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On the origin of the reward function: Exploring the role of conditioned reinforcement and social learning. 奖励功能的起源:条件强化与社会学习的关系探讨。
IF 3 3区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-12-18 DOI: 10.3758/s13423-025-02813-3
Francesco Rigoli

Influential cognitive science theories postulate that decision-making is based on treating expected outcomes as incentives according to a reward function. Yet a systematic analysis of the learning processes that determine the reward function remains to be carried out. The paper fills this gap by examining the contribution of two fundamental learning processes: conditioned reinforcement, occurring either via direct or via vicarious experience, and imitative incentive learning, at play when an agent appropriates the incentives sought by another individual. From an evolutionary perspective, the two processes appear to be adaptive insofar as conditioned reinforcement might have evolved to simplify decision-making, while imitative incentive learning might have arisen to harness the full potential of social learning and to facilitate cooperation. The paper contributes to research on decision-making by offering a detailed analysis of the learning mechanisms that drive acquisition of the reward function.

有影响力的认知科学理论假设,决策是基于根据奖励函数将预期结果视为激励。然而,对决定奖励功能的学习过程的系统分析仍有待进行。本文通过研究两个基本学习过程的贡献来填补这一空白:条件强化,通过直接或间接经验发生,以及模仿激励学习,当一个代理占用另一个个体寻求的激励时起作用。从进化的角度来看,这两个过程似乎是适应性的,因为条件强化可能是为了简化决策而进化的,而模仿激励学习可能是为了充分利用社会学习的潜力并促进合作而产生的。本文通过提供驱动获得奖励函数的学习机制的详细分析,有助于决策的研究。
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引用次数: 0
Do emotional and social primers change the pessimism in collective future thinking? Testing the robustness of the collective negativity bias. 情感和社会启动是否改变了集体未来思维中的悲观情绪?检验集体负性偏差的稳健性。
IF 3 3区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-12-18 DOI: 10.3758/s13423-025-02799-y
Tori Peña, Suparna Rajaram

People are not optimistic about the future of the USA. When reporting their thoughts about the future, people express more worries than excitement, a phenomenon known as the collective negativity bias, and widely replicated among people residing in the USA. However, we do not know whether this bias is malleable. In this study, we tested whether prior exposure to valenced examples of collective future projections - attributed to an unknown source or a social source - shifts the valence of collective future thinking. In Experiment 1, participants completed an unrelated task (standard control condition) or viewed neutral examples (a modified control condition) generated by an unknown source. In Experiment 2, participants viewed neutral examples from an unknown source (as in Experiment 1), positive examples from an unknown source, or positive examples from their peers. In Experiment 3, participants viewed negative examples instead of positive ones, before reporting future projections. Experiment 4 added more power to detect interactions, using as primers the neutral, negative, and positive unspecified examples. Across all experiments, the collective negativity bias persisted and was comparable regardless of the valence or source of primers. This consistency is striking given that collective future projections are unbounded by reality, yet they seem resistant to primers we used. We discuss how these findings may help inform us about the underlying mechanisms of the collective negativity bias and guide future research on testing its robustness.

人们对美国的未来并不乐观。当报告他们对未来的想法时,人们表达的担忧多于兴奋,这种现象被称为集体消极偏见,在居住在美国的人中广泛复制。然而,我们不知道这种偏见是否具有延展性。在这项研究中,我们测试了是否先前暴露于集体未来预测的有价例子-归因于未知来源或社会来源-改变集体未来思维的价。在实验1中,参与者完成一个不相关的任务(标准控制条件)或观看由未知来源产生的中性示例(修改后的控制条件)。在实验2中,参与者观看来自未知来源的中性例子(与实验1一样)、来自未知来源的积极例子或来自同伴的积极例子。在实验3中,参与者在报告对未来的预测之前,会看到消极的例子而不是积极的例子。实验4增加了更多的功能来检测相互作用,使用中性、消极和积极的未指定示例作为引物。在所有实验中,集体负性偏见持续存在,并且无论引物的价或来源如何,都具有可比性。考虑到集体对未来的预测不受现实的限制,这种一致性是惊人的,但它们似乎对我们使用的引物有抵抗力。我们讨论了这些发现如何帮助我们了解集体消极偏见的潜在机制,并指导未来测试其稳健性的研究。
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引用次数: 0
All together now: Random Forests analysis reveals the joint impact of multiple statistical regularities on eye-movements during reading. 随机森林分析揭示了阅读过程中多种统计规律对眼球运动的共同影响。
IF 3 3区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-12-16 DOI: 10.3758/s13423-025-02829-9
Inbal Kimchi, Noam Siegelman

A large and growing number of recent studies has embraced a statistical learning view of reading, revealing that readers utilize an array of regularities that are available in writing systems as they process printed words and texts. However, previous studies have focused on the impact of one regularity (or an otherwise small number of cues). Therefore, we currently have a limited understanding of (1) whether different regularities each carry unique explanatory power, beyond other (collinear) cues; (2) how do regularities at different levels of the input contribute to reading behavior; and (3) whether regularities vary in their contributions across processing stages. To answer these questions, we employ Random Forests analyses on a large-scale, eye-movement, passage-reading database from English first- and second-language readers, evaluating the relative importance of a large number of regularities on multiple eye-movement dependent variables. First, our findings demonstrate that, each regularity uniquely contributes to the model's performance. Second, we show that both text-level regularities (e.g., predictability) and word-level regularities (including print-speech and print-meaning regularities), contribute to continuous text reading. Third, we document varying contributions of some regularities over time, with later reading measures being more impacted by text-level regularities. These results support and extend statistical learning theories of reading, showing that readers are attuned to a range of regularities in their writing system, which jointly guide naturalistic reading behavior.

最近,越来越多的研究接受了阅读的统计学习观点,揭示了读者在处理印刷文字和文本时,利用了书写系统中可用的一系列规律。然而,以前的研究集中在一个规律的影响(或其他少数线索)。因此,我们目前对(1)不同的规律是否各自具有独特的解释力,超越其他(共线)线索的理解有限;(2)不同输入水平的规律性对阅读行为的影响;(3)不同处理阶段的贡献是否存在规律性差异。为了回答这些问题,我们对来自英语第一语言和第二语言读者的大规模眼动文章阅读数据库进行了随机森林分析,评估了多个眼动因变量上大量规律的相对重要性。首先,我们的研究结果表明,每个规则都对模型的性能有独特的贡献。其次,我们发现文本层面的规律(如可预测性)和单词层面的规律(包括印刷-语音和印刷-意义的规律)都有助于连续文本阅读。第三,随着时间的推移,我们记录了一些规律的不同贡献,后来的阅读测量更多地受到文本级规律的影响。这些结果支持并扩展了阅读的统计学习理论,表明读者适应了他们的写作系统中的一系列规律,这些规律共同指导着自然的阅读行为。
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引用次数: 0
'Not so intuitive' physics: Orientation supersedes stability in prioritizing attention. “不那么直观”的物理学:定向取代了注意力优先级的稳定性。
IF 3 3区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-12-15 DOI: 10.3758/s13423-025-02808-0
Ece Yucer, Andrew Clement, Jay Pratt

In our daily life, we encounter a wide array of objects. However, we have a limited understanding of how the stability of these objects influences how we allocate our attention. To address this, we have investigated how perceived stability interacts with our attentional system using a modified version of the cueless temporal order judgement task. Here, participants were presented with stable and unstable objects, separated by small temporal intervals, and asked to report which object appeared first in the display. Each of our experiments employed a different pair of stable (i.e., presented upright in its original state) and unstable (i.e., presented in an inverted and angled orientation to render the object unstable) stimuli. Participants' responses were fit into logistic regression models, and their point of subjective simultaneity was calculated using the fitted model. Experiment 1 used a common object, a traffic cone, and the stable traffic cone captured attention. To control for familiarity, Experiment 2 used a never-before-seen object, and there was no significant difference between the stable and unstable versions. Experiment 3 compared a vertical line against a tilted line to control for low-level features, and the vertical line captured attention. These findings suggest that stability per se does not capture attention. Rather, features that commonly signal stability, such as upright orientation and familiarity, may drive early attentional prioritization. We propose that the perception of stability is inferred from these underlying cues, rather than functioning as a guiding feature on its own.

在我们的日常生活中,我们会遇到各种各样的物体。然而,我们对这些物体的稳定性如何影响我们如何分配注意力的理解有限。为了解决这个问题,我们使用无线索时间顺序判断任务的修改版本研究了感知稳定性如何与我们的注意系统相互作用。在这个实验中,研究人员向参与者展示稳定和不稳定的物体,并要求他们报告哪个物体首先出现在画面中。我们的每个实验都采用了不同的稳定(即以原始状态直立呈现)和不稳定(即以倒置和倾斜的方向呈现以使物体不稳定)刺激对。将被试的回答拟合到逻辑回归模型中,利用拟合模型计算被试的主观同时性点。实验1使用了一个常见的物体,一个交通锥,稳定的交通锥吸引了人们的注意力。为了控制熟悉度,实验2使用了一个从未见过的物体,稳定版本和不稳定版本之间没有显著差异。实验3将一条竖线与一条斜线进行对比,以控制低级特征,竖线吸引了人们的注意力。这些发现表明,稳定性本身并不能引起人们的注意。相反,通常表明稳定性的特征,如直立方向和熟悉度,可能会推动早期注意力优先级。我们认为,稳定性的感知是从这些潜在的线索中推断出来的,而不是作为其自身的指导特征。
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引用次数: 0
Re-examining the bad news game: No evidence of improved discrimination of Indian true and fake news headlines. 重新审视坏消息游戏:没有证据表明对印度真假新闻头条的歧视有所改善。
IF 3 3区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-12-15 DOI: 10.3758/s13423-025-02827-x
Tina Seabrooke, Ariana Modirrousta-Galian, Philip A Higham

Gamified inoculation interventions such as the Bad News game are a widely adopted approach to mitigating the influence of misinformation. While Bad News has been predominately studied with participants from Western, Educated, Industrialized, and Rich Democracies (WEIRD), one recent study (Iyengar et al., Applied Cognitive Psychology, 37:290-303, 2023) assessed its efficacy in an Indian sample. In that study, participants rated the reliability of a series of Indian news headlines in a pre-test, played Bad News, and completed a post-test with a different set of headlines. Participants showed better discrimination of true and fake headlines in the post-test than the pre-test. This finding contrasts with a meta-analysis showing that Bad News primarily produces a conservative response bias rather than improving discrimination (Modirrousta-Galian and Higham, Journal of Experimental Psychology: General, 152:2411-2437, 2023). The current preregistered study used the same design as Iyengar et al., although participants of Indian nationality (N = 150) were recruited via Prolific and the allocation of news headlines to the pre-test and post-test was counterbalanced. When both counterbalancing conditions were included, no significant differences in discrimination or response bias appeared between the pre-test and post-test. When only the counterbalancing condition matching Iyengar et al.'s experiment was examined, no significant effect on discrimination was observed, but a conservative response bias shift was seen in the post-test. This finding suggests that the Bad News game may be less effective for improving discrimination than previously thought - an important consideration given its popularity as an intervention to combat misinformation.

游戏化接种干预措施,如坏消息游戏是一种广泛采用的方法,以减轻错误信息的影响。虽然“坏消息”的研究对象主要来自西方、受过教育的、工业化的和富裕的民主国家(WEIRD),但最近的一项研究(Iyengar等人,应用认知心理学,37:290- 303,2023)评估了它在印度样本中的有效性。在这项研究中,参与者在预测试中对一系列印度新闻标题的可靠性进行了评分,播放了《坏消息》,并完成了一组不同标题的后测试。与前测相比,参与者在后测中对真假标题表现出更好的辨别能力。这一发现与一项荟萃分析形成对比,该分析显示坏消息主要产生保守反应偏见,而不是改善歧视(Modirrousta-Galian和Higham, Journal Experimental Psychology: General, 152:2411- 2437,2023)。目前的预注册研究使用了与Iyengar等人相同的设计,尽管印度国籍的参与者(N = 150)是通过多产的方式招募的,并且新闻标题分配到前测试和后测试是平衡的。当两种平衡条件同时存在时,前测和后测在歧视和反应偏倚方面没有显著差异。当仅检查与Iyengar等实验相匹配的平衡条件时,未观察到对歧视的显著影响,但在后验中发现保守的反应偏倚偏移。这一发现表明,“坏消息”游戏在提高歧视方面的效果可能不如之前认为的那么有效——考虑到它作为打击错误信息的干预手段很受欢迎,这是一个重要的考虑因素。
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引用次数: 0
Making judgments of learning (JOLs) for oneself versus others: A review and proposed model. 自我与他人学习判断:一个模型的回顾与建议。
IF 3 3区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-12-15 DOI: 10.3758/s13423-025-02816-0
Yunfeng Wei, Nicholas C Soderstrom, Michelle L Meade

A judgment of learning (JOL) refers to an individual's evaluation and prediction of their own learning. Converging evidence suggests that making JOLs is an inferential process, with individuals basing their judgments on a variety of cues that may or may not be diagnostic of future performance. Compared to such JOLs for oneself, considerably less is known about making JOLs for others, but the existing evidence on this topic also supports an inferential-based process. Importantly, although there appears to be substantial overlap regarding the cues used to inform both types of judgments, there are likely cues utilized when forming JOLs for others that are not used when making JOLs for oneself. In the current article, we (1) review the extant literature on JOLs for oneself to understand the characteristics and underlying mechanisms of such judgments; (2) review existing literature regarding JOLs for others, highlighting the similarities and differences between these judgments and those made for oneself; and (3) propose a new model, adapted from Koriat's (Journal of Experimental Psychology: General, 126 (4), 349-370, Koriat, Journal of Experimental Psychology: General 126:349-370, 1997) cue-utilization framework, to describe how JOLs for others are made. Our new model provides a substantial theoretical contribution to the literature that can inform both basic and applied research focusing on JOLs for others.

学习判断(JOL)是指个体对自身学习的评价和预测。越来越多的证据表明,做出决策是一个推理过程,个体根据各种线索做出判断,这些线索可能是对未来表现的诊断,也可能不是。与为自己制定这样的目标相比,我们对为他人制定目标的了解要少得多,但是关于这个主题的现有证据也支持基于推理的过程。重要的是,尽管这两种类型的判断所使用的线索似乎有很大的重叠,但在为他人形成JOLs时使用的线索很可能是在为自己做出JOLs时没有使用的。在本文中,我们(1)回顾了现有的关于joll的文献,以了解这种判断的特征和潜在机制;(2)回顾现有文献中对他人的评价,突出这些评价与对自己的评价的异同;(3)根据Koriat (Journal of Experimental Psychology: General, 126 (4), 349-370, Koriat, Journal of Experimental Psychology: General 126:349-370, 1997)的线索利用框架,提出一个新的模型来描述如何为他人做出JOLs。我们的新模型为文献提供了实质性的理论贡献,可以为关注他人职业满意度的基础和应用研究提供信息。
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引用次数: 0
Resting after learning or repeating the learned? 学习后休息还是重复学习?
IF 3 3区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-12-15 DOI: 10.3758/s13423-025-02820-4
Markus Martini, Tom Mercer, Luis Gutmann, Stephan Frederic Dahm, Robert Marhenke, Pierre Sachse

The formation of new memories can be influenced by the activities that immediately follow learning. Previous research has shown that several minutes of wakeful resting after learning can enhance memory retention compared to engaging in unrelated tasks, likely by facilitating memory consolidation. However, the relative efficacy of wakeful resting compared to other potentially memory-enhancing post-learning activities, like post-learning repetition, remains unclear. We conducted two experiments examining the effects of wakeful resting and repetition on memory retention. Participants studied three auditorily presented word lists. Each word list was immediately followed by one of three 7-min post-learning interventions: (1) repetitive listening to the word list, (2) wakeful resting, or (3) engaging in a new task. Across both experiments, memory performance was highest in the repetition condition, followed by the wakeful resting condition, with the lowest performance observed in the distraction condition. These findings were observed 12 min after acquisition and remained stable after 1 day. Our results highlight the differential effects of post-learning activities on memory retention. Wakeful resting is an effective and easy-to-implement strategy for facilitating memory consolidation, but in direct comparison, repetition appears to be even more effective for optimising memory retention.

新记忆的形成会受到紧随学习之后的活动的影响。先前的研究表明,与从事无关的任务相比,学习后清醒休息几分钟可以增强记忆,这可能是通过促进记忆巩固来实现的。然而,与其他可能增强记忆的学习后活动(如学习后重复)相比,清醒休息的相对效果尚不清楚。我们进行了两个实验,检验醒着休息和重复对记忆保持的影响。参与者研究了三个口头呈现的单词表。每个单词列表之后立即进行三种7分钟学习后干预中的一种:(1)重复听单词列表,(2)清醒休息,或(3)参与新任务。在这两个实验中,记忆表现在重复条件下最高,其次是清醒休息条件,在分心条件下表现最低。这些发现在采集后12分钟观察到,并在1天后保持稳定。我们的研究结果强调了学习后活动对记忆保持的不同影响。醒着休息是一种有效且易于实施的促进记忆巩固的策略,但在直接比较中,重复似乎对优化记忆保留更有效。
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引用次数: 0
Task-dependent learning of non-adjacent dependencies: Success in a familiarity rating task but failure in a two-alternative forced-choice task. 非相邻依赖的任务依赖学习:在熟悉度评定任务中成功,但在双选项强迫选择任务中失败。
IF 3 3区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-12-15 DOI: 10.3758/s13423-025-02824-0
Helen Shiyang Lu, Toben H Mintz

Acquiring non-adjacent dependencies (NADs) from continuous sequences can be challenging for adults, with prior research showing varied outcomes depending on the properties of the stimuli and methods of assessments. This study investigated whether different behavioral tasks vary in their ability to detect NAD learning. All participants (N = 322) underwent equivalent training phases involving exposure to NAD trigrams in a continuous speech stream. During the test phase, their learning of the grammatical NAD patterns was evaluated using either a two-alternative forced-choice (2AFC, N = 200) task or a familiarity rating task (N = 122). Participants in the 2AFC task performed at chance, regardless of whether the ungrammatical trigram differed minimally or maximally from the grammatical trigram. In contrast, participants in the familiarity rating task rated grammatical trigrams as more familiar than ungrammatical ones, suggesting that the familiarity rating task may be more sensitive to subtle learning effects. These findings highlight the importance of task design in the detection of NAD learning, with implications for the broader field of statistical learning research.

对于成年人来说,从连续序列中获取非相邻依赖关系(NADs)是一项挑战,之前的研究表明,根据刺激的性质和评估方法,结果会有所不同。本研究调查了不同的行为任务在检测NAD学习能力方面是否存在差异。所有参与者(N = 322)都接受了相同的训练阶段,包括在连续的语音流中暴露于NAD三元组。在测试阶段,他们对NAD语法模式的学习通过两种选择的强迫选择(2AFC, N = 200)任务或熟悉度评定任务(N = 122)进行评估。无论非语法三元组与语法三元组的差异是最小还是最大,2AFC任务的参与者都是随机执行的。相比之下,熟悉度评定任务中的参与者对语法三元组的熟悉程度要高于对非语法三元组的熟悉程度,这表明熟悉度评定任务可能对细微的学习效果更为敏感。这些发现强调了任务设计在检测NAD学习中的重要性,对更广泛的统计学习研究领域具有启示意义。
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引用次数: 0
Scrolling to wisdom: The impact of social media news exposure on knowledge perception. 滚动到智慧:社交媒体新闻曝光对知识感知的影响。
IF 3 3区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-12-10 DOI: 10.3758/s13423-025-02786-3
Federica Ruzzante, Gustavo Cevolani, Folco Panizza

The present study explores the effect of exposure to news in a social media environment on people's perceived knowledge and on the "Illusion of knowledge" -that is, the overestimation of perceived knowledge relative to actual knowledge. Using a mixed, within-subjects design, participants (N = 828) engaged in a two-session study featuring pre- and post-exposure assessments. Participants scrolled through a social media newsfeed and completed assessments of perceived and actual knowledge. We hypothesized that (1) social media exposure would increase perceived knowledge, (2) this increase would not align with actual knowledge, and (3) higher topic involvement would exacerbate these effects. While most of the preregistered hypotheses did not receive clear statistical support, some effects were consistent with our predictions. Perceived knowledge increased over time, suggesting a general exposure effect; however, differences between exposed and non-exposed topics were not statistically significant, possibly due to test effects or limited engagement with the platform. A strong illusion of knowledge was observed across topics, suggesting robust overestimation. This high baseline may have created a ceiling that constrained the detection of exposure effects. This study was conducted as a Registered Report ( https://doi.org/10.24072/pci.rr.100986 ), accepted in principle prior to data collection. To our knowledge, it represents one of the most ecologically valid attempts in the literature to simulate social media exposure in an experimental setting.

本研究探讨了在社交媒体环境中接触新闻对人们感知到的知识和“知识幻觉”的影响,即对感知到的知识相对于实际知识的高估。采用混合的受试者内设计,参与者(N = 828)参与了一项以暴露前和暴露后评估为特征的两期研究。参与者浏览社交媒体新闻,完成对感知知识和实际知识的评估。我们假设:(1)社交媒体曝光会增加感知知识,(2)这种增加与实际知识不一致,(3)更高的话题参与会加剧这些影响。虽然大多数预登记的假设没有得到明确的统计支持,但有些效果与我们的预测一致。感知到的知识随着时间的推移而增加,这表明存在普遍的暴露效应;然而,暴露话题和未暴露话题之间的差异在统计上并不显著,可能是由于测试效果或与平台的有限接触。在各个主题中都观察到强烈的知识错觉,这表明存在严重的高估。这一高基线可能造成了限制暴露效应检测的上限。本研究以注册报告(https://doi.org/10.24072/pci.rr.100986)的形式进行,在数据收集之前原则上接受。据我们所知,它代表了文献中在实验环境中模拟社交媒体曝光的最具生态有效性的尝试之一。
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引用次数: 0
The Attention Habit II: How selection history shapes the strategic control of attention. 注意力习惯2:选择历史如何塑造注意力的战略控制。
IF 3 3区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-12-10 DOI: 10.3758/s13423-025-02790-7
Brian A Anderson, David S Lee, Niya Yan, Molly R McKinney, Andrew Clement

The allocation of attention is now widely understood to reflect the joint influence of goal-directed, stimulus-driven, and selection history-driven mechanisms of control. The influence of selection history is often discussed in the context of the involuntary control of attention, competing with goal-directed influences. Here, we argue that selection history also influences voluntary, goal-directed mechanisms of control, shaping the manner in which intentional prioritization of stimuli occurs. In this respect, the habitual guidance of attention is not limited to mechanisms of priority assignment that operate without respect to observers' goals and intentions; rather, the goal-directed control of attention itself is sensitive to habit-like mechanisms of priority assignment. This has implications for how we characterize mechanisms of attentional control, blurring the distinction between goal-directed and selection history-driven influences and raising important questions concerning the degree to which the intentional control of attention is biased by prior learning.

注意力分配现在被广泛理解为反映了目标导向、刺激驱动和选择历史驱动的控制机制的共同影响。选择历史的影响经常在注意力的非自愿控制的背景下讨论,与目标导向的影响竞争。在这里,我们认为,选择历史也影响了自愿的,目标导向的控制机制,塑造了有意优先刺激发生的方式。在这方面,注意力的习惯性引导并不局限于不尊重观察者的目标和意图的优先级分配机制;相反,目标导向的注意力控制本身对类似习惯的优先级分配机制很敏感。这对我们如何描述注意力控制机制具有启示意义,模糊了目标导向和选择历史驱动影响之间的区别,并提出了关于注意力的故意控制在多大程度上受到先前学习的偏见的重要问题。
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引用次数: 0
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Psychonomic Bulletin & Review
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