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Investigating lay evaluations of models 调查对模型的评价
IF 2.6 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2021-11-09 DOI: 10.1080/13546783.2021.1999327
P. Kane, S. Broomell
Abstract Many important decisions depend on unknown states of the world. Society is increasingly relying on statistical predictive models to make decisions in these cases. While predictive models are useful, previous research has documented that (a) individual decision makers distrust models and (b) people’s predictions are often worse than those of models. These findings indicate a lack of awareness of how to evaluate predictions generally. This includes concepts like the loss function used to aggregate errors or whether error is training error or generalisation error. To address this gap, we present three studies testing how lay people visually evaluate the predictive accuracy of models. We found that (a) participant judgements of prediction errors were more similar to absolute error than squared error (Study 1), (b) we did not detect a difference in participant reactions to training error versus generalisation error (Study 2), and (c) participants rated complex models as more accurate when comparing two models, but rated simple models as more accurate when shown single models in isolation (Study 3). When communicating about models, researchers should be aware that the public’s visual evaluation of models may disagree with their method of measuring errors and that many may fail to recognise overfitting.
许多重要的决策依赖于未知的世界状态。社会越来越依赖统计预测模型在这些情况下做出决定。虽然预测模型是有用的,但之前的研究已经证明:(a)个体决策者不信任模型,(b)人们的预测通常比模型更糟糕。这些发现表明,人们缺乏对如何普遍评估预测的认识。这包括诸如用于汇总错误的损失函数之类的概念,或者错误是训练错误还是泛化错误。为了解决这一差距,我们提出了三个研究,测试外行人如何直观地评估模型的预测准确性。我们发现(a)参与者对预测误差的判断更类似于绝对误差,而不是平方误差(研究1),(b)我们没有发现参与者对训练误差和泛化误差的反应有差异(研究2),(c)参与者在比较两个模型时认为复杂模型更准确,但在单独展示单个模型时认为简单模型更准确(研究3)。研究人员应该意识到,公众对模型的视觉评价可能与他们测量误差的方法不一致,而且许多人可能无法识别过拟合。
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引用次数: 0
When beliefs and evidence collide: psychological and ideological predictors of motivated reasoning about climate change 当信念和证据发生冲突:关于气候变化的动机推理的心理和意识形态预测
IF 2.6 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2021-10-28 DOI: 10.1080/13546783.2021.1994009
Zachary A. Caddick, Gregory J. Feist
Abstract Motivated reasoning occurs when we reason differently about evidence that supports our prior beliefs than when it contradicts those beliefs. Adult participants (N = 377) from Amazon’s Mechanical Turk (MTurk) system completed written responses critically evaluating strengths and weaknesses in a vignette on the topic of anthropogenic climate change (ACC). The vignette had two fictional scientists present prototypical arguments for and against anthropogenic climate change that were constructed with equally flawed and conflicting reasoning. The current study tested and found support for three main hypotheses: cognitive style, personality, and ideology would predict both motivated reasoning and endorsement of human caused climate change; those who accept human-caused climate change will be less likely to engage in biased reasoning and more likely to engage in objective reasoning about climate change than those who deny human activity as a cause of climate change. (144 words)
当我们对支持我们先前信念的证据和与这些信念相矛盾的证据进行不同的推理时,就会发生动机推理。来自亚马逊土耳其机械(MTurk)系统的成年参与者(N = 377)完成了书面回答,批判性地评估了人为气候变化(ACC)主题的优点和缺点。在这个小插图中,两位虚构的科学家提出了支持和反对人为气候变化的典型论点,这些论点同样是用有缺陷和相互矛盾的推理构建的。目前的研究测试并发现了三个主要假设的支持:认知风格、个性和意识形态可以预测人类引起的气候变化的动机推理和支持;与否认人类活动是气候变化原因的人相比,那些接受人类活动导致气候变化的人不太可能进行有偏见的推理,而更有可能对气候变化进行客观的推理。(144字)
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引用次数: 5
The stability of syllogistic reasoning performance over time 三段论推理性能随时间的稳定性
IF 2.6 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2021-10-28 DOI: 10.1080/13546783.2021.1992012
Hannah Dames, K. C. Klauer, Marco Ragni
Abstract How individuals reason deductively has concerned researchers for many years. Yet, it is still unclear whether, and if so how, participants’ reasoning performance changes over time. In two test sessions one week apart, we examined how the syllogistic reasoning performance of 100 participants changed within and between sessions. Participants’ reasoning performance increased during the first session. A week later, they started off at the same level of reasoning performance but did not further improve. The reported performance gains were only found for logically valid, but not for invalid syllogisms indicating a bias against responding that ‘no valid conclusion’ follows from the premises. Importantly, we demonstrate that participants substantially varied in the strength of the temporal performance changes and explored how individual characteristics, such as participants’ personality and cognitive ability, relate to these interindividual differences. Together, our findings contradict common assumptions that reasoning performance only reflects a stable inherent ability.
个人如何进行演绎推理是研究者多年来关注的问题。然而,目前还不清楚参与者的推理表现是否会随着时间而改变,如果会,又是如何改变的。在相隔一周的两次测试中,我们检查了100名参与者的三段论推理表现在会议内和会议之间的变化。在第一阶段,参与者的推理能力有所提高。一周后,他们的推理能力达到了同样的水平,但没有进一步提高。报告的性能提升只在逻辑上有效的三段论中发现,而不是在无效的三段论中发现,这表明对从前提中得出“没有有效结论”的反应存在偏见。重要的是,我们证明了参与者在时间表现变化的强度上存在很大差异,并探讨了个体特征(如参与者的个性和认知能力)与这些个体间差异的关系。总之,我们的发现反驳了一般的假设,即推理表现只反映了一种稳定的内在能力。
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引用次数: 2
Comparing the functional benefits of counterfactual and prefactual thinking: the content-specific and content-neutral pathways 比较反事实和前事实思维的功能优势:内容特定和内容中立的途径
IF 2.6 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2021-10-12 DOI: 10.1080/13546783.2021.1989034
Dominic K. Fernandez, Heather H. M. Gan, Amy Y. C. Chan
Abstract We investigated the preparatory benefits of counterfactual and prefactual thinking towards cognitive task performance. Experiment 1 replicated the robust finding that individuals focus more on mutating internally controllable elements when thinking prefactually about their future task performance than when thinking counterfactually about a past performance. We also replicated the finding that counterfactual thinking was associated with significant performance improvement in an anagram task. However, despite their greater focus on internally controllable thoughts, individuals who generated prefactuals showed no performance improvement. In Experiment 2, we examined the relative performance-enhancing roles of counterfactuals and prefactuals in a subsequent unrelated analytical reasoning task. Only individuals who completed a counterfactual priming task performed significantly better than those in a control group did. These results corroborate extant findings of the preparatory advantage of counterfactuals. They also raise questions regarding some ways in which the preparatory functions of counterfactual and prefactual thinking have been conceptualised.
摘要本研究探讨了反事实思维和前事实思维对认知任务表现的预备作用。实验1重复了一个强有力的发现,即当人们预先考虑他们未来的任务表现时,比在反事实地考虑他们过去的表现时,人们更关注于内部可控因素的突变。我们还重复了反事实思维与在字谜任务中显著提高表现有关的发现。然而,尽管他们更专注于内部可控的想法,那些产生预先想法的人并没有表现出表现上的改善。在实验2中,我们考察了反事实和前置事实在随后的不相关分析推理任务中的相对性能增强作用。只有那些完成反事实启动任务的人比对照组的人表现得好得多。这些结果证实了反事实预备优势的现有发现。它们还对反事实和前事实思维的准备功能被概念化的某些方式提出了问题。
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引用次数: 0
Increasing climate efficacy is not a surefire means to promoting climate commitment 提高气候效率并不是促进气候承诺的必然手段
IF 2.6 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2021-10-02 DOI: 10.1080/13546783.2021.1979651
Aishlyn Angill-Williams, C. Davis
Abstract People’s perception of their own efficacy is a critical precursor for adaptive behavioural responses to the threat posed by climate change. The present study investigated whether components of climate efficacy could be enhanced by short video messages. An online study (N = 161) compared groups of participants who received messages focusing on individual or collective behaviour. Relative to a control group, these groups showed increased levels of response efficacy but not self-efficacy. However, this did not translate to increased climate commitment; mediation analysis suggested that the video messages, while increasing efficacy, may also have had a counterproductive effect on behavioural intentions, possibly by reducing the perceived urgency of action. This finding reinforces the challenge faced by climate communicators seeking to craft a message that boosts efficacy and simultaneously motivates adaptive responses to the climate crisis.
人们对自身效能的感知是对气候变化威胁做出适应性行为反应的关键前兆。本研究调查了短视频信息是否可以增强气候功效的组成部分。一项在线研究(N = 161)比较了收到个人或集体行为信息的参与者群体。与对照组相比,这些小组的反应效能水平有所提高,但自我效能没有提高。然而,这并未转化为气候承诺的增加;调解分析表明,视频信息虽然提高了效果,但也可能对行为意图产生反效果,可能是通过降低行动的紧迫性。这一发现加强了气候传播者所面临的挑战,他们试图传达一种信息,既能提高效率,又能激发对气候危机的适应性反应。
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引用次数: 4
A motivational systems approach to investigating opinions on climate change 对气候变化观点进行调查的动机系统方法
IF 2.6 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2021-09-28 DOI: 10.1080/13546783.2021.1982003
D. Molden, R. Bayes, J. Druckman
Abstract Understanding how people form opinions about climate change has proven to be challenging. One of the most common approaches to studying climate change beliefs is to assume people employ motivated reasoning. We first detail how scholars in this area have applied motivated reasoning perspectives, identifying a variety of different judgment goals on which they have focused. We next argue that existing findings fail to conclusively show motivated reasoning, much less isolate which specific goals guide opinion formation about climate change. Then, we describe a novel motivational systems framework that would allow a more precise identification of the role of motivated reasoning in such opinions. Finally, we conclude by providing examples from completed and planned studies that apply this framework. Ultimately, we hope to give scholars and practitioners better tools to isolate why people hold the climate opinions they do and to develop effective communication strategies to change those opinions.
了解人们如何形成对气候变化的看法已被证明是具有挑战性的。研究气候变化信念的最常见方法之一是假设人们采用动机推理。我们首先详细介绍了该领域的学者如何应用动机推理观点,确定了他们所关注的各种不同的判断目标。接下来,我们认为,现有的研究结果并不能结论性地显示动机推理,更不用说孤立哪些具体目标指导了关于气候变化的意见形成。然后,我们描述了一个新的动机系统框架,它将允许更精确地识别动机推理在这些观点中的作用。最后,我们通过提供应用该框架的已完成和计划研究的例子来结束。最终,我们希望为学者和实践者提供更好的工具,以找出人们持有气候观点的原因,并制定有效的沟通策略来改变这些观点。
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引用次数: 6
Accident and agency: a mixed methods study contrasting luck and interactivity in problem solving 意外和代理:一项混合方法研究,对比运气和解决问题的互动性
IF 2.6 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2021-08-30 DOI: 10.1080/13546783.2021.1965025
Wendy Ross, F. Vallée‐Tourangeau
Abstract Problem solving in a materially rich environment requires interacting with chance. Sixty-four participants were invited to solve 5-letter anagrams presented as movable tiles in conditions that either allowed the participants to move the tiles as they wished or only allowed random shuffling (without rearranging the tiles post shuffling) thus contrasting pure luck with an interactive model. We hypothesised that shuffling would break unhelpful mental sets and introduce beneficial unplanned problem-solving trajectories. However, participants performed significantly worse when shuffling, which suggests luck plays less of a role than has been previously suggested. Granular analysis of seven critical cases revealed arbitrary path dependency across both conditions and moments of missed luck. It also questions current models of non-agentic luck and the ability to separate agent and luck. This research has implications for fostering better problem solving in an uncertain and fluid world.
在物质丰富的环境中解决问题需要与机遇互动。64名参与者被邀请解决5个字母的字谜,这些字谜被呈现为可移动的砖块,在不同的条件下,参与者可以随意移动砖块,或者只允许随机洗牌(洗牌后不重新排列砖块),从而与纯粹的运气与互动模型形成对比。我们假设洗牌会打破无益的思维定势,引入有益的计划外解决问题的轨迹。然而,参与者在洗牌时的表现明显更差,这表明运气的作用比之前认为的要小。对七个关键案例的细粒度分析显示,在错过运气的条件和时刻,路径依赖都是任意的。它还质疑了当前的非代理运气模型以及区分代理和运气的能力。这项研究对培养在不确定和多变的世界中更好地解决问题具有启示意义。
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引用次数: 2
How and when does syntax perpetuate stereotypes? Probing the framing effects of subject-complement statements of equality 语法如何以及何时使构造型永久化?平等主补句的框架效应探讨
IF 2.6 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2021-08-27 DOI: 10.1080/13546783.2021.1963841
Kevin J. Holmes, Evan M. Doherty, S. Flusberg
Abstract Although subject-complement statements like “girls are as good as boys at math” appear to express gender equality, people infer a gender difference: the group in the complement position (boys) is judged superior. We investigated (1) whether this syntactic framing effect generalizes to other socially charged inferences and (2) whether awareness of the bias implied by the syntax mitigates its influence. Across four preregistered experiments (N = 2,734), we found reliable framing effects on inferences about both math ability and terrorist behavior, but only for the small subset of participants (∼30%) who failed to identify the influence of the subject-complement statements on their judgments. Most participants did recognize this influence, and these participants showed reduced or even reversed framing effects; they were also more likely to explicitly judge subject-complement syntax as biased. Our findings suggest that this syntax perpetuates stereotypes only when people are oblivious to, or unmotivated to interrogate, its implications.
虽然像“女孩数学和男孩一样好”这样的主语补语似乎表达了性别平等,但人们推断出一种性别差异:处于补语位置的群体(男孩)被认为是优越的。我们研究了(1)这种句法框架效应是否会推广到其他社会相关的推论;(2)对句法隐含的偏见的认识是否会减轻其影响。在四个预先注册的实验(N = 2734)中,我们发现了可靠的框架效应对数学能力和恐怖行为的推断,但仅适用于一小部分参与者(约30%),他们未能识别主体-补语陈述对其判断的影响。大多数参与者确实认识到这种影响,这些参与者表现出减少甚至逆转的框架效应;他们也更有可能明确地判断主补句法有偏见。我们的研究结果表明,只有当人们忘记或没有动机去质疑其含义时,这种语法才会使刻板印象永久化。
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引用次数: 3
Not out of MY bank account! Science messaging when climate change policies carry personal financial costs 不要从我的银行账户里拿!当气候变化政策带来个人经济成本时,传递科学信息
IF 2.6 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2021-08-23 DOI: 10.1080/13546783.2021.1957710
J. Swim, Nathaniel Geiger, Joe Guerriero
Abstract We suggest that policies will be less popular when individuals personally have to pay for them rather than when others have to pay (i.e., a Not Out of My Bank Account or NOMBA effect). Dual process models of persuasion suggest that personally having to pay would motivate scrutiny of persuasive messages making it essential to use effective science communication tactics when using climate science to support climate change policies. A pilot experiment (N = 186) and main study (N = 758) support a NOMBA effect with less policy support (Pilot study) and lower recommended fees (Main study) for a policy that would require participants, rather than another group, to pay a fee for community solar panels. Consistent with dual process models and suggesting systematic processing, only when participants would have to pay the fee, messages using strong (vs. weak) science communication tactics increased support for policies (Pilot study), increased the favorability of thoughts about the policy (Main study) and these thoughts subsequently predicted policy support (Main study). Inconsistent with propositions that information about expert sources would be a heuristic or bolster science messages, expert consensus information did not influence thoughts or policy support in any study condition. Efforts to understand climate change policy support would benefit from attending to research on dual process models of persuasion, including understanding how different types and degree of outcome relevance can alter how people process science information used to bolster support for climate change policies.
我们认为,当个人必须亲自支付而不是其他人必须支付时(即,Not Out of My Bank Account或NOMBA效应),保单将不那么受欢迎。说服的双重过程模型表明,个人必须付费将激发对说服性信息的审查,这使得在使用气候科学来支持气候变化政策时使用有效的科学传播策略至关重要。试点实验(N = 186)和主要研究(N = 758)支持NOMBA效应,较少的政策支持(试点研究)和较低的建议费用(主要研究)的政策,要求参与者,而不是另一个群体,为社区太阳能电池板支付费用。与双过程模型一致,并建议系统处理,只有当参与者必须支付费用时,使用强(与弱)科学传播策略的信息增加了对政策的支持(试点研究),增加了对政策的有利想法(主要研究),这些想法随后预测了政策支持(主要研究)。专家共识信息在任何研究条件下都不会影响思想或政策支持,这与有关专家来源的信息将是启发式的或支持科学信息的命题不一致。了解气候变化政策支持的努力将受益于对说服的双过程模型的研究,包括了解不同类型和程度的结果相关性如何改变人们处理用于支持气候变化政策的科学信息的方式。
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引用次数: 3
“If only” counterfactual thoughts about cooperative and uncooperative decisions in social dilemmas 关于社会困境中合作和不合作决策的反事实想法
IF 2.6 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2021-08-09 DOI: 10.1080/13546783.2021.1961859
S. Pighin, R. Byrne, K. Tentori
Abstract We examined how people think about how things could have turned out differently after they made a decision to cooperate or not in three social interactions: the Prisoner’s dilemma (Experiment 1), the Stag Hunt dilemma (Experiment 2), and the Chicken game (Experiment 3). We found that participants who took part in the game imagined the outcome would have been different if a different decision had been made by the other player, not themselves; they did so whether the outcome was good or bad for them, their own choice had been to cooperate or not, and the other player’s choice had been to cooperate or not. Participants who only read about a fictional protagonist’s game imagined changes outside the protagonist’s control (such as the other player’s decision) after a good outcome but within the protagonist’s control (such as the protagonist’s decision) after a bad outcome. The implications for theories of counterfactual thinking and moral decision-making are discussed.
我们研究了在囚徒困境(实验1)、猎鹿困境(实验2)和斗鸡游戏(实验3)这三种社会互动中,人们如何思考在决定合作或不合作后事情的不同结果。我们发现,参与游戏的参与者认为,如果其他参与者做出不同的决定,而不是他们自己,结果将会不同;不管结果对他们来说是好是坏,他们都这么做了,他们自己的选择是合作还是不合作,对方的选择是合作还是不合作。只阅读虚构主角游戏的参与者在获得好结果后会想象出不受主角控制的变化(如其他玩家的决定),但在出现坏结果后会想象出在主角控制范围内的变化(如主角的决定)。讨论了反事实思维和道德决策理论的含义。
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引用次数: 1
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Thinking & Reasoning
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