601
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602
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Bender A, Schlimm D, Beller S. The Cognitive Advantages of Counting Specifically: A Representational Analysis of Verbal Numeration Systems in Oceanic Languages. Top Cogn Sci 2015; 7:552-69. [DOI: 10.1111/tops.12165] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2013] [Revised: 10/14/2014] [Accepted: 12/09/2014] [Indexed: 01/29/2023]
Affiliation(s)
- Andrea Bender
- Department of Psychosocial Science; University of Bergen
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603
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Clayton S, Gilmore C, Inglis M. Dot comparison stimuli are not all alike: the effect of different visual controls on ANS measurement. Acta Psychol (Amst) 2015; 161:177-84. [PMID: 26408864 DOI: 10.1016/j.actpsy.2015.09.007] [Citation(s) in RCA: 80] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2014] [Revised: 06/10/2015] [Accepted: 09/08/2015] [Indexed: 01/29/2023] Open
Abstract
The most common method of indexing Approximate Number System (ANS) acuity is to use a nonsymbolic dot comparison task. Currently there is no standard protocol for creating the dot array stimuli and it is unclear whether tasks that control for different visual cues, such as cumulative surface area and convex hull size, measure the same cognitive constructs. Here we investigated how the accuracy and reliability of magnitude judgements is influenced by visual controls through a comparison of performance on dot comparison trials created with two standard methods: the Panamath program and Gebuis & Reynvoet's script. Fifty-one adult participants completed blocks of trials employing images constructed using the two protocols twice to obtain a measure of immediate test-retest reliability. We found no significant correlation between participants' accuracy scores on trials created with the two protocols, suggesting that tasks employing these protocols may measure different cognitive constructs. Additionally, there were significant differences in the test-retest reliabilities for trials created with each protocol. Finally, strong congruency effects for convex hull size were found for both sets of protocol trials, which provides some clarification for conflicting results in the literature.
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604
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Overmann KA. Numerosity Structures the Expression of Quantity in Lexical Numbers and Grammatical Number. CURRENT ANTHROPOLOGY 2015. [DOI: 10.1086/683092] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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605
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Newcombe NS, Levine SC, Mix KS. Thinking about quantity: the intertwined development of spatial and numerical cognition. WILEY INTERDISCIPLINARY REVIEWS. COGNITIVE SCIENCE 2015; 6:491-505. [PMID: 26415916 DOI: 10.1002/wcs.1369] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/30/2014] [Revised: 05/19/2015] [Accepted: 08/04/2015] [Indexed: 01/29/2023]
Abstract
There are many continuous quantitative dimensions in the physical world. Philosophical, psychological, and neural work has focused mostly on space and number. However, there are other important continuous dimensions (e.g., time and mass). Moreover, space can be broken down into more specific dimensions (e.g., length, area, and density) and number can be conceptualized discretely or continuously (i.e., natural vs real numbers). Variation on these quantitative dimensions is typically correlated, e.g., larger objects often weigh more than smaller ones. Number is a distinctive continuous dimension because the natural numbers (i.e., positive integers) are used to quantify collections of discrete objects. This aspect of number is emphasized by teaching of the count word sequence and arithmetic during the early school years. We review research on spatial and numerical estimation, and argue that a generalized magnitude system is the starting point for development in both domains. Development occurs along several lines: (1) changes in capacity, durability, and precision, (2) differentiation of the generalized magnitude system into separable dimensions, (3) formation of a discrete number system, i.e., the positive integers, (4) mapping the positive integers onto the continuous number line, and (5) acquiring abstract knowledge of the relations between pairs of systems. We discuss implications of this approach for teaching various topics in mathematics, including scaling, measurement, proportional reasoning, and fractions.
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Affiliation(s)
- Nora S Newcombe
- Department of Psychology, Temple University, Philadelphia, PA, USA
| | - Susan C Levine
- Department of Psychology, University of Chicago, Chicago, IL, USA
| | - Kelly S Mix
- Department of Counseling, Educational Psychology, and Special Education, Michigan State University, Lansing, MI, USA
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606
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Wagner K, Kimura K, Cheung P, Barner D. Why is number word learning hard? Evidence from bilingual learners. Cogn Psychol 2015; 83:1-21. [PMID: 26413888 DOI: 10.1016/j.cogpsych.2015.08.006] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2015] [Revised: 08/11/2015] [Accepted: 08/24/2015] [Indexed: 01/29/2023]
Abstract
Young children typically take between 18 months and 2 years to learn the meanings of number words. In the present study, we investigated this developmental trajectory in bilingual preschoolers to examine the relative contributions of two factors in number word learning: (1) the construction of numerical concepts, and (2) the mapping of language specific words onto these concepts. We found that children learn the meanings of small number words (i.e., one, two, and three) independently in each language, indicating that observed delays in learning these words are attributable to difficulties in mapping words to concepts. In contrast, children generally learned to accurately count larger sets (i.e., five or greater) simultaneously in their two languages, suggesting that the difficulty in learning to count is not tied to a specific language. We also replicated previous studies that found that children learn the counting procedure before they learn its logic - i.e., that for any natural number, n, the successor of n in the count list denotes the cardinality n+1. Consistent with past studies, we found that children's knowledge of successors is first acquired incrementally. In bilinguals, we found that this knowledge exhibits item-specific transfer between languages, suggesting that the logic of the positive integers may not be stored in a language-specific format. We conclude that delays in learning the meanings of small number words are mainly due to language-specific processes of mapping words to concepts, whereas the logic and procedures of counting appear to be learned in a format that is independent of a particular language and thus transfers rapidly from one language to the other in development.
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Affiliation(s)
- Katie Wagner
- Department of Psychology, University of California, San Diego, United States.
| | - Katherine Kimura
- Department of Psychology, University of California, San Diego, United States; Department of Psychology, University of California, Berkeley, United States
| | - Pierina Cheung
- Department of Psychology, University of California, San Diego, United States; Department of Psychology, University of Waterloo, Canada
| | - David Barner
- Department of Psychology, University of California, San Diego, United States; Department of Linguistics, University of California, San Diego, United States
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607
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Piazza M, Eger E. Neural foundations and functional specificity of number representations. Neuropsychologia 2015; 83:257-273. [PMID: 26403660 DOI: 10.1016/j.neuropsychologia.2015.09.025] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2015] [Revised: 09/15/2015] [Accepted: 09/20/2015] [Indexed: 01/29/2023]
Abstract
Number is a complex category, as with the word "number" we may refer to different entities. First, it is a perceptual property that characterizes any set of individual items, namely its cardinality. The ability to extract the (approximate) cardinality of sets is almost universal in the animal domain and present in humans since birth. In primates, posterior parietal cortex seems to be a crucial site for this ability, even if the degree of selectivity of numerical representations in parietal cortex reported to date appears much lower compared to that of other semantic categories in the ventral stream. Number can also be intended as a mathematical object, which we humans use to count, measure, and order: a (verbal or visual) symbol that stands for the cardinality of a set, the intensity of a continuous quantity or the position of an item on a list. Evidence points to a convergence towards parietal cortex for the semantic coding of numerical symbols and to the bilateral occipitotemporal cortex for the shape coding of Arabic digits and other number symbols.
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Affiliation(s)
- Manuela Piazza
- Center for Mind/Brain Sciences, University of Trento, Italy; Cognitive Neuroimaging Unit, INSERM, Gif sur Yvette, France; NeuroSpin Center, DSV, I2BM, CEA, Gif sur Yvette, France; University of Paris 11, Orsay, France.
| | - Evelyn Eger
- Cognitive Neuroimaging Unit, INSERM, Gif sur Yvette, France; NeuroSpin Center, DSV, I2BM, CEA, Gif sur Yvette, France; University of Paris 11, Orsay, France
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608
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Adger D, Svenonius P. Linguistic explanation and domain specialization: a case study in bound variable anaphora. Front Psychol 2015; 6:1421. [PMID: 26441791 PMCID: PMC4585305 DOI: 10.3389/fpsyg.2015.01421] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2015] [Accepted: 09/07/2015] [Indexed: 01/29/2023] Open
Abstract
The core question behind this Frontiers research topic is whether explaining linguistic phenomena requires appeal to properties of human cognition that are specialized to language. We argue here that investigating this issue requires taking linguistic research results seriously, and evaluating these for domain-specificity. We present a particular empirical phenomenon, bound variable interpretations of pronouns dependent on a quantifier phrase, and argue for a particular theory of this empirical domain that is couched at a level of theoretical depth which allows its principles to be evaluated for domain-specialization. We argue that the relevant principles are specialized when they apply in the domain of language, even if analogs of them are plausibly at work elsewhere in cognition or the natural world more generally. So certain principles may be specialized to language, though not, ultimately, unique to it. Such specialization is underpinned by ultimately biological factors, hence part of UG.
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Affiliation(s)
- David Adger
- Linguistics, Queen Mary University of London London, UK
| | - Peter Svenonius
- Center for Advanced Study in Theoretical Linguistics, Department of Language and Linguistics, University of Tromsø - The Arctic University of Norway Tromsø, Norway
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609
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Núñez R, Fias W. Ancestral Mental Number Lines: What Is the Evidence? Cogn Sci 2015; 41:2262-2266. [DOI: 10.1111/cogs.12296] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2015] [Revised: 05/20/2015] [Accepted: 06/03/2015] [Indexed: 01/29/2023]
Affiliation(s)
- Rafael Núñez
- Department of Cognitive Science; University of California; San Diego
| | - Wim Fias
- Department of Experimental Psychology; Ghent University
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610
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How to estimate how well people estimate: Evaluating measures of individual differences in the approximate number system. Atten Percept Psychophys 2015; 77:2781-802. [DOI: 10.3758/s13414-015-0974-6] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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611
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Comparison of discrete ratios by rhesus macaques (Macaca mulatta). Anim Cogn 2015; 19:75-89. [PMID: 26286201 DOI: 10.1007/s10071-015-0914-9] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2015] [Revised: 07/18/2015] [Accepted: 08/10/2015] [Indexed: 01/29/2023]
Abstract
Perceiving and comparing ratios are crucial skills for humans. Little is known about whether other animals can compare ratios. We trained two rhesus macaques (Macaca mulatta) to choose arrays that contained the greater ratio of positive to negative stimuli, regardless of the absolute number of stimuli in each of the two choice arrays. Subjects learned this task, and their performance generalized to novel ratios. Moreover, performance was modulated by the ratio between ratios; subjects responded more quickly and accurately when the ratio between ratios was higher. Control conditions ruled out the possibility that subjects were relying on surface area, although the ratio between ratios of surface area did seem to influence their choices. Our results demonstrate that rhesus monkeys can compare discrete ratios, demonstrating not only proportional reasoning ability but also the ability to reason about relations between relations.
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612
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Leibovich T, Henik A, Salti M. Numerosity processing is context driven even in the subitizing range: An fMRI study. Neuropsychologia 2015; 77:137-47. [PMID: 26297625 PMCID: PMC4710636 DOI: 10.1016/j.neuropsychologia.2015.08.016] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2015] [Revised: 07/30/2015] [Accepted: 08/17/2015] [Indexed: 01/29/2023]
Abstract
Numerical judgments are involved in almost every aspect of our daily life. They are carried out so efficiently that they are often considered to be automatic and innate. However, numerosity of non-symbolic stimuli is highly correlated with its continuous properties (e.g., density, area), and so it is hard to determine whether numerosity and continuous properties rely on the same mechanism. Here we examined the behavioral and neuronal mechanisms underlying such judgments. We scanned subjects' hemodynamic responses to a numerosity comparison task and to a surface area comparison task. In these tasks, numerical and continuous magnitudes could be either congruent or incongruent. Behaviorally, an interaction between the order of the tasks and the relevant dimension modulated the congruency effects. Continuous magnitudes always interfered with numerosity comparison. Numerosity, on the other hand, interfered with the surface area comparison only when participants began with the numerosity task. Hemodynamic activity showed that context (induced by task order) determined the neuronal pathways in which the dimensions were processed. Starting with the numerosity task led to enhanced activity in the right hemisphere, while starting with the continuous task led to enhanced left hemisphere activity. Continuous magnitudes processing relied on activation of the frontal eye field and the post-central gyrus. Processing of numerosities, on the other hand, relied on deactivation of these areas, suggesting active suppression of the continuous dimension. Accordingly, we suggest that numerosities, even in the subitizing range, are not always processed automatically; their processing depends on context and task demands.
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Affiliation(s)
- Tali Leibovich
- Department of Cognitive and Brain Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel; The Zlotowski Center for Neuroscience, Ben-Gurion University of the Negev, Beer-Sheva, Israel.
| | - Avishai Henik
- The Zlotowski Center for Neuroscience, Ben-Gurion University of the Negev, Beer-Sheva, Israel; Department of Psychology, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Moti Salti
- Department of Cognitive and Brain Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel; The Zlotowski Center for Neuroscience, Ben-Gurion University of the Negev, Beer-Sheva, Israel
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613
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Abstract
The role of language in memory for arithmetic facts remains controversial. Here, we examined transfer of memory training for evidence that bilinguals may acquire language-specific memory stores for everyday arithmetic facts. Chinese-English bilingual adults (n = 32) were trained on different subsets of simple addition and multiplication problems. Each operation was trained in one language or the other. The subsequent test phase included all problems with addition and multiplication alternating across trials in two blocks, one in each language. Averaging over training language, the response time (RT) gains for trained problems relative to untrained problems were greater in the trained language than in the untrained language. Subsequent analysis showed that English training produced larger RT gains for trained problems relative to untrained problems in English at test relative to the untrained Chinese language. In contrast, there was no evidence with Chinese training that problem-specific RT gains differed between Chinese and the untrained English language. We propose that training in Chinese promoted a translation strategy for English arithmetic (particularly multiplication) that produced strong cross-language generalization of practice, whereas training in English strengthened relatively weak, English-language arithmetic memories and produced little generalization to Chinese (i.e., English training did not induce an English translation strategy for Chinese language trials). The results support the existence of language-specific strengthening of memory for everyday arithmetic facts.
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614
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Geary DC, Hoard MK, Nugent L, Rouder JN. Individual differences in algebraic cognition: Relation to the approximate number and semantic memory systems. J Exp Child Psychol 2015; 140:211-27. [PMID: 26255604 DOI: 10.1016/j.jecp.2015.07.010] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2015] [Revised: 07/14/2015] [Accepted: 07/15/2015] [Indexed: 01/29/2023]
Abstract
The relation between performance on measures of algebraic cognition and acuity of the approximate number system (ANS) and memory for addition facts was assessed for 171 ninth graders (92 girls) while controlling for parental education, sex, reading achievement, speed of numeral processing, fluency of symbolic number processing, intelligence, and the central executive component of working memory. The algebraic tasks assessed accuracy in placing x,y pairs in the coordinate plane, speed and accuracy of expression evaluation, and schema memory for algebra equations. ANS acuity was related to accuracy of placements in the coordinate plane and expression evaluation but not to schema memory. Frequency of fact retrieval errors was related to schema memory but not to coordinate plane or expression evaluation accuracy. The results suggest that the ANS may contribute to or be influenced by spatial-numerical and numerical-only quantity judgments in algebraic contexts, whereas difficulties in committing addition facts to long-term memory may presage slow formation of memories for the basic structure of algebra equations. More generally, the results suggest that different brain and cognitive systems are engaged during the learning of different components of algebraic competence while controlling for demographic and domain general abilities.
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Affiliation(s)
- David C Geary
- Department of Psychological Sciences, University of Missouri, Columbia, MO 65211, USA.
| | - Mary K Hoard
- Department of Psychological Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Lara Nugent
- Department of Psychological Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Jeffrey N Rouder
- Department of Psychological Sciences, University of Missouri, Columbia, MO 65211, USA
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615
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Gomez A, Piazza M, Jobert A, Dehaene-Lambertz G, Dehaene S, Huron C. Mathematical difficulties in developmental coordination disorder: Symbolic and nonsymbolic number processing. RESEARCH IN DEVELOPMENTAL DISABILITIES 2015; 43-44:167-178. [PMID: 26188690 DOI: 10.1016/j.ridd.2015.06.011] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2014] [Revised: 06/27/2015] [Accepted: 06/29/2015] [Indexed: 06/04/2023]
Abstract
At school, children with Developmental Coordination Disorder (DCD) struggle with mathematics. However, little attention has been paid to their numerical cognition abilities. The goal of this study was to better understand the cognitive basis for mathematical difficulties in children with DCD. Twenty 7-to-10 years-old children with DCD were compared to twenty age-matched typically developing children using dot and digit comparison tasks to assess symbolic and nonsymbolic number processing and in a task of single digits additions. Results showed that children with DCD had lower performance in nonsymbolic and symbolic number comparison tasks than typically developing children. They were also slower to solve simple addition problems. Moreover, correlational analyses showed that children with DCD who experienced greater impairments in the nonsymbolic task also performed more poorly in the symbolic tasks. These findings suggest that DCD impairs both nonsymbolic and symbolic number processing. A systematic assessment of numerical cognition in children with DCD could provide a more comprehensive picture of their deficits and help in proposing specific remediation.
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Affiliation(s)
- Alice Gomez
- INSERM, U992, Cognitive Neuroimaging Unit, CEA/SAC/DSV/DRM/NeuroSpin, Bât 145, Point Courrier 156, F-91191 Gif/Yvette, France; CEA, DSV/I2BM, NeuroSpin Center, Bât 145, Point Courrier 156, F-91191 Gif/Yvette, France; Univ Paris-Sud, Cognitive Neuroimaging Unit, Bât 300, 91405 Orsay Cedex, France
| | - Manuela Piazza
- INSERM, U992, Cognitive Neuroimaging Unit, CEA/SAC/DSV/DRM/NeuroSpin, Bât 145, Point Courrier 156, F-91191 Gif/Yvette, France; CEA, DSV/I2BM, NeuroSpin Center, Bât 145, Point Courrier 156, F-91191 Gif/Yvette, France; Univ Paris-Sud, Cognitive Neuroimaging Unit, Bât 300, 91405 Orsay Cedex, France
| | - Antoinette Jobert
- INSERM, U992, Cognitive Neuroimaging Unit, CEA/SAC/DSV/DRM/NeuroSpin, Bât 145, Point Courrier 156, F-91191 Gif/Yvette, France; CEA, DSV/I2BM, NeuroSpin Center, Bât 145, Point Courrier 156, F-91191 Gif/Yvette, France; Univ Paris-Sud, Cognitive Neuroimaging Unit, Bât 300, 91405 Orsay Cedex, France
| | - Ghislaine Dehaene-Lambertz
- INSERM, U992, Cognitive Neuroimaging Unit, CEA/SAC/DSV/DRM/NeuroSpin, Bât 145, Point Courrier 156, F-91191 Gif/Yvette, France; CEA, DSV/I2BM, NeuroSpin Center, Bât 145, Point Courrier 156, F-91191 Gif/Yvette, France; Univ Paris-Sud, Cognitive Neuroimaging Unit, Bât 300, 91405 Orsay Cedex, France
| | - Stanislas Dehaene
- INSERM, U992, Cognitive Neuroimaging Unit, CEA/SAC/DSV/DRM/NeuroSpin, Bât 145, Point Courrier 156, F-91191 Gif/Yvette, France; CEA, DSV/I2BM, NeuroSpin Center, Bât 145, Point Courrier 156, F-91191 Gif/Yvette, France; Univ Paris-Sud, Cognitive Neuroimaging Unit, Bât 300, 91405 Orsay Cedex, France
| | - Caroline Huron
- INSERM, U992, Cognitive Neuroimaging Unit, CEA/SAC/DSV/DRM/NeuroSpin, Bât 145, Point Courrier 156, F-91191 Gif/Yvette, France; CEA, DSV/I2BM, NeuroSpin Center, Bât 145, Point Courrier 156, F-91191 Gif/Yvette, France; Univ Paris-Sud, Cognitive Neuroimaging Unit, Bât 300, 91405 Orsay Cedex, France.
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616
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Hung YH, Pallier C, Dehaene S, Lin YC, Chang A, Tzeng OJL, Wu DH. Neural correlates of merging number words. Neuroimage 2015. [PMID: 26226086 DOI: 10.1016/j.neuroimage.2015.07.045] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
Complex number words (e.g., "twenty two") are formed by merging together several simple number words (e.g., "twenty" and "two"). In the present study, we explored the neural correlates of this operation and investigated to what extent it engages brain areas involved processing numerical quantity and linguistic syntactic structure. Participants speaking two typologically distinct languages, French and Chinese, were required to read aloud sequences of simple number words while their cerebral activity was recorded by functional magnetic resonance imaging. Each number word could either be merged with the previous ones (e.g., 'twenty three') or not (e.g., 'three twenty'), thus forming four levels ranging from lists of number words to complex numerals. When a number word could be merged with the preceding ones, it was named faster than when it could not. Neuroimaging results showed that the number of merges correlated with activation in the left inferior frontal gyrus and in the left inferior parietal lobule. Consistent findings across Chinese and French participants suggest that these regions serve as the neural bases for forming complex number words in different languages.
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Affiliation(s)
- Yi-Hui Hung
- Institute of Neuroscience, National Yang-Ming University, Taiwan; Laboratories for Cognitive Neuroscience, National Yang-Ming University, Taiwan; Haskins Laboratories, 300 George St, Suite 900, New Haven, CT 06511, USA; Yale University, New Haven, CT 06520, USA
| | - Christophe Pallier
- INSERM, U992, Cognitive Neuroimaging Unit, F-91191 Gif/Yvette, France; CEA, DSV/I2BM, NeuroSpin Center, F-91191 Gif/Yvette, France; Univ Paris-Sud, Cognitive Neuroimaging Unit, F-91191 Gif/Yvette, France; Collège de France, F-75005 Paris, France
| | - Stanislas Dehaene
- INSERM, U992, Cognitive Neuroimaging Unit, F-91191 Gif/Yvette, France; CEA, DSV/I2BM, NeuroSpin Center, F-91191 Gif/Yvette, France; Univ Paris-Sud, Cognitive Neuroimaging Unit, F-91191 Gif/Yvette, France; Collège de France, F-75005 Paris, France
| | - Yi-Chen Lin
- Institute of Neuroscience, National Yang-Ming University, Taiwan; Laboratories for Cognitive Neuroscience, National Yang-Ming University, Taiwan
| | - Acer Chang
- Institute of Cognitive Neuroscience, National Central University, Taiwan; Department of Informatics, University of Sussex, Brighton BN1 9QJ, UK; Sackler Centre for Consciousness Science, University of Sussex, Brighton BN1 9QJ, UK
| | - Ovid J-L Tzeng
- Brain Science Research Center, National Chiao Tung University, Hsinchu, Taiwan; The Institute of Linguistics, Academia Sinica, Taiwan
| | - Denise H Wu
- Laboratories for Cognitive Neuroscience, National Yang-Ming University, Taiwan; Institute of Cognitive Neuroscience, National Central University, Taiwan.
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617
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Jang S, Cho S. The Acuity for Numerosity (but Not Continuous Magnitude) Discrimination Correlates with Quantitative Problem Solving but Not Routinized Arithmetic. CURRENT PSYCHOLOGY 2015. [DOI: 10.1007/s12144-015-9354-6] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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618
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Norris JE, McGeown WJ, Guerrini C, Castronovo J. Aging and the number sense: preserved basic non-symbolic numerical processing and enhanced basic symbolic processing. Front Psychol 2015; 6:999. [PMID: 26236269 PMCID: PMC4502343 DOI: 10.3389/fpsyg.2015.00999] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2015] [Accepted: 07/02/2015] [Indexed: 01/29/2023] Open
Abstract
Aging often leads to general cognitive decline in domains such as memory and attention. The effect of aging on numerical cognition, particularly on foundational numerical skills known as the number sense, is not well-known. Early research focused on the effect of aging on arithmetic. Recent studies have begun to investigate the impact of healthy aging on basic numerical skills, but focused on non-symbolic quantity discrimination alone. Moreover, contradictory findings have emerged. The current study aimed to further investigate the impact of aging on basic non-symbolic and symbolic numerical skills. A group of 25 younger (18-25) and 25 older adults (60-77) participated in non-symbolic and symbolic numerical comparison tasks. Mathematical and spelling abilities were also measured. Results showed that aging had no effect on foundational non-symbolic numerical skills, as both groups performed similarly [RTs, accuracy and Weber fractions (w)]. All participants showed decreased non-symbolic acuity (accuracy and w) in trials requiring inhibition. However, aging appears to be associated with a greater decline in discrimination speed in such trials. Furthermore, aging seems to have a positive impact on mathematical ability and basic symbolic numerical processing, as older participants attained significantly higher mathematical achievement scores, and performed significantly better on the symbolic comparison task than younger participants. The findings suggest that aging and its lifetime exposure to numbers may lead to better mathematical achievement and stronger basic symbolic numerical skills. Our results further support the observation that basic non-symbolic numerical skills are resilient to aging, but that aging may exacerbate poorer performance on trials requiring inhibitory processes. These findings lend further support to the notion that preserved basic numerical skills in aging may reflect the preservation of an innate, primitive, and embedded number sense.
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Affiliation(s)
- Jade E Norris
- Department of Psychology, University of Hull Hull, UK
| | - William J McGeown
- School of Psychological Sciences and Health, University of Strathclyde Glasgow, UK
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619
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Tobia V, Bonifacci P, Marzocchi GM. Concurrent and longitudinal predictors of calculation skills in preschoolers. EUROPEAN JOURNAL OF PSYCHOLOGY OF EDUCATION 2015. [DOI: 10.1007/s10212-015-0260-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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620
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Heine SJ, Norenzayan A. Toward a Psychological Science for a Cultural Species. PERSPECTIVES ON PSYCHOLOGICAL SCIENCE 2015; 1:251-69. [PMID: 26151632 DOI: 10.1111/j.1745-6916.2006.00015.x] [Citation(s) in RCA: 98] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Humans are a cultural species, and the study of human psychology benefits from attention to cultural influences. Cultural psychology's contributions to psychological science can largely be divided according to the two different stages of scientific inquiry. Stage 1 research seeks cultural differences and establishes the boundaries of psychological phenomena. Stage 2 research seeks underlying mechanisms of those cultural differences. The literatures regarding these two distinct stages are reviewed, and various methods for conducting Stage 2 research are discussed. The implications of culture-blind and multicultural psychologies for society and intergroup relations are also discussed.
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Affiliation(s)
- Steven J Heine
- University of British Columbia, Vancouver, British Columbia, Canada
| | - Ara Norenzayan
- University of British Columbia, Vancouver, British Columbia, Canada
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621
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Abstract
Many studies rely on estimation of Weber ratios (W) in order to quantify the acuity an individual's approximate number system. This paper discusses several problems encountered in estimating W using the standard methods, most notably low power and inefficiency. Through simulation, this work shows that W can best be estimated in a Bayesian framework that uses an inverse (1/W) prior. This beneficially balances a bias/variance trade-off and, when used with MAP estimation is extremely simple to implement. Use of this scheme substantially improves statistical power in examining correlates of W.
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622
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Tinelli F, Anobile G, Gori M, Aagten-Murphy D, Bartoli M, Burr DC, Cioni G, Concetta Morrone M. Time, number and attention in very low birth weight children. Neuropsychologia 2015; 73:60-9. [PMID: 25934636 PMCID: PMC5040499 DOI: 10.1016/j.neuropsychologia.2015.04.016] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2014] [Revised: 04/13/2015] [Accepted: 04/16/2015] [Indexed: 01/29/2023]
Abstract
Premature birth has been associated with damage in many regions of the cerebral cortex, although there is a particularly strong susceptibility for damage within the parieto-occipital lobes (Volpe, 2009). As these areas have been shown to be critical for both visual attention and magnitudes perception (time, space, and number), it is important to investigate the impact of prematurity on both the magnitude and attentional systems, particularly for children without overt white matter injuries, where the lack of obvious injury may cause their difficulties to remain unnoticed. In this study, we investigated the ability to judge time intervals (visual, audio and audio-visual temporal bisection), discriminate between numerical quantities (numerosity comparison), map numbers onto space (numberline task) and to maintain visuo-spatial attention (multiple-object-tracking) in school-age preterm children (N29). The results show that various parietal functions may be more or less robust to prematurity-related difficulties, with strong impairments found on time estimation and attentional task, while numerical discrimination or mapping tasks remained relatively unimpaired. Thus while our study generally supports the hypothesis of a dorsal stream vulnerability in children born preterm relative to other cortical locations, it further suggests that particular cognitive processes, as highlighted by performance on different tasks, are far more susceptible than others.
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Affiliation(s)
- Francesca Tinelli
- Department of Developmental Neuroscience, Stella Maris Scientific Institute, Pisa, Italy
| | - Giovanni Anobile
- Department of Neuroscience, Psychology, Pharmacology and Child Health, University of Florence, Florence, Italy
| | - Monica Gori
- Robotics, Brain & Cognitive Sciences Department, Istituto Italiano di Tecnologia, Genoa, Italy
| | | | - Mariaelisa Bartoli
- Department of Developmental Neuroscience, Stella Maris Scientific Institute, Pisa, Italy
| | - David C Burr
- Department of Neuroscience, Psychology, Pharmacology and Child Health, University of Florence, Florence, Italy; CNR Institute of Neuroscience, Pisa, Italy.
| | - Giovanni Cioni
- Department of Developmental Neuroscience, Stella Maris Scientific Institute, Pisa, Italy; Department of Clinical and Experimental Medicine, University of Pisa, Italy
| | - Maria Concetta Morrone
- Department of Developmental Neuroscience, Stella Maris Scientific Institute, Pisa, Italy; Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Italy
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623
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Girotto V, Pighin S. Basic understanding of posterior probability. Front Psychol 2015; 6:680. [PMID: 26052302 PMCID: PMC4441123 DOI: 10.3389/fpsyg.2015.00680] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2015] [Accepted: 05/09/2015] [Indexed: 01/29/2023] Open
Affiliation(s)
- Vittorio Girotto
- Center for Experimental Research on Management and Economics, Department of Culture Project, University IUAV of Venice Venice, Italy
| | - Stefania Pighin
- Center for Experimental Research on Management and Economics, Department of Culture Project, University IUAV of Venice Venice, Italy
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624
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DeWind NK, Adams GK, Platt ML, Brannon EM. Modeling the approximate number system to quantify the contribution of visual stimulus features. Cognition 2015; 142:247-65. [PMID: 26056747 DOI: 10.1016/j.cognition.2015.05.016] [Citation(s) in RCA: 133] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2014] [Revised: 04/13/2015] [Accepted: 05/15/2015] [Indexed: 01/29/2023]
Abstract
The approximate number system (ANS) subserves estimation of the number of items in a set. Typically, ANS function is assessed by requiring participants to compare the number of dots in two arrays. Accuracy is determined by the numerical ratio of the sets being compared, and each participant's Weber fraction (w) provides a quantitative index of ANS acuity. When making numerical comparisons, however, performance is also influenced by non-numerical features of the stimuli, such as the size and spacing of dots. Current models of numerosity comparison do not account for these effects and consequently lead to different estimates of w depending on the methods used to control for non-numerical features. Here we proffer a new model that teases apart the effects of ANS acuity from the effects of non-numerical stimulus features. The result is an estimate of w that is a more theoretically valid representation of numerical acuity and novel terms that denote the degree to which a participant's perception of number is affected by non-numerical features. We tested this model in a sample of 20 adults and found that, by correctly attributing errors due to non-numerical stimulus features, the w obtained was more reliable across different stimulus conditions. We found that although non-numerical features biased numerosity discriminations in all participants, number was the primary feature driving discriminations in most of them. Our findings support the idea that, while numerosity is a distinct visual quantity, the internal representation of number is tightly bound to the representation of other magnitudes. This tool for identifying the different effects of the numerical and non-numerical features of a stimulus has important implications not only for the behavioral investigation of the ANS, but also for the collection and analyses of neural data sets associated with ANS function.
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Affiliation(s)
- Nicholas K DeWind
- Center for Cognitive Neuroscience, Duke University, Durham, NC, USA; Department of Neurobiology, Duke University, Durham, NC, USA.
| | - Geoffrey K Adams
- Center for Cognitive Neuroscience, Duke University, Durham, NC, USA; Department of Neurobiology, Duke University, Durham, NC, USA
| | - Michael L Platt
- Center for Cognitive Neuroscience, Duke University, Durham, NC, USA; Department of Neurobiology, Duke University, Durham, NC, USA
| | - Elizabeth M Brannon
- Center for Cognitive Neuroscience, Duke University, Durham, NC, USA; Department of Psychology and Neuroscience, Duke University, Durham, NC, USA
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625
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Brezis N, Bronfman ZZ, Usher M. Adaptive Spontaneous Transitions between Two Mechanisms of Numerical Averaging. Sci Rep 2015; 5:10415. [PMID: 26041580 PMCID: PMC4455229 DOI: 10.1038/srep10415] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2014] [Accepted: 03/30/2015] [Indexed: 01/29/2023] Open
Abstract
We investigated the mechanism with which humans estimate numerical averages. Participants were presented with 4, 8 or 16 (two-digit) numbers, serially and rapidly (2 numerals/second) and were instructed to convey the sequence average. As predicted by a dual, but not a single-component account, we found a non-monotonic influence of set-size on accuracy. Moreover, we observed a marked decrease in RT as set-size increases and RT-accuracy tradeoff in the 4-, but not in the 16-number condition. These results indicate that in accordance with the normative directive, participants spontaneously employ analytic/sequential thinking in the 4-number condition and intuitive/holistic thinking in the 16-number condition. When the presentation rate is extreme (10 items/sec) we find that, while performance still remains high, the estimations are now based on intuitive processing. The results are accounted for by a computational model postulating population-coding underlying intuitive-averaging and working-memory-mediated symbolic procedures underlying analytical-averaging, with flexible allocation between the two.
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Affiliation(s)
| | - Zohar Z. Bronfman
- School of Psychology, Tel-Aviv University
- The Cohn Institute for the History and Philosophy of Science and Ideas, Tel-Aviv University
| | - Marius Usher
- School of Psychology, Tel-Aviv University
- Sagol School of Neuroscience, Tel-Aviv University
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626
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Representation of the Numerosity 'zero' in the Parietal Cortex of the Monkey. Sci Rep 2015; 5:10059. [PMID: 25989598 PMCID: PMC4437293 DOI: 10.1038/srep10059] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2014] [Accepted: 03/26/2015] [Indexed: 01/29/2023] Open
Abstract
Zero is a fundamental concept in mathematics and modern science. Empty sets are considered a precursor of the concept of numerosity zero and a part of numerical continuum. How is numerosity zero (the absence of visual items) represented in the primate cortex? To address this question, we trained monkeys to perform numerical operations including numerosity zero. Here we show a group of neurons in the posterior parietal cortex of the monkey activated in response to numerosity ‘zero’. ‘Zero’ neurons are classified into exclusive and continuous types; the exclusive type discretely encodes numerical absence and the continuous type encodes numerical absence as a part of a numerical continuum. “Numerosity-zero” neurons enhance behavioral discrimination of not only zero numerosity but also non-zero numerosities. Representation of numerosity zero in the parietal cortex may be a precursor of non-verbal concept of zero in primates.
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627
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Keller L, Libertus M. Inhibitory control may not explain the link between approximation and math abilities in kindergarteners from middle class families. Front Psychol 2015; 6:685. [PMID: 26052306 PMCID: PMC4440905 DOI: 10.3389/fpsyg.2015.00685] [Citation(s) in RCA: 65] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2015] [Accepted: 05/10/2015] [Indexed: 01/29/2023] Open
Abstract
Past research suggests that individual differences in the acuity of the approximate number system (ANS) are associated with children's math abilities. However, some recent work has argued that these associations can be explained through shared reliance on inhibitory control. Here, we test this claim in two separate experiments. In Experiment 1, forty-two 5- and 6-year-old children completed a non-symbolic number comparison task to assess ANS acuity as well as standardized experimenter-administered assessments for inhibitory control and math ability. Children's accuracy in the number comparison task and scores on the math assessment were significantly correlated, even when controlling for performance on the inhibitory control task. To rule out that our findings were due to the nature of the inhibitory control task, in Experiment 2, we administered a different, computerized inhibitory control task, and similar tasks to assess ANS acuity and math ability as in Experiment 1 to children aged 3-6 years (N = 169). Similar to the result of Experiment 1, we found that associations between accuracy in the number comparison task and math ability persisted when controlling for performance on the inhibitory control task. Together these results suggest that ANS acuity is uniquely associated with early math abilities, independent of the effect of inhibitory control at least in children from middle- to high-SES families.
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Affiliation(s)
- Leanne Keller
- Department of Psychology, University of Pittsburgh , Pittsburgh, PA, USA
| | - Melissa Libertus
- Department of Psychology, University of Pittsburgh , Pittsburgh, PA, USA ; Learning Research and Development Center, University of Pittsburgh , Pittsburgh, PA, USA
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628
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PsiMLE: A maximum-likelihood estimation approach to estimating psychophysical scaling and variability more reliably, efficiently, and flexibly. Behav Res Methods 2015; 48:445-62. [DOI: 10.3758/s13428-015-0600-5] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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629
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Schluessel V, Kortekamp N, Cortes JAO, Klein A, Bleckmann H. Perception and discrimination of movement and biological motion patterns in fish. Anim Cogn 2015; 18:1077-91. [PMID: 25981056 DOI: 10.1007/s10071-015-0876-y] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2015] [Revised: 04/29/2015] [Accepted: 05/02/2015] [Indexed: 01/29/2023]
Abstract
Vision is of primary importance for many fish species, as is the recognition of movement. With the exception of one study, assessing the influence of conspecific movement on shoaling behaviour, the perception of biological motion in fish had not been studied in a cognitive context. The aim of the present study was therefore to assess the discrimination abilities of two teleost species in regard to simple and complex movement patterns of dots and objects, including biological motion patterns using point and point-light displays (PDs and PLDs). In two-alternative forced-choice experiments, in which choosing the designated positive stimulus was food-reinforced, fish were first tested in their ability to distinguish the video of a stationary black dot on a light background from the video of a moving black dot presented at different frequencies and amplitudes. While all fish succeeded in learning the task, performance declined with decreases in either or both parameters. In subsequent tests, cichlids and damselfish distinguished successfully between the videos of two dots moving at different speeds and amplitudes, between two moving dot patterns (sinus vs. expiring sinus) and between animated videos of two moving organisms (trout vs. eel). Transfer tests following the training of the latter showed that fish were unable to identify the positive stimulus (trout) by means of its PD alone, thereby indicating that the ability of humans to spontaneously recognize an organism based on its biological motion may not be present in fish. All participating individuals successfully discriminated between two PDs and two PLDs after a short period of training, indicating that biological motions presented in form of PLDs are perceived and can be distinguished. Results were the same for the presentation of dark dots on a light background and light dots on a dark background.
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Affiliation(s)
- V Schluessel
- Institute of Zoology, Rheinische Friedrich-Wilhelms-Universität Bonn, Poppelsdorfer Schloss, Meckenheimer Allee 169, 53115, Bonn, Germany,
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630
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Representations of numerical sequences and the concept of middle in preschoolers. Cogn Process 2015; 16:255-68. [PMID: 25976727 DOI: 10.1007/s10339-015-0654-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2015] [Accepted: 04/08/2015] [Indexed: 01/29/2023]
Abstract
The present study concerns preschoolers' understanding of the middle concept as it applies to numerical sequences. Previous research using implicit psychophysical assessment suggests that the numerical midpoint is embedded within numerical representations by 4 years of age. Here, we examined 3- to 5-year-olds' ability to identify the midpoint value in triplets of non-symbolic numbers when explicitly probed to do so. We found that whereas 4- and 5-year-olds were capable of explicit access to numerical midpoint values and showed ratio-dependent performance, a signature of the approximate number system (ANS), 3-year-olds performed at chance. Children's difficulty in identifying numerical midpoint values was not due to comparing multiple arrays, nor was it entirely due to a spatial association with the word "middle" used in the task. We speculate that explicit access to numerical midpoint values may be jointly supported by endogenous control of attentional mechanisms and the development of a mental number line.
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631
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Cantlon JF, Piantadosi ST, Ferrigno S, Hughes KD, Barnard AM. The origins of counting algorithms. Psychol Sci 2015; 26:853-65. [PMID: 25953949 DOI: 10.1177/0956797615572907] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2014] [Accepted: 01/23/2015] [Indexed: 01/29/2023] Open
Abstract
Humans' ability to count by verbally labeling discrete quantities is unique in animal cognition. The evolutionary origins of counting algorithms are not understood. We report that nonhuman primates exhibit a cognitive ability that is algorithmically and logically similar to human counting. Monkeys were given the task of choosing between two food caches. First, they saw one cache baited with some number of food items, one item at a time. Then, a second cache was baited with food items, one at a time. At the point when the second set was approximately equal to the first set, the monkeys spontaneously moved to choose the second set even before that cache was completely baited. Using a novel Bayesian analysis, we show that the monkeys used an approximate counting algorithm for comparing quantities in sequence that is incremental, iterative, and condition controlled. This proto-counting algorithm is structurally similar to formal counting in humans and thus may have been an important evolutionary precursor to human counting.
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632
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Gaber D, Schlimm D. Basic mathematical cognition. WILEY INTERDISCIPLINARY REVIEWS. COGNITIVE SCIENCE 2015; 6:355-369. [DOI: 10.1002/wcs.1351] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/19/2014] [Revised: 03/15/2015] [Accepted: 04/01/2015] [Indexed: 01/29/2023]
Affiliation(s)
- David Gaber
- Philosophy; McGill University; Montreal Canada
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633
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Petzschner FH, Glasauer S, Stephan KE. A Bayesian perspective on magnitude estimation. Trends Cogn Sci 2015; 19:285-93. [DOI: 10.1016/j.tics.2015.03.002] [Citation(s) in RCA: 180] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2015] [Revised: 03/04/2015] [Accepted: 03/05/2015] [Indexed: 01/29/2023]
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634
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Xenidou-Dervou I, Gilmore C, van der Schoot M, van Lieshout ECDM. The developmental onset of symbolic approximation: beyond nonsymbolic representations, the language of numbers matters. Front Psychol 2015; 6:487. [PMID: 25972822 PMCID: PMC4413728 DOI: 10.3389/fpsyg.2015.00487] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2014] [Accepted: 04/03/2015] [Indexed: 01/29/2023] Open
Abstract
Symbolic (i.e., with Arabic numerals) approximate arithmetic with large numerosities is an important predictor of mathematics. It was previously evidenced to onset before formal schooling at the kindergarten age (Gilmore et al., 2007) and was assumed to map onto pre-existing nonsymbolic (i.e., abstract magnitudes) representations. With a longitudinal study (Experiment 1), we show, for the first time, that nonsymbolic and symbolic arithmetic demonstrate different developmental trajectories. In contrast to Gilmore et al.’s (2007) findings, Experiment 1 showed that symbolic arithmetic onsets in grade 1, with the start of formal schooling, not earlier. Gilmore et al. (2007) had examined English-speaking children, whereas we assessed a large Dutch-speaking sample. The Dutch language for numbers can be cognitively more demanding, for example, due to the inversion property in numbers above 20. Thus, for instance, the number 48 is named in Dutch “achtenveertig” (eight and forty) instead of “forty eight.” To examine the effect of the language of numbers, we conducted a cross-cultural study with English- and Dutch-speaking children that had similar SES and math achievement skills (Experiment 2). Results demonstrated that Dutch-speaking kindergarteners lagged behind English-speaking children in symbolic arithmetic, not nonsymbolic and demonstrated a working memory overload in symbolic arithmetic, not nonsymbolic. Also, we show for the first time that the ability to name two-digit numbers highly correlates with symbolic approximate arithmetic not nonsymbolic. Our experiments empirically demonstrate that the symbolic number system is modulated more by development and education than the nonsymbolic system. Also, in contrast to the nonsymbolic system, the symbolic system is modulated by language.
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Affiliation(s)
- Iro Xenidou-Dervou
- Department of Educational Neuroscience and LEARN! Research Institute for Learning and Education, Faculty of Psychology and Education, VU University Amsterdam Amsterdam, Netherlands
| | - Camilla Gilmore
- Mathematics Education Centre, Loughborough University Loughborough, UK
| | - Menno van der Schoot
- Department of Educational Neuroscience and LEARN! Research Institute for Learning and Education, Faculty of Psychology and Education, VU University Amsterdam Amsterdam, Netherlands
| | - Ernest C D M van Lieshout
- Department of Educational Neuroscience and LEARN! Research Institute for Learning and Education, Faculty of Psychology and Education, VU University Amsterdam Amsterdam, Netherlands
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635
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Event representations constrain the structure of language: Sign language as a window into universally accessible linguistic biases. Proc Natl Acad Sci U S A 2015; 112:5968-73. [PMID: 25918419 DOI: 10.1073/pnas.1423080112] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
According to a theoretical tradition dating back to Aristotle, verbs can be classified into two broad categories. Telic verbs (e.g., "decide," "sell," "die") encode a logical endpoint, whereas atelic verbs (e.g., "think," "negotiate," "run") do not, and the denoted event could therefore logically continue indefinitely. Here we show that sign languages encode telicity in a seemingly universal way and moreover that even nonsigners lacking any prior experience with sign language understand these encodings. In experiments 1-5, nonsigning English speakers accurately distinguished between telic (e.g., "decide") and atelic (e.g., "think") signs from (the historically unrelated) Italian Sign Language, Sign Language of the Netherlands, and Turkish Sign Language. These results were not due to participants' inferring that the sign merely imitated the action in question. In experiment 6, we used pseudosigns to show that the presence of a salient visual boundary at the end of a gesture was sufficient to elicit telic interpretations, whereas repeated movement without salient boundaries elicited atelic interpretations. Experiments 7-10 confirmed that these visual cues were used by all of the sign languages studied here. Together, these results suggest that signers and nonsigners share universally accessible notions of telicity as well as universally accessible "mapping biases" between telicity and visual form.
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636
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Didino D, Knops A, Vespignani F, Kornpetpanee S. Asymmetric activation spreading in the multiplication associative network due to asymmetric overlap between numerosities semantic representations? Cognition 2015; 141:1-8. [PMID: 25909714 DOI: 10.1016/j.cognition.2015.04.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2013] [Revised: 01/30/2015] [Accepted: 04/01/2015] [Indexed: 01/29/2023]
Abstract
Simple multiplication facts are thought to be organised in a network structure in which problems and solutions are associated. Converging evidence suggests that the ability for solving symbolic arithmetic problems is based on an approximate number system (ANS). Most theoretical stances concerning the metric underlying the ANS converge on the assumption that the representational overlap between two adjacent numbers increases as the numerical magnitude of the numbers increases. Given a number N, the overlap between N and N+1 is larger than the overlap between N and N-1. Here, we test whether this asymmetric overlap influences the activation spreading within the multiplication associative network (MAN). When verifying simple multiplication problems such as 8×4 participants were slower in rejecting false but related outcomes that were larger than the actual outcome (e.g., 8×4=36) than rejecting smaller related outcomes (e.g., 8×4=28), despite comparable numerical distance from the correct result (here: 4). This effect was absent for outcomes which are not part of either operands table (e.g., 8×4=35). These results suggest that the metric of the ANS influences the activation spreading within the MAN, further substantiating the notion that symbolic arithmetic is grounded in the ANS.
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Affiliation(s)
- Daniele Didino
- College of Research Methodology and Cognitive Science, Burapha University, Thailand; Department of Economics, Tomsk Polytechnic University, Russia.
| | - André Knops
- Department of Psychology, Humboldt-Universität, Berlin, Germany
| | | | - Suchada Kornpetpanee
- College of Research Methodology and Cognitive Science, Burapha University, Thailand
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637
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638
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639
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Reid EE, Baroody AJ, Purpura DJ. Assessing Young Children's Number Magnitude Representation: A Comparison Between Novel and Conventional Tasks. JOURNAL OF COGNITION AND DEVELOPMENT 2015. [DOI: 10.1080/15248372.2014.920844] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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640
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Stahl AE, Feigenson L. Cognitive development. Observing the unexpected enhances infants' learning and exploration. Science 2015; 348:91-4. [PMID: 25838378 PMCID: PMC5861377 DOI: 10.1126/science.aaa3799] [Citation(s) in RCA: 245] [Impact Index Per Article: 24.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Given the overwhelming quantity of information available from the environment, how do young learners know what to learn about and what to ignore? We found that 11-month-old infants (N = 110) used violations of prior expectations as special opportunities for learning. The infants were shown events that violated expectations about object behavior or events that were nearly identical but did not violate expectations. The sight of an object that violated expectations enhanced learning and promoted information-seeking behaviors; specifically, infants learned more effectively about objects that committed violations, explored those objects more, and engaged in hypothesis-testing behaviors that reflected the particular kind of violation seen. Thus, early in life, expectancy violations offer a wedge into the problem of what to learn.
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Affiliation(s)
- Aimee E Stahl
- Department of Psychological & Brain Sciences, Johns Hopkins University, Baltimore, MD 21218, USA.
| | - Lisa Feigenson
- Department of Psychological & Brain Sciences, Johns Hopkins University, Baltimore, MD 21218, USA
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641
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Candia V, Deprez P, Wernery J, Núñez R. Fast or slow? Compressions (or not) in number-to-line mappings. PLoS One 2015; 10:e0120423. [PMID: 25816010 PMCID: PMC4376804 DOI: 10.1371/journal.pone.0120423] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2014] [Accepted: 01/22/2015] [Indexed: 01/29/2023] Open
Abstract
We investigated, in a university student population, spontaneous (non-speeded) fast and slow number-to-line mapping responses using non-symbolic (dots) and symbolic (words) stimuli. Seeking for less conventionalized responses, we used anchors 0–130, rather than the standard 0–100. Slow responses to both types of stimuli only produced linear mappings with no evidence of non-linear compression. In contrast, fast responses revealed distinct patterns of non-linear compression for dots and words. A predicted logarithmic compression was observed in fast responses to dots in the 0–130 range, but not in the reduced 0–100 range, indicating compression in proximity of the upper anchor 130, not the standard 100. Moreover, fast responses to words revealed an unexpected significant negative compression in the reduced 0–100 range, but not in the 0–130 range, indicating compression in proximity to the lower anchor 0. Results show that fast responses help revealing the fundamentally distinct nature of symbolic and non-symbolic quantity representation. Whole number words, being intrinsically mediated by cultural phenomena such as language and education, emphasize the invariance of magnitude between them—essential for linear mappings, and therefore, unlike non-symbolic (psychophysical) stimuli, yield spatial mappings that don’t seem to be influenced by the Weber-Fechner law of psychophysics. However, high levels of education (when combined with an absence of standard upper anchors) may lead fast responses to overestimate magnitude invariance on the lower end of word numerals.
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Affiliation(s)
- Victor Candia
- Collegium Helveticum, Zurich, Switzerland
- Zurich University of the Arts, FSP Musikalische Interpretation, Zurich, Switzerland
| | - Paola Deprez
- Collegium Helveticum, Zurich, Switzerland
- Zurich University of the Arts, FSP Musikalische Interpretation, Zurich, Switzerland
| | | | - Rafael Núñez
- Department of Cognitive Science, University of California San Diego, San Diego, California, United States of America
- * E-mail:
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642
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Numerosity adaptation along the Y-Axis affects numerosity perception along the X-Axis: does numerosity adaptation activate MNLs? Atten Percept Psychophys 2015; 77:1358-70. [PMID: 25788037 DOI: 10.3758/s13414-015-0863-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
The current study characterized the spatial selectivity of numerosity adaptation. In Experiment 1, adaptors were arranged vertically with 8 dots at the top of the visual field and 400 dots at the bottom, and participants' perceived magnitude in the left field decreased compared to that in the right, as revealed in the numerosity comparing task after adaptation. In contrast, the perceived magnitude in the right field decreased compared to that in the left with inversed adaptors (400 dots at top, 8 at bottom). In Experiment 2, adaptors were presented horizontally, and they showed no significant effect on numerosity perception, which was tested vertically. This study demonstrated that numerosity adaptation along the vertical orientation could affect numerosity perception along the horizontal orientation, and the latter was affected by the former according to a rule of associating "top" with "right" and "bottom" with "left." The spatial selectivity of numerosity adaptation showed distinguishing features that should function to abstract spatial relationships rather than create purely retinotopic mapping. We proposed that numerosity adaptation is based on spatial-numerical-associated codes. Vertical adaptors could activate both the vertical and horizontal Mental Number Lines (MNLs) and involve an interaction between these types of MNLs. According to behavioral data, horizontal adaptors showed no significant influence on perception along the vertical orientation, which might be due to the higher threshold required to activate the vertical MNL.
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643
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Dehaene S, Cohen L, Morais J, Kolinsky R. Illiterate to literate: behavioural and cerebral changes induced by reading acquisition. Nat Rev Neurosci 2015; 16:234-44. [PMID: 25783611 DOI: 10.1038/nrn3924] [Citation(s) in RCA: 354] [Impact Index Per Article: 35.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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644
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Dietrich JF, Huber S, Nuerk HC. Methodological aspects to be considered when measuring the approximate number system (ANS) - a research review. Front Psychol 2015; 6:295. [PMID: 25852612 PMCID: PMC4362052 DOI: 10.3389/fpsyg.2015.00295] [Citation(s) in RCA: 54] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2014] [Accepted: 03/02/2015] [Indexed: 01/29/2023] Open
Abstract
According to a dominant view, the approximate number system (ANS) is the foundation of symbolic math abilities. Due to the importance of math abilities for education and career, a lot of research focuses on the investigation of the ANS and its relationship with math performance. However, the results are inconsistent. This might be caused by studies differing greatly regarding the operationalization of the ANS (i.e., tasks, dependent variables). Moreover, many methodological aspects vary from one study to the next. In the present review, we discuss commonly used ANS tasks and dependent variables regarding their theoretical foundation and psychometric features. We argue that the inconsistent findings concerning the relationship between ANS acuity and math performance may be partially explained by differences in reliability. Furthermore, this review summarizes methodological aspects of ANS tasks having important impacts on the results, including stimulus range, visual controls, presentation duration of the stimuli and feedback. Based on this review, we give methodological recommendations on how to assess the ANS most reliably and most validly. All important methodological aspects to be considered when designing an ANS task or comparing results of different studies are summarized in two practical checklists.
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Affiliation(s)
- Julia F Dietrich
- Knowledge Media Research Center Tübingen, Germany ; Department of Psychology, Eberhard Karls University Tübingen, Germany
| | - Stefan Huber
- Knowledge Media Research Center Tübingen, Germany
| | - Hans-Christoph Nuerk
- Knowledge Media Research Center Tübingen, Germany ; Department of Psychology, Eberhard Karls University Tübingen, Germany ; LEAD Graduate School, Eberhard Karls University Tübingen, Germany
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645
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Persoskie A, Downs JS. Experimental Tests of Risk Ladders in the Elicitation of Perceived Likelihood. JOURNAL OF BEHAVIORAL DECISION MAKING 2015. [DOI: 10.1002/bdm.1858] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Affiliation(s)
- Alexander Persoskie
- Department of Social and Decision Sciences; Carnegie Mellon University; Pittsburgh PA USA
| | - Julie S. Downs
- Department of Social and Decision Sciences; Carnegie Mellon University; Pittsburgh PA USA
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646
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Van Rinsveld A, Brunner M, Landerl K, Schiltz C, Ugen S. The relation between language and arithmetic in bilinguals: insights from different stages of language acquisition. Front Psychol 2015; 6:265. [PMID: 25821442 PMCID: PMC4357777 DOI: 10.3389/fpsyg.2015.00265] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2014] [Accepted: 02/23/2015] [Indexed: 01/29/2023] Open
Abstract
Solving arithmetic problems is a cognitive task that heavily relies on language processing. One might thus wonder whether this language-reliance leads to qualitative differences (e.g., greater difficulties, error types, etc.) in arithmetic for bilingual individuals who frequently have to solve arithmetic problems in more than one language. The present study investigated how proficiency in two languages interacts with arithmetic problem solving throughout language acquisition in adolescents and young adults. Additionally, we examined whether the number word structure that is specific to a given language plays a role in number processing over and above bilingual proficiency. We addressed these issues in a German-French educational bilingual setting, where there is a progressive transition from German to French as teaching language. Importantly, German and French number naming structures differ clearly, as two-digit number names follow a unit-ten order in German, but a ten-unit order in French. We implemented a transversal developmental design in which bilingual pupils from grades 7, 8, 10, 11, and young adults were asked to solve simple and complex additions in both languages. The results confirmed that language proficiency is crucial especially for complex addition computation. Simple additions in contrast can be retrieved equally well in both languages after extended language practice. Additional analyses revealed that over and above language proficiency, language-specific number word structures (e.g., unit-ten vs. ten-unit) also induced significant modulations of bilinguals' arithmetic performances. Taken together, these findings support the view of a strong relation between language and arithmetic in bilinguals.
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Affiliation(s)
- Amandine Van Rinsveld
- Education, Culture, Cognition and Society, Institute of Cognitive Science and Assessment, University of Luxembourg Walferdange, Luxembourg
| | - Martin Brunner
- Berlin-Brandenburg Institute for School Quality, Free University of Berlin Berlin, Germany
| | - Karin Landerl
- Department of Psychology, University of Graz Graz, Austria
| | - Christine Schiltz
- Education, Culture, Cognition and Society, Institute of Cognitive Science and Assessment, University of Luxembourg Walferdange, Luxembourg
| | - Sonja Ugen
- Luxembourg Center for Educational Testing, University of Luxembourg Luxembourg, Luxembourg
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647
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Assessing the Approximate Number System: no relation between numerical comparison and estimation tasks. PSYCHOLOGICAL RESEARCH 2015; 80:248-58. [PMID: 25742706 DOI: 10.1007/s00426-015-0657-x] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2014] [Accepted: 02/28/2015] [Indexed: 01/29/2023]
Abstract
Whether our general numerical skills and the mathematical knowledge that we acquire at school are entwined is a debated issue, which many researchers are still striving to investigate. The findings reported in the literature are actually inconsistent; some studies emphasized the existence of a relationship between the acuity of the Approximate Number System (ANS) and arithmetic competence, while some others did not observe any significant correlation. One potential explanation of the discrepancy might stem from the evaluation of the ANS itself. In the present study, we correlated two measures used to index ANS acuity with arithmetic performance. These measures were the Weber fraction (w), computed from a numerical comparison task and the coefficient of variation (CV), computed from a numerical estimation task. Arithmetic performance correlated with estimation CV but not with comparison w. We further investigated the meaning of this result by taking the relationship between w and CV into account. We expected a tight relation as both these measures are believed to assess ANS acuity. Crucially, however, w and CV did not correlate with each other. Moreover, the value of w was modulated by the congruity of the relation between numerical magnitude and non-numerical visual cues, potentially accounting for the lack of correlation between the measures. Our findings thus challenge the overuse of w to assess ANS acuity and more generally put into question the relevance of correlating this measure with arithmetic without any deeper understanding of what they are really indexing.
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648
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Jordan JA, Wylie J, Mulhern G. Mathematics and reading difficulty subtypes: minor phonological influences on mathematics for 5-7-years-old. Front Psychol 2015; 6:221. [PMID: 25798118 PMCID: PMC4350393 DOI: 10.3389/fpsyg.2015.00221] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2014] [Accepted: 02/12/2015] [Indexed: 01/29/2023] Open
Abstract
Linguistic influences in mathematics have previously been explored through subtyping methodology and by taking advantage of the componential nature of mathematics and variations in language requirements that exist across tasks. The present longitudinal investigation aimed to examine the language requirements of mathematical tasks in young children aged 5–7 years. Initially, 256 children were screened for mathematics and reading difficulties (RDs) using standardized measures. Those scoring at or below the 35th percentile on either dimension were classified as having difficulty. From this screening, 115 children were allocated to each of the mathematical difficulty (MD; n = 26), MDRD (n = 32), RD (n = 22) and typically achieving (n = 35) subtypes. These children were tested at four time points, separated by 6 monthly intervals, on a battery of seven mathematical tasks. Growth curve analysis indicated that, in contrast to previous research on older children, young children with MD and MDRD had very similar patterns of development on all mathematical tasks. Overall, the subtype comparisons suggested that language played only a minor mediating role in most tasks, and this was secondary in importance to non-verbal skills. Correlational evidence suggested that children from the different subtypes could have been using different mixes of verbal and non-verbal strategies to solve the mathematical problems.
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Affiliation(s)
- Julie A Jordan
- School of Education, Queen's University Belfast Belfast, UK
| | - Judith Wylie
- School of Education, Queen's University Belfast Belfast, UK
| | - Gerry Mulhern
- School of Education, Queen's University Belfast Belfast, UK
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649
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Kanitscheider I, Brown A, Pouget A, Churchland AK. Multisensory decisions provide support for probabilistic number representations. J Neurophysiol 2015; 113:3490-8. [PMID: 25744886 DOI: 10.1152/jn.00787.2014] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2014] [Accepted: 03/03/2015] [Indexed: 01/29/2023] Open
Abstract
A large body of evidence suggests that an approximate number sense allows humans to estimate numerosity in sensory scenes. This ability is widely observed in humans, including those without formal mathematical training. Despite this, many outstanding questions remain about the nature of the numerosity representation in the brain. Specifically, it is not known whether approximate numbers are represented as scalar estimates of numerosity or, alternatively, as probability distributions over numerosity. In the present study, we used a multisensory decision task to distinguish these possibilities. We trained human subjects to decide whether a test stimulus had a larger or smaller numerosity compared with a fixed reference. Depending on the trial, the numerosity was presented as either a sequence of visual flashes or a sequence of auditory tones, or both. To test for a probabilistic representation, we varied the reliability of the stimulus by adding noise to the visual stimuli. In accordance with a probabilistic representation, we observed a significant improvement in multisensory compared with unisensory trials. Furthermore, a trial-by-trial analysis revealed that although individual subjects showed strategic differences in how they leveraged auditory and visual information, all subjects exploited the reliability of unisensory cues. An alternative, nonprobabilistic model, in which subjects combined cues without regard for reliability, was not able to account for these trial-by-trial choices. These findings provide evidence that the brain relies on a probabilistic representation for numerosity decisions.
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Affiliation(s)
- Ingmar Kanitscheider
- Department of Basic Neuroscience, University of Geneva, Geneva, Switzerland; Center for Learning and Memory and Department of Neuroscience, The University of Texas at Austin, Austin, Texas
| | - Amanda Brown
- Cold Spring Harbor Laboratory, Cold Spring Harbor, New York
| | - Alexandre Pouget
- Department of Brain and Cognitive Sciences, University of Rochester, Rochester, New York; Department of Basic Neuroscience, University of Geneva, Geneva, Switzerland; Gatsby Computational Neuroscience Unit, London, United Kingdom; and
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650
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Fink B, Weege B, Neave N, Pham MN, Shackelford TK. Integrating body movement into attractiveness research. Front Psychol 2015; 6:220. [PMID: 25784887 PMCID: PMC4347579 DOI: 10.3389/fpsyg.2015.00220] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2014] [Accepted: 02/12/2015] [Indexed: 01/29/2023] Open
Abstract
People judge attractiveness and make trait inferences from the physical appearance of others, and research reveals high agreement among observers making such judgments. Evolutionary psychologists have argued that interest in physical appearance and beauty reflects adaptations that motivate the search for desirable qualities in a potential partner. Although men more than women value the physical appearance of a partner, appearance universally affects social perception in both sexes. Most studies of attractiveness perceptions have focused on third party assessments of static representations of the face and body. Corroborating evidence suggests that body movement, such as dance, also conveys information about mate quality. Here we review evidence that dynamic cues (e.g., gait, dance) also influence perceptions of mate quality, including personality traits, strength, and overall attractiveness. We recommend that attractiveness research considers the informational value of body movement in addition to static cues, to present an integrated perspective on human social perception.
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Affiliation(s)
- Bernhard Fink
- Institute of Psychology, University of Göttingen , Göttingen, Germany ; Courant Research Center Evolution of Social Behavior, University of Göttingen , Göttingen, Germany
| | - Bettina Weege
- Institute of Psychology, University of Göttingen , Göttingen, Germany ; Courant Research Center Evolution of Social Behavior, University of Göttingen , Göttingen, Germany
| | - Nick Neave
- Department of Psychology, Northumbria University , Newcastle upon Tyne, UK
| | - Michael N Pham
- Department of Psychology, Oakland University , Rochester, MI, USA
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