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Roth L, Jordan V, Schwarz S, Willmes K, Nuerk HC, van Dijck JP, Cipora K. Don't SNARC me now! Intraindividual variability of cognitive phenomena - Insights from the Ironman paradigm. Cognition 2024; 248:105781. [PMID: 38663115 DOI: 10.1016/j.cognition.2024.105781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2023] [Revised: 12/19/2023] [Accepted: 03/21/2024] [Indexed: 05/26/2024]
Abstract
Two implicit generalizations are often made from group-level studies in cognitive experimental psychology and their common statistical analysis in the general linear model: (1) Group-level phenomena are assumed to be present in every participant with variations between participants being often treated as random error in data analyses; (2) phenomena are assumed to be stable over time. In this preregistered study, we investigated the validity of these generalizations in the commonly used parity judgment task. In the proposed Ironman paradigm, the intraindividual presence and stability of three popular numerical cognition effects were tested in 10 participants on 30 days: the SNARC (Spatial-Numerical Association of Response Codes, i.e., faster left-/right-sided responses to small/large magnitude numbers, respectively; Dehaene, Bossini, & Giraux, 1993), MARC (Linguistic Markedness of Response Codes; i.e., faster left-/right-sided responses to odd/even numbers, respectively; Nuerk, Iversen, & Willmes, 2004), and Odd (i.e., faster responses to even numbers; Hines, 1990) effects. We replicated the group-level effects; however, they were reliably present in only four to five (SNARC), six (MARC) or five (Odd) of 10 participants. Fluctuations seemed unsystematic, although the SNARC effect decreased over time along with reaction times. No correlation between the SNARC and MARC effects and sleep duration, tiredness, daytime, and consumption of stimulants were detected in most participants. These results challenge the frequent generalizations from group-level phenomena to individual participants and from single sessions to typical behavior. The innovative Ironman paradigm combined with bootstrap analyses permits unique insights into the intraindividual presence and stability of cognitive phenomena.
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Affiliation(s)
- Lilly Roth
- Department of Psychology, University of Tübingen, Germany.
| | - Verena Jordan
- Department of Psychology, University of Tübingen, Germany.
| | | | - Klaus Willmes
- Department of Neurology, University Clinic, RWTH Aachen University, Aachen, Germany.
| | - Hans-Christoph Nuerk
- Department of Psychology, University of Tübingen, Germany; LEAD Graduate School & Research Network, University of Tübingen, Germany; German Center for Mental Health (DZPG), Germany.
| | - Jean-Philippe van Dijck
- Department of Applied Psychology, Thomas More University, Antwerp, Belgium; Department of Experimental Psychology, Ghent University, Ghent, Belgium.
| | - Krzysztof Cipora
- Centre for Mathematical Cognition, Loughborough University, United Kingdom.
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Ftaïta M, Guida A, Fartoukh M, Mathy F. Spatial-positional associations in short-term memory can vanish in long-term memory. Mem Cognit 2024:10.3758/s13421-024-01577-w. [PMID: 38867003 DOI: 10.3758/s13421-024-01577-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/22/2024] [Indexed: 06/14/2024]
Abstract
Studies on the SPoARC effect have shown that serial information is spatially processed in working memory. However, it remains unknown whether these spatial-positional associations are durable or only temporary. This study aimed at investigating whether spatialization would persist when a sequence presented repeatedly is expected to be chunked. If chunked, the items could be unified spatially and their spatialization could vanish. Thirty-seven participants performed a spatialization task which was remotely inspired by the Hebb repetition paradigm. A sequence of four stimuli presented individually in the middle of a computer screen was repeated throughout the task. After each sequence, participants had to decide whether a probe belonged to the series using two lateralized response keys. The results showed no spatialization for these repetitive sequences, on average. Moreover, further analysis revealed that the effect was detectable at the beginning of the task, suggesting that the more the sequence was repeated, the less participants spatialized information from left to right. These findings show that associations created in working memory between items and space can vanish in repeated sequences: we discuss the idea that working memory progressively saves on spatialization once a sequence is chunked in long-term memory.
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Affiliation(s)
| | | | | | - Fabien Mathy
- BCL, CNRS, Université Côte d'Azur, Nice, France.
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Ftaïta M, Vivion M, Banks E, Guida A, Ramanoël S, Fartoukh M, Mathy F. Optimized experimental designs to best detect spatial positional association of response codes in working memory. Atten Percept Psychophys 2023:10.3758/s13414-023-02666-9. [PMID: 37264292 DOI: 10.3758/s13414-023-02666-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/16/2023] [Indexed: 06/03/2023]
Abstract
The SPoARC (Spatial Positional Association of Response Codes) effect refers to spatialization of information in working memory. Among the potential factors that could influence how order is mapped onto a mental space during the recognition process, we selected the following two factors: i) the type of stimuli, in particular their verbal vs. visual aspects and ii) the number of probes. In this study, 137 participants memorized sequences of either words or pictures and subsequently performed a recognition test for which they responded using lateralized keys. For half of the participants, only one probe was presented after each sequence, whereas the other half was administered several probes. A significantly greater number of participants presented a SPoARC using a single probe. We discuss that spatialization is best detected when the sequence is scanned only once. Results also showed no difference between the two types of stimuli (i.e., verbal vs. visual). This finding raises the question of the respective roles of verbalization and visualization in the SPoARC.
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Affiliation(s)
| | | | | | | | - Stephen Ramanoël
- LAMHESS, Université Côte d'Azur, Nice, France
- Sorbonne Université, INSERM, CNRS, Institut de la Vision, 17 rue Moreau, F-75012, Paris, France
| | | | - Fabien Mathy
- BCL, CNRS, Université Côte d'Azur, Nice, France.
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Summing up: A functional role of eye movements along the mental number line for arithmetic. Acta Psychol (Amst) 2022; 230:103770. [DOI: 10.1016/j.actpsy.2022.103770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 05/03/2022] [Accepted: 10/11/2022] [Indexed: 11/24/2022] Open
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Guida A, Porret A. A SPoARC of Music: Musicians Spatialize Melodies but not All-Comers. Cogn Sci 2022; 46:e13139. [PMID: 35503037 DOI: 10.1111/cogs.13139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Revised: 02/23/2022] [Accepted: 04/01/2022] [Indexed: 12/01/2022]
Abstract
Recent studies on the spatial positional associated response codes (SPoARC) effect have shown that when Western adults are asked to keep in mind sequences of verbal items, they mentally spatialize them along the horizontal axis, with the initial items being associated with the left and the last items being associated with the right. The origin of this mental line is still debated, but it has been theorized that it necessitates specific spatial cognitive structures to emerge, which are built through expertise. This hypothesis is examined by testing for the first time whether Western individuals spatialize melodies from left to right and whether expertise in the musical domain is necessary for this effect to emerge. Two groups (musicians and non-musicians) of participants were asked to memorize sequences of four musical notes and to indicate if a subsequent probe was part of the sequence by pressing a "yes" key or a "no" key with the left or right index finger. Left/right-hand key assignment was reversed at mid-experiment. The results showed a SPoARC effect only for the group of musicians. Moreover, no association between pitch and hand responses was observed in either of the two groups. These findings suggest a crucial role of expertise in the SPoARC effect.
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van Dijck JP, Fias W, Cipora K. Spatialization in working memory and its relation to math anxiety. Ann N Y Acad Sci 2022; 1512:192-202. [PMID: 35274298 DOI: 10.1111/nyas.14765] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2021] [Accepted: 02/10/2022] [Indexed: 01/22/2023]
Abstract
Working memory (WM) is one of the most important cognitive functions that may play a role in the relation between math anxiety (MA) and math performance. The processing efficiency theory proposes that rumination and worrisome thoughts (induced by MA) result in less available WM resources (which are needed to solve math problems). At the same time, high MA individuals have lower verbal and spatial WM capacity in general. Extending these findings, we found that MA is also linked to the spatial coding of serial order in verbal WM: subjects who organize sequences from left-to-right in verbal WM show lower levels of MA compared with those who do not spatialize. Furthermore, these spatial coders have higher verbal WM capacity, better numerical order judgment abilities, and higher math scores. These findings suggest that spatially structuring the verbal mind is a promising cognitive correlate of MA and opens new avenues for exploring causal links between elementary cognitive processes and MA.
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Affiliation(s)
- Jean-Philippe van Dijck
- Department of Applied Psychology, Thomas More University of Applied Sciences, Flanders, Belgium.,Department of Experimental Psychology, Ghent University, Ghent, Belgium
| | - Wim Fias
- Department of Experimental Psychology, Ghent University, Ghent, Belgium
| | - Krzysztof Cipora
- Centre for Mathematical Cognition, Loughborough University, Loughborough, United Kingdom
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Early is left and up: Saccadic responses reveal horizontal and vertical spatial associations of serial order in working memory. Cognition 2021; 217:104908. [PMID: 34543935 DOI: 10.1016/j.cognition.2021.104908] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Revised: 09/11/2021] [Accepted: 09/12/2021] [Indexed: 11/20/2022]
Abstract
Maintaining serial order in working memory is crucial for cognition. Recent theories propose that serial information is achieved by positional coding of items on a spatial frame of reference. In line with this, an early-left and late-right spatial-positional association of response code (SPoARC) effect has been established. Various theoretical accounts have been put forward to explain the SPoARC effect (the mental whiteboard hypothesis, conceptual metaphor theory, polarity correspondence, or the indirect spatial-numerical association effect). Crucially, while all these accounts predict a left-to-right orientation of the SPoARC effect, they make different predictions regarding the direction of a possible vertical SPoARC effect. In this study, we therefore investigated SPoARC effects along the horizontal and vertical spatial dimension by means of saccadic responses. We replicated the left-to-right horizontal SPoARC effect and established for the first time an up-to-down vertical SPoARC effect. The direction of the vertical SPoARC effect was in contrast to that predicted by metaphor theory, polarity correspondence, or by the indirect spatial-numerical association effect. Rather, our results support the mental whiteboard-hypothesis, according to which positions can be flexibly coded on an internal space depending on the task demands. We also found that the strengths of the horizontal and vertical SPoARC effects were correlated, showing that some people are more prone than others to use spatial references for position coding. Our results therefore suggest that context templates used for position marking are not necessarily spatial in nature but depend on individual strategy preferences.
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Guida A, Maherault M. Bootstrapping the visuospatial bootstrapping effect and testing its spatialisation. Memory 2021; 29:456-470. [PMID: 33819131 DOI: 10.1080/09658211.2021.1903039] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
When sequences of digits are visually presented within a numerical keypad on a screen, memory span increases, this effect was named visuospatial bootstrapping. The aim of the first experiment was to know if this effect could emerge without presenting a keypad on the screen. For this purpose, a three-phase experiment was designed. During phase 1, the immediate serial recall of two groups of participants was compared (pre-training): the first group saw sequences of one-digit numbers displayed on a screen within a keypad (the keypad group) whereas the second group heard the (same) sequences (the auditive group). During phase 2, all participants underwent a training session to help them visualise in their mind a keypad. Finally, in the third phase, participants were tested again with an immediate serial recall task (post-training). Results showed that both groups had comparable performance in post-training indicating that the visuospatial bootstrapping could be obtained without displaying a numerical keypad. The second experiment also involved a keypad group and an auditive group and was designed to investigate their spatial representation. Results showed that both groups spatialised the digits following the keypad spatial configuration: digits 1-4-7 were associated to left, 2-5-8 to middle and 3-6-9 to right.
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Affiliation(s)
- Alessandro Guida
- LP3C, Department of Psychology, Université Rennes, Rennes, France
| | - Mathilde Maherault
- Department of Life Sciences and the Environment, Université Rennes, Rennes, France
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Aulet LS, Yousif SR, Lourenco SF. Spatial-numerical associations from a novel paradigm support the mental number line account. Q J Exp Psychol (Hove) 2021; 74:1829-1840. [PMID: 33759642 DOI: 10.1177/17470218211008733] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Multiple tasks have been used to demonstrate the relation between numbers and space. The classic interpretation of these directional spatial-numerical associations (d-SNAs) is that they are the product of a mental number line (MNL), in which numerical magnitude is intrinsically associated with spatial position. The alternative account is that d-SNAs reflect task demands, such as explicit numerical judgements and/or categorical responses. In the novel "Where was The Number?" task, no explicit numerical judgements were made. Participants were simply required to reproduce the location of a numeral within a rectangular space. Using a between-subject design, we found that numbers, but not letters, biased participants' responses along the horizontal dimension, such that larger numbers were placed more rightward than smaller numbers, even when participants completed a concurrent verbal working memory task. These findings are consistent with the MNL account, such that numbers specifically are inherently left-to-right oriented in Western participants.
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Affiliation(s)
- Lauren S Aulet
- Department of Psychology, Emory University, Atlanta, GA, USA
| | - Sami R Yousif
- Department of Psychology, Yale University, New Haven, CT, USA
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A gifted SNARC? Directional spatial-numerical associations in gifted children with high-level math skills do not differ from controls. PSYCHOLOGICAL RESEARCH 2020; 85:1645-1661. [PMID: 32448946 PMCID: PMC8211597 DOI: 10.1007/s00426-020-01354-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Accepted: 04/29/2020] [Indexed: 12/31/2022]
Abstract
The SNARC (Spatial-Numerical Association of Response Codes) effect (i.e., a tendency to associate small/large magnitude numbers with the left/right hand side) is prevalent across the whole lifespan. Because the ability to relate numbers to space has been viewed as a cornerstone in the development of mathematical skills, the relationship between the SNARC effect and math skills has been frequently examined. The results remain largely inconsistent. Studies testing groups of people with very low or very high skill levels in math sometimes found relationships between SNARC and math skills. So far, however, studies testing such extreme math skills level groups were mostly investigating the SNARC effect in individuals revealing math difficulties. Groups with above average math skills remain understudied, especially in regard to children. Here, we investigate the SNARC effect in gifted children, as compared to normally developing children (overall n = 165). Frequentist and Bayesian analysis suggested that the groups did not differ from each other in the SNARC effect. These results are the first to provide evidence for the SNARC effect in a relatively large sample of gifted (and mathematically highly skilled) children. In sum, our study provides another piece of evidence for no direct link between the SNARC effect and mathematical ability in childhood.
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