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Evidence for the dominance of visual-perceptual mechanisms of action prediction following isolated and sequential visual and motor practice. 在孤立和连续的视觉和运动练习后,动作预测的视觉-知觉机制占主导地位的证据。
IF 2.3 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-11-25 DOI: 10.1007/s00426-025-02202-4
Desmond Mulligan, Matthew W Scott, Nicola J Hodges

We investigated how separately and sequentially acquired visual and motor experiences shape action prediction mechanisms. There is evidence that physical practice leads to an implicit, motor-based prediction process, compared to visual practice, which is more strategic. However, the relative dominance or flexibility of these mechanisms is not well understood. Here we used a motor secondary task paradigm to evaluate effector-specific interference in action predictions, which has previously given evidence for a motor simulation-based prediction process after physical practice. Participants across two groups (N = 40) received both isolated and sequentially combined motor and visual practice across two days; either throwing darts to three different sections of a dartboard "motor" or watching and predicting outcomes of occluded throws "visual". The Motor-to-Visual group threw on Day 1 and watched on Day 2 and the Visual-to-Motor group did the reverse. Prediction tasks were performed pre and post practice each day, with some trials involving motor secondary tasks, performed with the observed (right) or non-observed hand. Consistent with previous work, the Motor-to-Visual group after physical practice improved prediction accuracy on Day 1, except when performing the secondary task with their right hand. After visual practice on Day 2, prediction accuracy was maintained, but without secondary task interference. The Visual-to-Motor group also improved predictions, but with no secondary task interference on either day, resulting in greater accuracy overall. These data support the suggestion that separately acquired motor and visual experiences either allow flexibility in prediction strategies or lead to a dominance of the visually-acquired strategy.

我们研究了分别和顺序获得的视觉和运动经验如何塑造动作预测机制。有证据表明,与更具战略性的视觉练习相比,身体练习会导致一种内隐的、基于运动的预测过程。然而,这些机制的相对优势或灵活性尚未得到很好的理解。在此,我们使用运动次要任务范式来评估动作预测中的效应特异性干扰,该范式先前为物理练习后基于运动模拟的预测过程提供了证据。两组参与者(N = 40)在两天内接受了孤立的和顺序结合的运动和视觉练习;要么将飞镖投掷到飞镖“马达”的三个不同部分,要么观察和预测“视觉”遮挡投掷的结果。运动-视觉组在第一天投掷,第二天观看,而视觉-运动组则相反。预测任务每天在练习前和练习后进行,一些试验涉及运动次要任务,用观察到的(右手)或未观察到的手进行。与之前的研究一致,运动-视觉组在身体练习后在第一天提高了预测准确性,除了用右手执行次要任务时。在第2天的视觉练习后,预测准确性保持不变,但没有二次任务干扰。视觉-运动组也提高了预测,但在这两天都没有二次任务干扰,总体上提高了准确性。这些数据支持这样的观点,即单独获得的运动和视觉经验要么允许预测策略的灵活性,要么导致视觉获得策略的主导地位。
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引用次数: 0
Effects of local information and egocentric reference frames on estimation of biological motion direction. 局部信息和自我中心参考系对生物运动方向估计的影响。
IF 2.3 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-11-20 DOI: 10.1007/s00426-025-02208-y
Ping Ran, Meng-Ying Sun, Qian Sun, Qi Sun

Previous studies have established that coarse discrimination (e.g., left/right, forward/backward) of point-light walker (PLW) direction is modulated by multiple factors including global/local motion information, biological/social factors, and egocentric reference frames. However, the specific contributions of local motion information and egocentric referencing to fine-grained PLW direction estimation remain unclear. Drawing upon principles of biomechanical asymmetry and right-lateralized motor dominance, we hypothesized a systematic overall rightward bias in PLW direction estimation. Through three carefully controlled experiments, we demonstrated that: (1) right-handed participants showed consistently overall rightward estimation bias; (2) this bias was selectively enhanced by right-sided body stimuli while remaining unaffected by left-sided stimuli; and (3) spatial decoupling of stimulus center from egocentric coordinates revealed persistent egocentric coding in the direction estimation. Moreover, prolonged stimulus exposure led to expanded gaze distribution alongside heightened local information processing, underscoring the pivotal role of local information. These findings suggest that biomechanical asymmetries may shape PLW direction perception and reveal the interplay between local information analysis and egocentric referencing in fine-grained biological motion estimation.

以往的研究表明,点光步行者(PLW)方向的粗分辨(如左/右、前/后)受到全局/局部运动信息、生物/社会因素和自我中心参照系等多种因素的调节。然而,局部运动信息和自我中心参考对细粒度PLW方向估计的具体贡献尚不清楚。根据生物力学不对称和右偏侧运动优势的原理,我们假设在PLW方向估计中存在系统性的整体右偏。通过三个精心控制的实验,我们证明:(1)右撇子参与者表现出一致的总体右估计偏倚;(2)右侧身体刺激选择性地增强了这种偏向性,而左侧身体刺激不影响这种偏向性;(3)刺激中心与自我中心坐标的空间解耦揭示了方向估计中持续的自我中心编码。此外,长时间的刺激暴露导致了注视分布的扩大和局部信息处理的增强,强调了局部信息的关键作用。这些发现表明,生物力学不对称可能会影响PLW方向感知,并揭示了在细粒度生物运动估计中局部信息分析和自我中心参考之间的相互作用。
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引用次数: 0
Level-1-visual perspective taking for human and robot avatars. 人类和机器人化身的1级视觉视角拍摄。
IF 2.3 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-11-19 DOI: 10.1007/s00426-025-02188-z
Christine Blech, Hanna Lembcke, Cédric A Bouquet, Roman Liepelt

Research on level 1 visual perspective taking (L1-VPT) has been debating whether L1-VPT is an implicit socially rooted or rather a non-social process. Using online versions of the Dot Perspective Task by Samson et al. (Journal of Experimental Psychology: Human Perception and Performance, 36(5), 1255-1266, 2010) we approached this question by comparing L1-VPT for robot vs. human avatars. In line with the assumption that visual perspective taking is due to mentalizing, we predicted that perspective taking, leading to altercentric intrusions, should occur more strongly for the human avatars than for the robot avatars. In two experiments, a within-participant design was applied: 2 (avatar: human vs. robot) × 2 (avatar perspective: consistent vs. inconsistent) × 2 (task: avatar perspective vs. self-perspective). The human avatar was a male in Experiment 1 (n = 120) and a female in Experiment 2 (n = 113). The analyses of reaction times and error rates showed significant, medium to large egocentric intrusions and significant, small to medium altercentric intrusions for both avatar types, suggesting interference from the irrelevant perspective. Against the prediction, the altercentric intrusions for human avatars were not significantly larger than for robot avatars. Taking into account methodological concerns and suggesting future experimental variations, we argue that the submentalizing approach assuming that visual perspective taking is based on domain general processes provides a good explanation for our results.

关于一级视觉视角获取(L1-VPT)的研究一直在争论L1-VPT是一种内隐的社会根源过程还是一种非社会过程。使用Samson等人的Dot透视任务的在线版本(实验心理学杂志:人类感知和表现,36(5),1255-1266,2010),我们通过比较机器人和人类化身的L1-VPT来解决这个问题。根据视觉视角获取是由于心智化的假设,我们预测,导致替代中心入侵的视角获取,应该在人类化身中比在机器人化身中更强烈地发生。在两个实验中,采用了参与者内设计:2(化身:人类vs机器人)x2(化身视角:一致vs不一致)x2(任务:化身视角vs自我视角)。实验1中的人类化身为男性(n = 120),实验2中的人类化身为女性(n = 113)。对反应时间和错误率的分析显示,两种虚拟形象类型都存在显著的中等到较大的自我中心干扰和显著的中等到较小的替代中心干扰,表明干扰来自不相关的角度。与预测相反,人类化身的替代中心入侵并不明显大于机器人化身。考虑到方法学问题并提出未来的实验变化,我们认为潜意识化方法假设视觉视角是基于领域一般过程的,这为我们的结果提供了很好的解释。
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引用次数: 0
Beyond race: social group labels and reward motivation override racial features in children's face recognition. 超越种族:社会群体标签和奖励动机在儿童面部识别中超越种族特征。
IF 2.3 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-11-18 DOI: 10.1007/s00426-025-02209-x
Yaoyao Wang, Jingmei Wang, Yingjun Lu

The Other-Race Effect (ORE), characterized by superior recognition of same-race (SR) faces, remains poorly understood in children despite robust adult evidence. Developmental studies yield conflicting results, reflecting immature social categorization systems and limited cross-race experience. Drawing on the Categorization-Individuation Model, this study integrates behavioral and eye-tracking measures to investigate how social categorization (via country labels) and motivational incentives shape racial face recognition in Chinese children. Using both real and cartoon faces, we demonstrate three key findings: (1) Own-country labels enhance recognition accuracy and attentional engagement (longer fixations, larger pupil diameters) for labeled faces, overriding racial features; (2) Strong motivation eliminates the ORE by increasing configural processing for other-race (OR) faces; (3) Cartoon faces show comparable label and motivation effects, though with reduced magnitude. These results advance the CIM by demonstrating that top-down social cognition-not just bottom-up expertise-scaffolds early face processing. This research provides novel insights into children's racial face processing and has implications for bias mitigation interventions.

其他种族效应(ORE),其特征是对同种族(SR)面孔的更好识别,尽管有强有力的成人证据,但在儿童中仍然知之甚少。发展研究得出了相互矛盾的结果,反映了不成熟的社会分类系统和有限的跨种族经验。本研究利用分类-个性化模型,结合行为和眼动追踪方法,探讨社会分类(通过国家标签)和动机激励如何影响中国儿童的种族面孔识别。使用真实和卡通面孔,我们展示了三个关键发现:(1)本国标签提高了对标记面孔的识别准确性和注意力投入(更长时间的注视,更大的瞳孔直径),超越了种族特征;(2)强动机通过增加对其他种族(OR)面孔的构形处理来消除ORE;(3)卡通面孔具有相似的标签效应和激励效应,但程度有所降低。这些结果通过证明自上而下的社会认知——而不仅仅是自下而上的专业知识——为早期的面部加工提供了基础,从而推动了CIM的发展。本研究为儿童种族面孔加工提供了新的见解,并对偏见缓解干预具有启示意义。
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引用次数: 0
Pre-crastination and path planning: Evidence for cognitive frontloading, a new sibling for cognitive offloading. 预记忆和路径规划:认知前负荷的证据,认知卸载的新兄弟。
IF 2.3 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-11-13 DOI: 10.1007/s00426-025-02199-w
Sophia Angleton, Simran Bhatia, Arineh Moradian, David A Rosenbaum

Pre-crastination is the tendency to hasten task completion, even at the expense of extra effort. Discovered in 2014, it is a widespread phenomenon hypothesized to reduce cognitive effort. We sought to determine whether pre-crastination holds for multi-step path planning. In Experiments 1 and 2, our university-student participants saw all but one of the numbers from 1 to 6 on a computer screen and, when ready, hit the spacebar (Experiment 1) or touched the trackpad (Experiment 2) to reveal the missing number. In both experiments, they then clicked on the targets sequentially as quickly as possible. The time for the first target was longer than for any other target even when noninitial targets were withheld from the preview. A third experiment confirmed that the lengthening of the first response was due to resolution of response uncertainty. The results as a whole confirmed that participants hastened task completion by expending extra effort up front (spending extra time to set up all the responses they would perform). The study extends the reach of pre-crastination and points to the general tendency, now manifest in a growing number of contexts, that, when possible, people complete decision-making about forthcoming response sequences as soon as they can. We refer to this tendency as cognitive frontloading and offer it as a new companion to cognitive offloading, which has been much studied. Both methods reduce memory demands, but in different ways.

提前拖延是一种加速完成任务的倾向,即使付出额外的努力也在所不惜。这一发现于2014年,是一种普遍存在的现象,据推测会减少认知努力。我们试图确定多步骤路径规划是否适用于预预测。在实验1和2中,我们的大学生参与者在电脑屏幕上看到了从1到6的所有数字,只有一个没有看到,准备好了,按空格键(实验1)或触摸触控板(实验2)来显示缺失的数字。在这两个实验中,他们都按顺序尽可能快地点击目标。第一个目标的时间比任何其他目标的时间都长,即使非初始目标在预览中被保留。第三个实验证实,第一个反应的延长是由于反应不确定性的解决。总的来说,结果证实了参与者通过提前付出额外的努力(花额外的时间来设置他们将要执行的所有反应)来加速任务的完成。这项研究扩大了预反应的范围,并指出了一种普遍趋势,即在可能的情况下,人们会尽快完成对即将到来的反应序列的决策,这种趋势现在在越来越多的情况下得到了体现。我们将这种倾向称为认知前负荷,并将其作为认知卸载的新伴侣,认知卸载已经得到了很多研究。这两种方法都减少了内存需求,但方式不同。
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引用次数: 0
Do real or hypothetical rewards facilitate creative performance? The effect of reward on creative problem solving. 真实的或假想的奖励能促进创造性表现吗?奖励对创造性解决问题的影响。
IF 2.3 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-11-12 DOI: 10.1007/s00426-025-02175-4
Can Cui, Yiting Long, Yueqing Dong, Yingjie Jiang

While reward cues have long been considered to enhance creative performance, little is known about can rewards affect creative problem solving by manipulate the flexibility and persistence state. Real and hypothetical rewards and two creative problem-solving tasks were used to answer this question. We tested the hypothesis that real rewards would positively affect creativity tasks that benefit from a persistence state (e.g., compound remote associate, CRA), while hypothetical rewards would positively impact tasks that benefit from a flexibility state (e.g., chunk decomposition, CD). Additionally, we hypothesized that low rewards would yield better solution performance than high rewards. The results revealed that hypothetical-high rewards resulted in lower solution performance compared to other reward conditions. Furthermore, hypothetical rewards enhanced performance in novel CD tasks requiring reconfiguration. Participants motivated by real rewards exhibited higher persistence compared to those motivated by hypothetical rewards. Hypothetical rewards during the preparation interval induced a metacontrol bias favoring flexibility. These findings could lead to new views about how the reward impact a creative mindset.

虽然奖励线索一直被认为能提高创造性表现,但很少有人知道奖励是否能通过操纵灵活性和持久性来影响创造性问题的解决。真实和假设的奖励以及两个创造性的解决问题的任务被用来回答这个问题。我们测试了一个假设,即真正的奖励会积极影响持久性状态下的创造性任务(如复合远程关联,CRA),而假设的奖励会积极影响灵活性状态下的任务(如块分解,CD)。此外,我们假设低奖励会比高奖励产生更好的解决方案绩效。结果显示,与其他奖励条件相比,假设的高奖励导致较低的解决方案绩效。此外,假设奖励可以提高需要重新配置的新型CD任务的性能。受真实奖励激励的参与者比受假想奖励激励的参与者表现出更高的持久性。在准备期间的假设奖励诱导了偏向灵活性的元控制偏差。这些发现可能会引发关于奖励如何影响创造性思维的新观点。
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引用次数: 0
Affective observation guides expectations about others' emotional reactions to unfamiliar action outcomes. 情感观察指导对他人对不熟悉的行为结果的情绪反应的预期。
IF 2.3 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-11-11 DOI: 10.1007/s00426-025-02206-0
Thomas Ganzetti, Luke McEllin, Fabrice Clément, Günther Knoblich

Observing others' emotional expressions facilitates individuals' expectations about the evaluations shared within a social group. This is useful for interpreting ambiguous cultural content, such as unfamiliar actions performed by others. This study investigated whether observed emotional reactions to instrumental actions are used to predict novel individuals' evaluations of those same actions (i.e., generalization), and whether they are more likely to be generalized for unfamiliar compared to familiar actions. Participants were presented with emotional expressions of observers reacting to individuals performing instrumental actions, before selecting the reaction they expected from a novel observer watching the same action performed by a new individual - generalization meaning that the novel observer was expected to elicit the same emotional expression as the initial observer. Experiment 1 found that negative reactions are generalized to predict negative evaluations of unfamiliar but not familiar actions, whereas Experiments 2 and 3 demonstrated differences in generalization and influence on expectations of positive and negative displays depending on whether familiar and unfamiliar actions were present. This study sheds light on the affective components of cultural learning, showing that the observation of others' emotional displays enables us to interpret unfamiliar social situations in the absence of direct communication.

观察他人的情绪表达有助于个体对社会群体中共同评价的期望。这对于解释模棱两可的文化内容很有用,比如别人不熟悉的动作。本研究调查了观察到的对工具行为的情绪反应是否可以用来预测新个体对相同行为的评价(即泛化),以及与熟悉的行为相比,他们是否更有可能对不熟悉的行为进行泛化。参与者先看到观察者对个体进行工具性动作时的情绪表达,然后再选择他们所期望的新观察者观察新个体所做的相同动作时的反应——泛化意味着新观察者被期望引起与初始观察者相同的情绪表达。实验1发现负面反应被一般化以预测对不熟悉但不熟悉的行为的负面评价,而实验2和3则证明了积极和消极表现的泛化和影响取决于是否存在熟悉和不熟悉的行为。这项研究揭示了文化学习的情感成分,表明观察他人的情感表现使我们能够在没有直接交流的情况下解释不熟悉的社会情境。
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引用次数: 0
The influence of prediction on bilingual language production: evidence from semantic classifier congruency. 预测对双语语言生成的影响:来自语义分类器一致性的证据。
IF 2.3 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-11-11 DOI: 10.1007/s00426-025-02204-2
Jing Tong, Iring Koch, Andrea M Philipp

This study aims to investigate if predictions can influence subsequent language production in monolingual and bilingual situations. The possibility to correctly predict an upcoming response was operationalized by means of semantic classifier congruency. Participants were instructed to name a picture (e.g., firemen) after seeing or hearing a semantically congruent vs. incongruent classifier (e.g., a crew of). In Experiment 1 with English monolinguals, better performance was observed in semantically congruent trials (a crew of firemen) than in semantically incongruent trials (a packet of ants). In Experiments 2 and 3 with Chinese-English bilinguals, this semantic classifier congruency effect was replicated, but the effect differed in size as a function of the language (larger for L1 Chinese than for L2 English). Additionally, bilingual language control was influenced as the language-switch cost was smaller in congruent than in incongruent trials. Together, these findings suggest that prediction influences both L1 and L2 language production and that this facilitation of language production through prediction had a further impact on language control during language switching.

本研究旨在探讨预测是否会影响单语和双语情境下的后续语言生成。通过语义分类器一致性来实现对即将到来的响应的正确预测的可能性。参与者被要求在看到或听到语义一致或不一致的分类器(例如,船员)后命名图片(例如,消防员)。在英语单语者的实验1中,语义一致的实验(一组消防员)比语义不一致的实验(一组蚂蚁)表现得更好。在中英双语者的实验2和3中,这种语义分类器一致性效应被复制,但效果的大小随语言的变化而不同(L1汉语比L2英语更大)。此外,由于语言转换成本在一致性试验中比在不一致性试验中更小,双语语言控制受到影响。综上所述,这些研究结果表明,预测会影响母语和第二语言的产生,并且通过预测促进语言的产生会进一步影响语言转换过程中的语言控制。
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引用次数: 0
Age-related changes in decision making with different wayfinding strategies. 不同寻路策略在决策方面的年龄相关变化。
IF 2.3 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-11-11 DOI: 10.1007/s00426-025-02195-0
Ju-Yi Huang, Daniel Memmert, Oezguer A Onur, Otmar Bock

Wayfinding skills are known to decay in older age. The present study investigated the differential effects of older age on five cognitive strategies that travelers can use for decision-making at intersections. To avoid interindividual and methodological biases, we used a within-person approach, and designed similar environments for all strategies. Thirty young and thirty older adults were asked to navigate five mazes that required decision-making by either the serial order strategy, the associative cue strategy, the beacon strategy, the relative location strategy, or the cognitive map strategy. The order of the five mazes was counterbalanced using a Latin square design; to reduce fatigue, the mazes were administered over two separate sessions. In agreement with extant research, we found that older participants' wayfinding accuracy was poorer than that of young ones. Contrary to literature, however, this age-related decrement was not more pronounced for the cognitive map strategy than for the serial order and the associative cue strategy. We also found that the correlation between wayfinding performance with different strategies decreased to virtually zero in older age. Further regarding the cognitive map strategy, we found that older adults showed reduced ability to acquire incidental knowledge during wayfinding, but with no evidence that they compensated for these deficits by relying on auxiliary environmental cues. We interpret this pattern of findings as evidence that age-related wayfinding deficits are sensitive to task difficulty and are associated with a disintegration of the cognitive mechanisms involved in wayfinding, particularly in tasks with high visuospatial demands and multitasking requirements.

人们都知道,寻路技能会随着年龄的增长而衰退。本研究调查了年龄对旅行者在十字路口决策时使用的五种认知策略的不同影响。为了避免个体间和方法上的偏差,我们采用了个人方法,并为所有策略设计了类似的环境。30名年轻人和30名老年人被要求通过5个迷宫,这些迷宫需要通过连续顺序策略、联想提示策略、灯塔策略、相对位置策略或认知地图策略做出决策。五个迷宫的顺序使用拉丁方形设计来平衡;为了减少疲劳,迷宫分为两个部分。与现有的研究一致,我们发现年龄较大的参与者的寻路准确性比年轻人差。然而,与文献相反,这种与年龄相关的衰退在认知地图策略中并不比在序列顺序和联想线索策略中更明显。我们还发现,寻路性能与不同策略之间的相关性随着年龄的增长几乎降至零。进一步关于认知地图策略,我们发现老年人在寻路过程中获得附带知识的能力有所下降,但没有证据表明他们通过依赖辅助环境线索来弥补这些缺陷。我们将这一发现模式解释为与年龄相关的寻路缺陷对任务难度敏感的证据,并与寻路所涉及的认知机制的瓦解有关,特别是在具有高视觉空间要求和多任务处理要求的任务中。
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引用次数: 0
Effect of age and driving experience on road sign comprehension: a systematic review and meta-analysis of two decades. 年龄和驾驶经验对道路标志理解的影响:二十年的系统回顾和荟萃分析。
IF 2.3 3区 心理学 Q2 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2025-11-08 DOI: 10.1007/s00426-025-02207-z
Aliyu Mustapha, Mazli Mustapha, Noorhayati Saad, Ahmad Majdi Abdul-Rani, Azlan Ahmad

Road sign comprehension is integral to safe driving, with age and driving experience influencing individuals' ability to interpret signs effectively. This study conducted a systematic review and meta-analysis to synthesise research data from 2004 to 2024 to understand how age and driving experience affect the ability to comprehend road signs. The review identified factors influencing comprehension, including personal characteristics and cognitive design features. Meta-analyses revealed significant differences in accident rates between young and older drivers and novice and experienced drivers. Specifically, the analysis of 3,330 participants (1,746 young drivers and 1,584 older drivers) showed that young drivers were involved in 15.88% points more accidents than older drivers, with high heterogeneity across studies (I² = 99%, P < 0.00001). Similarly, among 1,958 participants (721 novice drivers and 1,237 experienced drivers), novice drivers were involved in 8.68% points more accidents than experienced drivers, also with substantial variability (I² = 98%, P < 0.00001). The review proposed future research directions to improve road sign design, enhance drivers' understanding, and promote road safety, emphasising the importance of advanced cognitive design features and contextual signage solutions. Insights for policymakers, transportation authorities, and researchers were highlighted, stressing the need to assess traffic sign comprehension and to regularly incorporate user-centred design approaches. Sensitivity analyses and publication bias assessment further strengthened the review's findings, laying the groundwork for evidence-based interventions to enhance road safety worldwide.

道路标志的理解是安全驾驶不可或缺的一部分,年龄和驾驶经验影响个人有效理解标志的能力。该研究对2004年至2024年的研究数据进行了系统回顾和荟萃分析,以了解年龄和驾驶经验如何影响理解道路标志的能力。该综述确定了影响理解的因素,包括个人特征和认知设计特征。荟萃分析显示,年轻和年长的司机、新手和有经验的司机在事故率上存在显著差异。具体来说,对3330名参与者(1746名年轻司机和1584名年长司机)的分析表明,年轻司机的事故发生率比年长司机高15.88%,研究之间的异质性很高(I²= 99%,P
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引用次数: 0
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