思的个体差异及其对概率判断中的偏差和谬误的影响。
J Behav Decis Mak. 2012 Oct;25(4):361-381. doi: 10.1002/bdm.752.
9
Nonnaïveté among Amazon Mechanical Turk workers: consequences and solutions for behavioral researchers.亚马逊土耳其机器人工人的天真:对行为研究人员的后果和解决方案。
Behav Res Methods. 2014 Mar;46(1):112-30. doi: 10.3758/s13428-013-0365-7.
10
Bats, balls, and substitution sensitivity: cognitive misers are no happy fools.蝙蝠、球和替补敏感:认知吝啬鬼不是快乐的傻瓜。
Psychon Bull Rev. 2013 Apr;20(2):269-73. doi: 10.3758/s13423-013-0384-5.