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Skagenholt M, Skagerlund K, Träff U. Numerical cognition across the lifespan: A selective review of key developmental stages and neural, cognitive, and affective underpinnings. Cortex 2025; 184:263-286. [PMID: 39919570 DOI: 10.1016/j.cortex.2025.01.005] [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: 05/03/2024] [Revised: 11/29/2024] [Accepted: 01/22/2025] [Indexed: 02/09/2025]
Abstract
Numerical cognition constitutes a set of hierarchically related skills and abilities that develop-and may subsequently begin to decline-over developmental time. An innate "number sense" has long been argued to provide a foundation for the development of increasingly complex and applied numerical cognition, such as symbolic numerical reference, arithmetic, and financial literacy. However, evidence for a direct link between basic perceptual mechanisms that allow us to determine numerical magnitude (e.g., "how many" objects are in front of us and whether some of these are of a "greater" or "lesser" quantity), and later symbolic applications for counting and mathematics, has recently been challenged. Understanding how one develops an increasingly precise sense of number and which neurocognitive mechanisms support arithmetic development and achievement is crucial for developing successful mathematics curricula, supporting individual financial literacy and decision-making, and designing appropriate intervention and remediation programs for mathematical learning disabilities as well as mathematics anxiety. The purpose of this review is to provide a broad overview of the cognitive, neural, and affective underpinnings of numerical cognition-spanning the earliest hours of infancy to senior adulthood-and highlight gaps in our knowledge that remain to be addressed.
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Affiliation(s)
- Mikael Skagenholt
- Department of Behavioral Sciences and Learning, Linköping University, Linköping, Sweden; Department of Management and Engineering, JEDI-Lab, Linköping University, Linköping, Sweden.
| | - Kenny Skagerlund
- Department of Behavioral Sciences and Learning, Linköping University, Linköping, Sweden; Department of Management and Engineering, JEDI-Lab, Linköping University, Linköping, Sweden; Center for Social and Affective Neuroscience (CSAN), Linköping University, Linköping, Sweden
| | - Ulf Träff
- Department of Behavioral Sciences and Learning, Linköping University, Linköping, Sweden
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2
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Li H, Di H, Duan B, Luo M, Wang Y, Wang Z. Executive Function and young children's Cardinality Principle: the mediating role of the Approximate Number System and the moderating role of age. Front Psychol 2024; 15:1495489. [PMID: 39606203 PMCID: PMC11600143 DOI: 10.3389/fpsyg.2024.1495489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Accepted: 10/28/2024] [Indexed: 11/29/2024] Open
Abstract
Background Executive Function and the Approximate Number System are well-established as critical components in developing the Cardinality Principle in young children. However, most existing studies explore the relationship between these variables in isolation without examining whether Approximate Number System mediates the relationship between Executive Function and the Cardinality Principle and the role of age in this. This study aimed to address this gap by investigating the mediating role of the Approximate Number System in the relationship between Executive Function and the Cardinality Principle and the moderating role of age in young children. Methods This cross-sectional study was conducted in China from February to June 2024. A total of 203 young children (97 boys and 106 girls, Mean age = 68.93 ± 7.076 months) participated. Participants were assessed using a range of tests: the Day-Night Stroop Task, Digit Recall Task, Dimensional Change Card Sort Task, Panamath Test Software, How Many Task, and Give-N Task to measure Executive Function, Approximate Number System, and Cardinality Principle. Data were analyzed using SPSS 26.0 and PROCESS v4.1 (Model 4) to explore the relationships among Executive Function, the Approximate Number System, and the Cardinality Principle through Pearson correlations, multivariate regression, and mediation analysis with 5000 bootstrap samples. Results Correlation analysis revealed that the Cardinality Principle was significantly and positively correlated with Inhibitory Control, Working Memory, Cognitive Flexibility, Executive Function, and the Approximate Number System. Regression analyses indicated that Executive Function positively predicted young children's Cardinality Principle. Specifically, Working Memory and Cognitive Flexibility were positive predictors of the Cardinality Principle, while Inhibitory Control was not. Mediation analysis results demonstrated that the Approximate Number System mediated the relationships between Inhibitory Control and the Cardinality Principle, Working Memory and the Cardinality Principle, and Cognitive Flexibility and the Cardinality Principle, respectively. In addition, the study found that young children's age negatively moderated the relationship between the Approximate Number System and the Cardinality Principle. Conclusions The study emphasizes that in developing young children's Cardinality Principle, emphasis should be placed on improving their Executive Function and Approximate Number System while considering the age differences of young children and developing appropriate educational methods for different age groups.
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Affiliation(s)
- Huanhuan Li
- College of Educational Science, Xinjiang Normal University, Urumqi, China
| | - Huijuan Di
- Department of Preschool Education, Hebei Normal University, Shijiazhuang, China
| | - Bingyu Duan
- College of Educational Science, Xinjiang Normal University, Urumqi, China
| | - Mengzhen Luo
- College of Educational Science, Xinjiang Normal University, Urumqi, China
| | - Yifang Wang
- Shanghai Institute of Early Childhood Education, Shanghai Normal University, Shanghai, China
| | - Zhenglu Wang
- College of Educational Science, Xinjiang Normal University, Urumqi, China
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3
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Libertus M, Miller P, Zippert EL, Bachman HJ, Votruba-Drzal E. Predicting individual differences in preschoolers' numeracy and geometry knowledge: The role of understanding abstract relations between objects and quantities. J Exp Child Psychol 2024; 247:106035. [PMID: 39128443 DOI: 10.1016/j.jecp.2024.106035] [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: 05/22/2023] [Revised: 06/21/2024] [Accepted: 07/04/2024] [Indexed: 08/13/2024]
Abstract
Preschoolers' mathematics knowledge develops early and varies substantially. The current study focused on two ontogenetically early emerging cognitive skills that may be important predictors of later math skills (i.e., geometry and numeracy): children's understanding of abstract relations between objects and quantities as evidenced by their patterning skills and the approximate number system (ANS). Children's patterning skills, the ANS, numeracy, geometry, nonverbal intelligence (IQ), and executive functioning (EF) skills were assessed at age 4 years, and their numeracy and geometry knowledge was assessed again a year later at age 5 (N = 113). Above and beyond children's initial knowledge in numeracy and geometry, as well as IQ and EF, patterning skills and the ANS at age 4 uniquely predicted children's geometry knowledge at age 5, but only age 4 patterning uniquely predicted age 5 numeracy. Thus, although patterning and the ANS are related, they differentially explain variation in later geometry and numeracy knowledge. Results are discussed in terms of implications for early mathematics theory and research.
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Affiliation(s)
- Melissa Libertus
- Learning Research and Development Center, University of Pittsburgh, Pittsburgh, PA 15260, USA; Department of Psychology, University of Pittsburgh, Pittsburgh, PA 15260, USA
| | - Portia Miller
- Learning Research and Development Center, University of Pittsburgh, Pittsburgh, PA 15260, USA.
| | - Erica L Zippert
- Learning Research and Development Center, University of Pittsburgh, Pittsburgh, PA 15260, USA
| | - Heather J Bachman
- Learning Research and Development Center, University of Pittsburgh, Pittsburgh, PA 15260, USA; Department of Health and Human Development, University of Pittsburgh, Pittsburgh, PA 15260, USA
| | - Elizabeth Votruba-Drzal
- Learning Research and Development Center, University of Pittsburgh, Pittsburgh, PA 15260, USA; Department of Psychology, University of Pittsburgh, Pittsburgh, PA 15260, USA
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4
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Morris S, Farran EK, Gilligan-Lee K. Exploring relative strengths in people with Down syndrome: Spatial thinking and its role in mathematics. J Exp Child Psychol 2024; 246:105986. [PMID: 38917683 DOI: 10.1016/j.jecp.2024.105986] [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: 08/03/2023] [Revised: 04/02/2024] [Accepted: 05/07/2024] [Indexed: 06/27/2024]
Abstract
There is convincing evidence that training spatial abilities leads to improved mathematics performance in typically developing (TD) children. However, a lack of information on mathematical development and spatial-mathematical associations in people with Down syndrome (DS) hinders the translation of these interventions. Here, we established developmental trajectories of mathematics and explored whether spatial ability predicts attainment on different mathematics measures in individuals with DS. Participants with DS (n = 36; ages 9-35 years) and TD children (n = 132; ages 4-11 years) completed three groups of tasks: spatial tasks assessing different subdomains of spatial thinking; mathematics tasks assessing early mathematics skills, mathematical reasoning, arithmetic, and geometry; and IQ tasks. The developmental trajectories of mathematics performance against mental age revealed similar starting points of the trajectories and similar rates of development for DS and TD groups. Furthermore, after controlling for verbal skills, spatial skills explained 5.8% to 18.1% of the variation in mathematical performance across different mathematics tasks, and the pattern of spatial-mathematical relations was similar for DS and mental age-matched TD groups. This shows that mathematical development in DS groups appears to mirror that in TD children, indicative of delay only. Strong spatial-mathematical relations were observed for individuals with DS, like those seen for TD participants. This is the vital preliminary knowledge needed to support the design and use of spatial intervention for improving mathematics in individuals with DS.
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Affiliation(s)
- Su Morris
- School of Psychology, University of Surrey, Guildford, Surrey GU2 7XH, UK.
| | - Emily K Farran
- School of Psychology, University of Surrey, Guildford, Surrey GU2 7XH, UK; Centre for Educational Neuroscience, Birkbeck, University of London, London WC1H 0AP, UK
| | - Katie Gilligan-Lee
- School of Psychology, University of Surrey, Guildford, Surrey GU2 7XH, UK; Centre for Educational Neuroscience, Birkbeck, University of London, London WC1H 0AP, UK; School of Psychology, University College Dublin, Ireland
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5
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Guo J, Wei W. Factors influencing the role of inhibitory control in non-symbolic numerical processing. Acta Psychol (Amst) 2024; 248:104346. [PMID: 38870687 DOI: 10.1016/j.actpsy.2024.104346] [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: 10/26/2023] [Revised: 05/10/2024] [Accepted: 06/10/2024] [Indexed: 06/15/2024] Open
Abstract
Previous studies have found that inhibitory control plays an important role in non-symbolic numerical processing. However, this role may be influenced by the visual cue control method or the stimulus' presentation time. We investigated these questions by conducting three experiments using a priming paradigm to compare the level of inhibitory control in a sequential dot comparison task with single-dimensional and multi-dimensional control of visual cues under two presentation time conditions (300 ms and 1500 ms). We found that neither the method of visual cue control nor the presentation time of dot arrays affected the level of inhibitory control in the dot comparison task. These results reveal a stable role of inhibitory control in non-symbolic numerical processing, providing further evidence for integrating numerical and visual information during non-symbolic numerical processing.
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Affiliation(s)
- Junzhen Guo
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hang Zhou 310028, China
| | - Wei Wei
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hang Zhou 310028, China.
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6
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Favre E, Piveteau M, Babinet MN, Demily C. Extent of magnitude representation deficit and relationship with arithmetic skills in children with 22q11.2DS. Orphanet J Rare Dis 2024; 19:250. [PMID: 38961462 PMCID: PMC11223380 DOI: 10.1186/s13023-024-03263-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Accepted: 06/21/2024] [Indexed: 07/05/2024] Open
Abstract
BACKGROUND Previous studies have produced conflicting results concerning the extent of magnitude representation deficit and its relationship with arithmetic achievement in children with 22q11.2 deletion syndrome. More specifically, it remains unclear whether deficits are restricted to visuospatial content or are more general and whether they could explain arithmetical impairment. METHODS Fifteen 5- to 12-year-old children with 22q11.2 deletion syndrome and 23 age-matched healthy controls performed a non-symbolic magnitude comparison task. Depending on the trial, participants had to compare stimuli with high or low visuospatial load (visuospatial stimuli or temporal sequence of visual stimuli). The participants also completed a battery of arithmetic skills (ZAREKI-R) and a battery of global cognitive functioning (WISC-V or WPPSI-IV), from which working memory and visuospatial indices were derived. RESULTS Children with 22q11.2DS responded as fast as healthy controls did but received fewer correct responses, irrespective of visuospatial load. In addition, their performance in the non-symbolic magnitude comparison task did not correlate with the ZAREKI total score, while the working memory index did. CONCLUSION Children with 22q11.2DS might suffer from a global magnitude representation deficit rather than a specific deficit due to visuospatial load. However, this deficit alone does not seem to be related to arithmetic achievement. Working memory might be a better concern of interest in favoring arithmetic skills in patients with 22q11.2 deletion syndrome. TRIAL REGISTRATION Clinicaltrials, NCT04373226 . Registered 16 September 2020.
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Affiliation(s)
- Emilie Favre
- Laboratoire EMC, Département de Sciences Cognitives, Psychologie Cognitive et Neuropsychologie, Université Lyon 2, Lyon, France.
| | - Margot Piveteau
- Service de Neuropédiatrie, Hôpital Nord Ouest, Villefranche-Sur-Saône, France
| | - Marie-Noelle Babinet
- CRMR GénoPsy-Lyon, Centre d'Excellence Autisme iMIND & Pôle HU-ADIS, CH le Vinatier, Lyon, France
| | - Caroline Demily
- CRMR GénoPsy-Lyon, Centre d'Excellence Autisme iMIND & Pôle HU-ADIS, CH le Vinatier, CNRS & Université Lyon 1, Lyon, France
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7
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Hohol M, Szymanek P, Cipora K. Analogue magnitude representation of angles and its relation to geometric expertise. Sci Rep 2024; 14:8997. [PMID: 38637647 PMCID: PMC11026470 DOI: 10.1038/s41598-024-59521-6] [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] [Received: 12/19/2023] [Accepted: 04/11/2024] [Indexed: 04/20/2024] Open
Abstract
The distance effect (comparing objects becomes easier with increasing differences in their magnitude) is observed in tasks ranging across domains, and its existence has been interpreted as evidence for analogue magnitude representation. Similarly, associations between response side and magnitude (faster left/right-sided responses to small/large objects, respectively) are observed across domains. We investigated the analogue processing of angles and the association between angle magnitude and response side in relation to geometric expertise. We compared the behavioural pattern of two groups-architects and controls-in a direct angle magnitude classification task (i.e., judge whether a presented angle was greater or less than 90°) and in an indirect task (i.e., judge whether an angle was drawn with a dashed or continuous line). We found a robust distance effect for reaction times and accuracy at the whole sample level and in each group separately. Architects revealed a smaller distance effect for accuracy than controls. This could be interpreted as an argument for a more precise analogue representation of angles in experts compared to non-experts. However, we did not find evidence for an association between angle magnitude and response side in any group.
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Affiliation(s)
- Mateusz Hohol
- Mathematical Cognition and Learning Lab, Copernicus Center for Interdisciplinary Studies, Jagiellonian University, Krakow, Poland.
| | - Piotr Szymanek
- Mathematical Cognition and Learning Lab, Copernicus Center for Interdisciplinary Studies, Jagiellonian University, Krakow, Poland
- Doctoral School in the Social Sciences, Jagiellonian University, Krakow, Poland
| | - Krzysztof Cipora
- Centre for Mathematical Cognition, Loughborough University, Loughborough, UK.
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8
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Pedemonte B, Pereira CW, Borghesani V, Ebbert M, Allen IE, Pinheiro-Chagas P, De Leon J, Miller Z, Tee BL, Gorno-Tempini ML. Profiles of mathematical deficits in children with dyslexia. NPJ SCIENCE OF LEARNING 2024; 9:7. [PMID: 38360731 PMCID: PMC10869821 DOI: 10.1038/s41539-024-00217-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Accepted: 01/25/2024] [Indexed: 02/17/2024]
Abstract
Despite a high rate of concurrent mathematical difficulties among children with dyslexia, we still have limited information regarding the prevalence and severity of mathematical deficits in this population. To address this gap, we developed a comprehensive battery of cognitive tests, known as the UCSF Mathematical Cognition Battery (MCB), with the aim of identifying deficits in four distinct mathematical domains: number processing, arithmetical procedures, arithmetic facts retrieval, and geometrical abilities. The mathematical abilities of a cohort of 75 children referred to the UCSF Dyslexia Center with a diagnosis of dyslexia, along with 18 typically developing controls aged 7 to 16, were initially evaluated using a behavioral neurology approach. A team of professional clinicians classified the 75 children with dyslexia into five groups, based on parents' and teachers' reported symptoms and clinical history. These groups included children with no mathematical deficits and children with mathematical deficits in number processing, arithmetical procedures, arithmetic facts retrieval, or geometrical abilities. Subsequently, the children underwent evaluation using the MCB to determine concordance with the clinicians' impressions. Additionally, neuropsychological and cognitive standardized tests were administered. Our study reveals that within a cohort of children with dyslexia, 66% exhibit mathematical deficits, and among those with mathematical deficits, there is heterogeneity in the nature of these deficits. If these findings are confirmed in larger samples, they can potentially pave the way for new diagnostic approaches, consistent subtype classification, and, ultimately personalized interventions.
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Affiliation(s)
- B Pedemonte
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, CA, USA.
- Dyslexia Center, University of California, San Francisco, CA, USA.
| | - C W Pereira
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, CA, USA
- Dyslexia Center, University of California, San Francisco, CA, USA
| | - V Borghesani
- Faculty of Psychology and Educational Sciences, Université de Genève, Genève, CH, Switzerland
| | - M Ebbert
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, CA, USA
- Dyslexia Center, University of California, San Francisco, CA, USA
| | - I E Allen
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA
| | - P Pinheiro-Chagas
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, CA, USA
- Dyslexia Center, University of California, San Francisco, CA, USA
| | - J De Leon
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, CA, USA
- Dyslexia Center, University of California, San Francisco, CA, USA
| | - Z Miller
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, CA, USA
- Dyslexia Center, University of California, San Francisco, CA, USA
| | - B L Tee
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, CA, USA
- Dyslexia Center, University of California, San Francisco, CA, USA
| | - M L Gorno-Tempini
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, CA, USA
- Dyslexia Center, University of California, San Francisco, CA, USA
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9
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Aragón E, Cerda G, Pérez C, Aguilar M, Navarro JI. Socio-Economic and Cultural Context in the Development of Early Mathematical Competencies: A Comparative Study of Specific Educational Contexts in Chile and Spain. Psychol Rep 2023; 126:2904-2923. [PMID: 35485168 DOI: 10.1177/00332941221097950] [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] [Indexed: 11/15/2022]
Abstract
This research presents the findings of a comparative study of mathematical competence among 130 students (M = 54.08 months; SD = 2.57) from vulnerable school contexts in Chile and the Spanish public school system. The study analyses a set of general and specific domain precursors for which evidence of socioeconomic background exists. Using multivariate regression and discriminant analysis techniques, we calculated similarities and differences between groups by comparing these precursors. Significant differences were found between the Spanish and Chilean groups (p < .05); however, no differences were observed in non-symbolic comparison and receptive vocabulary. Possible reasons for the existence and extent of these differences are discussed in terms of socio-cultural and educational contexts.
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Affiliation(s)
| | - Gamal Cerda
- Department of Research Methodology and Educational Informatics, University of Concepción, Concepción, Chile
| | - Carlos Pérez
- Institute of Social Sciences, University of O'Higgins, Rancagua, Chile
| | - Manuel Aguilar
- Department of Psychology, University of Cadiz, Cádiz, Spain
| | - José I Navarro
- Department of Psychology, University of Cadiz, Cádiz, Spain
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10
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Short DS, McLean JF. The relationship between numerical mapping abilities, maths achievement and socioeconomic status in 4- and 5-year-old children. BRITISH JOURNAL OF EDUCATIONAL PSYCHOLOGY 2023; 93:641-657. [PMID: 36645028 DOI: 10.1111/bjep.12582] [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: 12/21/2021] [Accepted: 12/24/2022] [Indexed: 01/17/2023]
Abstract
BACKGROUND Early numeracy skills are associated with academic and life-long outcomes. Children from low-income backgrounds typically have poorer maths outcomes, and their learning can already be disadvantaged before they begin formal schooling. Understanding the relationship between the skills that support the acquisition of early maths skills could scaffold maths learning and improve life chances. AIMS The present study aimed to examine how the ability of children from different SES backgrounds to map between symbolic (Arabic numerals) and non-symbolic (dot arrays) at two difficulty ratios related to their math performance. SAMPLE Participants were 398 children in their first year of formal schooling (Mean age = 60 months), and 75% were from low SES backgrounds. METHOD The children completed symbolic to non-symbolic and non-symbolic to symbolic mapping tasks at two difficulty ratios (1:2; 2:3) plus standardized maths tasks. RESULTS The results showed that all the children performed better for symbolic to non-symbolic mapping and when the ratio was 1:2. Mapping task performance was significantly related to maths task achievement, but low-SES children showed significantly lower performance on all tasks. CONCLUSION The results suggest that mapping tasks could be a useful way to identify children at risk of low maths attainment.
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Affiliation(s)
- Dawn S Short
- Division of Psychology, Abertay University, Dundee, UK
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11
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Nakai T, Girard C, Longo L, Chesnokova H, Prado J. Cortical representations of numbers and nonsymbolic quantities expand and segregate in children from 5 to 8 years of age. PLoS Biol 2023; 21:e3001935. [PMID: 36603025 PMCID: PMC9815645 DOI: 10.1371/journal.pbio.3001935] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Accepted: 11/30/2022] [Indexed: 01/06/2023] Open
Abstract
Number symbols, such as Arabic numerals, are cultural inventions that have transformed human mathematical skills. Although their acquisition is at the core of early elementary education in children, it remains unknown how the neural representations of numerals emerge during that period. It is also unclear whether these relate to an ontogenetically earlier sense of approximate quantity. Here, we used multivariate fMRI adaptation coupled with within- and between-format machine learning to probe the cortical representations of Arabic numerals and approximate nonsymbolic quantity in 89 children either at the beginning (age 5) or four years into formal education (age 8). Although the cortical representations of both numerals and nonsymbolic quantities expanded from age 5 to age 8, these representations also segregated with learning and development. Specifically, a format-independent neural representation of quantity was found in the right parietal cortex, but only for 5-year-olds. These results are consistent with the so-called symbolic estrangement hypothesis, which argues that the relation between symbolic and nonsymbolic quantity weakens with exposure to formal mathematics in children.
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Affiliation(s)
- Tomoya Nakai
- Lyon Neuroscience Research Center (CRNL), INSERM U1028—CNRS UMR5292, University of Lyon, Bron, France
- * E-mail: (TN); (JP)
| | - Cléa Girard
- Lyon Neuroscience Research Center (CRNL), INSERM U1028—CNRS UMR5292, University of Lyon, Bron, France
| | - Léa Longo
- Lyon Neuroscience Research Center (CRNL), INSERM U1028—CNRS UMR5292, University of Lyon, Bron, France
| | - Hanna Chesnokova
- Lyon Neuroscience Research Center (CRNL), INSERM U1028—CNRS UMR5292, University of Lyon, Bron, France
| | - Jérôme Prado
- Lyon Neuroscience Research Center (CRNL), INSERM U1028—CNRS UMR5292, University of Lyon, Bron, France
- * E-mail: (TN); (JP)
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12
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The approximate number system cannot be the leading factor in the acquisition of the first symbolic numbers. COGNITIVE DEVELOPMENT 2023. [DOI: 10.1016/j.cogdev.2022.101285] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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13
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Medrano J, Crnosija N, Prather RW, Payne-Sturges D. Bridging the environment and neurodevelopment for children's health: Associations between real-time air pollutant exposures and cognitive outcomes. Front Psychol 2022; 13:933327. [PMID: 36329746 PMCID: PMC9623017 DOI: 10.3389/fpsyg.2022.933327] [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: 04/30/2022] [Accepted: 09/28/2022] [Indexed: 11/29/2023] Open
Abstract
Research suggests that children's exposure to pollutants may impact their neurocognitive development. While researchers have found associations between air pollutants and cognitive development, these associations remain underspecified. Further, these exposures occur in the context of the built environment and may be exacerbated by local social vulnerability; in this context, individuals may experience a suite of socioenvironmental stressors that lead to increased cumulative risk exposure. In this pilot study, we tested whether real-time-measured personal exposure to PM2.5 relates to children's executive function and mathematical skills, outcomes that may predict later mathematical performance, general academic performance and even employment outcomes. We recruited 30 families to participate in two rounds in Winter 2020 and Summer 2021. We collected children's demographic data, as well as data about their living environment. In each round, children carried a small device that collected real-time ambient air pollution data for 3 days; parents logged their children's activities each day. On the last day, children completed cognitive assessments indexing their working memory (n-back), inhibitory control (Go/No-Go), nonsymbolic math skills (dot comparison), and arithmetic skills (equation verification). Overall, 29 participants had pollutant readings from both rounds, and 21 had a full dataset. Nonparametric statistical analysis revealed no significant differences in ambient air pollution and cognitive performance over time, Spearman's rho correlation assessment found that PM2.5 was not significantly correlated with cognitive outcomes in R1 and R2. However, the correlations suggested that an increase in PM2.5 was associated with worse working memory, inhibitory control, nonsymbolic skills, and arithmetic skills, at least in R1. We used each participant's zip code-aggregated Social Vulnerability Index, which range from 0 to 1, with higher numbers indicating more social vulnerability. Wilcoxon Rank-Sum tests indicated that participants living in higher SVI zip codes (≥0.70; n = 15) were not significantly different from those living in lower SVI zip codes (<0.70; n = 14), in terms of their PM2.5 exposures and cognitive performance in each round. We also found that socioeconomic characteristics mattered, such that children whose parent (s) had at least a Master's degree or earned more than $100,000 a year had lower PM2.5 exposures than children in the other end.
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Affiliation(s)
- Josh Medrano
- Department of Human Development and Quantitative Methodology, University of Maryland, College Park, MD, United States
| | - Natalie Crnosija
- Maryland Institute for Applied Environmental Health, School of Public Health, University of Maryland, College Park, MD, United States
| | - Richard W Prather
- Department of Human Development and Quantitative Methodology, University of Maryland, College Park, MD, United States
| | - Devon Payne-Sturges
- Maryland Institute for Applied Environmental Health, School of Public Health, University of Maryland, College Park, MD, United States
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14
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Yu Y, vanMarle K. Enumeration takes time: Accuracy improves even after stimuli disappear. Cognition 2022; 225:105147. [DOI: 10.1016/j.cognition.2022.105147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 03/17/2022] [Accepted: 04/22/2022] [Indexed: 11/03/2022]
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15
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The role of domain general factors (spatial, executive function, working memory, attention and fine motor skills) in numerical processing in early childhood. CURRENT PSYCHOLOGY 2022. [DOI: 10.1007/s12144-022-03350-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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16
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Girelli L. What does gender has to do with math? Complex questions require complex answers. J Neurosci Res 2022; 101:679-688. [PMID: 35443070 DOI: 10.1002/jnr.25056] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 03/31/2022] [Accepted: 04/03/2022] [Indexed: 01/29/2023]
Abstract
Whether mathematics is a gendered domain or not is a long-lasting issue bringing along major social and educational implications. The females' underrepresentation in science, technology, engineering, and mathematics (STEM) has been considered one of the key signs of the math gender gap, although the current view largely attributes the origin of this phenomenon to sociocultural factors. Indeed, recent approaches to math gender differences reached the universal conclusion that nature and nurture exert reciprocal effects on each other, establishing the need for approaching the study of the math gender issue only once its intrinsic complexity has been accepted. Building upon a flourishing literature, this review provides an updated synthesis of the evidence for math gender equality at the start, and for math gender inequality on the go, challenging the role of biological factors. In particular, by combining recent findings from different research areas, the paper discusses the persistence of the "math male myth" and the associated "female are not good at math myth," drawing attention to the complex interplay of social and cultural forces that support such stereotypes. The suggestion is made that longevity of these myths results from the additive effects of two independent cognitive biases associated with gender stereotypes and with math stereotypes, respectively. Scholars' responsibility in amplifying these myths by pursuing some catching lines of research is also discussed.
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Affiliation(s)
- Luisa Girelli
- Department of Psychology, University of Milano-Bicocca, Milano, Italy.,NeuroMI, Milan Center for Neuroscience, Milano, Italy
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17
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Lazzaro G, Fucà E, Caciolo C, Battisti A, Costanzo F, Varuzza C, Vicari S, Menghini D. Understanding the Effects of Transcranial Electrical Stimulation in Numerical Cognition: A Systematic Review for Clinical Translation. J Clin Med 2022; 11:jcm11082082. [PMID: 35456176 PMCID: PMC9032363 DOI: 10.3390/jcm11082082] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2022] [Revised: 03/31/2022] [Accepted: 04/02/2022] [Indexed: 02/04/2023] Open
Abstract
Atypical development of numerical cognition (dyscalculia) may increase the onset of neuropsychiatric symptoms, especially when untreated, and it may have long-term detrimental social consequences. However, evidence-based treatments are still lacking. Despite plenty of studies investigating the effects of transcranial electrical stimulation (tES) on numerical cognition, a systematized synthesis of results is still lacking. In the present systematic review (PROSPERO ID: CRD42021271139), we found that the majority of reports (20 out of 26) showed the effectiveness of tES in improving both number (80%) and arithmetic (76%) processing. In particular, anodal tDCS (regardless of lateralization) over parietal regions, bilateral tDCS (regardless of polarity/lateralization) over frontal regions, and tRNS (regardless of brain regions) strongly enhance number processing. While bilateral tDCS and tRNS over parietal and frontal regions and left anodal tDCS over frontal regions consistently improve arithmetic skills. In addition, tACS seems to be more effective than tDCS at ameliorating arithmetic learning. Despite the variability of methods and paucity of clinical studies, tES seems to be a promising brain-based treatment to enhance numerical cognition. Recommendations for clinical translation, future directions, and limitations are outlined.
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Affiliation(s)
- Giulia Lazzaro
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (E.F.); (C.C.); (A.B.); (F.C.); (C.V.); (S.V.)
| | - Elisa Fucà
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (E.F.); (C.C.); (A.B.); (F.C.); (C.V.); (S.V.)
| | - Cristina Caciolo
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (E.F.); (C.C.); (A.B.); (F.C.); (C.V.); (S.V.)
| | - Andrea Battisti
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (E.F.); (C.C.); (A.B.); (F.C.); (C.V.); (S.V.)
- Department of Human Science, LUMSA University, 00193 Rome, Italy
| | - Floriana Costanzo
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (E.F.); (C.C.); (A.B.); (F.C.); (C.V.); (S.V.)
| | - Cristiana Varuzza
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (E.F.); (C.C.); (A.B.); (F.C.); (C.V.); (S.V.)
| | - Stefano Vicari
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (E.F.); (C.C.); (A.B.); (F.C.); (C.V.); (S.V.)
- Department of Life Science and Public Health, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
- Centro di Riabilitazione Casa San Giuseppe, Opera Don Guanella, 00165 Rome, Italy
| | - Deny Menghini
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (E.F.); (C.C.); (A.B.); (F.C.); (C.V.); (S.V.)
- Correspondence: ; Tel.: +39-066-859-7091
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18
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Mathematics and Numerosity but Not Visuo-Spatial Working Memory Correlate with Mathematical Anxiety in Adults. Brain Sci 2022; 12:brainsci12040422. [PMID: 35447954 PMCID: PMC9029128 DOI: 10.3390/brainsci12040422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Revised: 03/15/2022] [Accepted: 03/20/2022] [Indexed: 12/04/2022] Open
Abstract
Many individuals, when faced with mathematical tasks or situations requiring arithmetic skills, experience exaggerated levels of anxiety. Mathematical anxiety (MA), in addition to causing discomfort, can lead to avoidance behaviors and then to underachievement. However, the factors inducing MA and how MA deploys its detrimental effects are still largely debated. There is evidence suggesting that MA affects working memory capacity by further diminishing its limited processing resources. An alternative account postulates that MA originates from a coarse early numerical cognition capacity, the perception of numerosity. In the current study, we measured MA, math abilities, numerosity perception and visuo-spatial working memory (VSWM) in a sample of neurotypical adults. Correlational analyses confirmed previous studies showing that high MA was associated with lower math scores and worse numerosity estimation precision. Conversely, MA turned out to be unrelated to VSWM capacities. Finally, partial correlations revealed that MA fully accounted for the relationship between numerosity estimation precision and math abilities, suggesting a key role for MA as a mediating factor between these two domains.
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19
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Seitz M, Weinert S. Numeracy skills in young children as predictors of mathematical competence. BRITISH JOURNAL OF DEVELOPMENTAL PSYCHOLOGY 2022; 40:224-241. [PMID: 35262211 DOI: 10.1111/bjdp.12408] [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] [Received: 04/22/2021] [Revised: 01/21/2022] [Indexed: 11/28/2022]
Abstract
As mathematical competence is linked to educational success, professional achievement, and even a country's economic growth, researchers have been interested in early predictors for quite some time. Although there have been numerous studies on domain-specific numerical abilities predicting later mathematical competence in preschool children, research in toddlers is scarce, especially regarding additional influential aspects, such as domain-general cognitive abilities and the children's social background. Using a large-scale dataset, the present study examined predictive effects of numeracy skills in 17-month-olds for later mathematical achievement. We found small, positive effects, even when controlling for child-related variables (i.e., age and sex) and the children's social background (i.e., maternal education and household language). Additionally, we compared results with a domain-general categorization task and found no distinct effect on mathematical competence. The present results are discussed with regard to the specificities of the dataset, as well as implications for future studies on predictors of mathematical competence.
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Affiliation(s)
- Maximilian Seitz
- Leibniz Institute for Educational Trajectories, Bamberg, Germany
| | - Sabine Weinert
- Department of Developmental Psychology, University of Bamberg, Germany
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20
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Coolen IEJI, Riggs KJ, Bugler M, Castronovo J. The approximate number system and mathematics achievement: it's complicated. A thorough investigation of different ANS measures and executive functions in mathematics achievement in children. JOURNAL OF COGNITIVE PSYCHOLOGY 2022. [DOI: 10.1080/20445911.2022.2044338] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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21
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22
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Mononen R, Niemivirta M. Patterns of symbolic numerical magnitude processing and working memory as predictors of early mathematics performance. EUROPEAN JOURNAL OF PSYCHOLOGY OF EDUCATION 2022. [DOI: 10.1007/s10212-021-00596-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Abstract
Although the roles of symbolic numerical magnitude processing (SNMP) and working memory (WM) in mathematics performance are well acknowledged, studies examining their joint effects are few. Here, we investigated the profiles of SNMP (1- and 2-digit comparison) and WM (verbal, visual and central executive) among Norwegian first graders (N = 256), and how these predict performance in counting, arithmetic facts and word problem–solving. Using latent class cluster analysis, four groups were identified: (1) weak SNMP (33.6%), (2) strong SNMP (25.8%), (3) weak SNMP and WM (23.4%) and (4) strong WM (17.2%). Group differences in mathematics performance were significant with explained variance ranging from 7 to 16%, even after controlling for relevant demographics and domain-general cognitive skills. Our findings suggest that children may display relative strengths in SNMP and WM, and that they both have a unique, even compensatory role in mathematics performance.
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23
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Fu W, Dolfi S, Decarli G, Spironelli C, Zorzi M. Electrophysiological Signatures of Numerosity Encoding in a Delayed Match-to-Sample Task. Front Hum Neurosci 2022; 15:750582. [PMID: 35058763 PMCID: PMC8764258 DOI: 10.3389/fnhum.2021.750582] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Accepted: 11/29/2021] [Indexed: 11/13/2022] Open
Abstract
The number of elements in a small set of items is appraised in a fast and exact manner, a phenomenon called subitizing. In contrast, humans provide imprecise responses when comparing larger numerosities, with decreasing precision as the number of elements increases. Estimation is thought to rely on a dedicated system for the approximate representation of numerosity. While previous behavioral and neuroimaging studies associate subitizing to a domain-general system related to object tracking and identification, the nature of small numerosity processing is still debated. We investigated the neural processing of numerosity across subitizing and estimation ranges by examining electrophysiological activity during the memory retention period in a delayed numerical match-to-sample task. We also assessed potential differences in the neural signature of numerical magnitude in a fully non-symbolic or cross-format comparison. In line with behavioral performance, we observed modulation of parietal-occipital neural activity as a function of numerosity that differed in two ranges, with distinctive neural signatures of small numerosities showing clear similarities with those observed in visuospatial working memory tasks. We also found differences in neural activity related to numerical information in anticipation of single vs. cross-format comparison, suggesting a top-down modulation of numerical processing. Finally, behavioral results revealed enhanced performance in the mixed-format conditions and a significant correlation between task performance and symbolic mathematical skills. Overall, we provide evidence for distinct mechanisms related to small and large numerosity and differences in numerical encoding based on task demands.
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Affiliation(s)
- Wanlu Fu
- Department of General Psychology, University of Padova, Padua, Italy
| | - Serena Dolfi
- Department of Developmental Psychology and Socialisation, University of Padova, Padua, Italy
| | - Gisella Decarli
- Department of General Psychology, University of Padova, Padua, Italy
| | - Chiara Spironelli
- Department of General Psychology, University of Padova, Padua, Italy
- Padova Neuroscience Center (PNC), University of Padova, Padua, Italy
| | - Marco Zorzi
- Department of General Psychology, University of Padova, Padua, Italy
- IRCCS San Camillo Hospital, Venice, Italy
- *Correspondence: Marco Zorzi,
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24
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de Freitas Feldberg SC, da Silva Gusmão Cardoso T, Santos FH, Muszkat M, Bueno OFA, Berlim de Mello C. Numerical cognition in children with cerebral palsy. RESEARCH IN DEVELOPMENTAL DISABILITIES 2021; 119:104086. [PMID: 34562825 DOI: 10.1016/j.ridd.2021.104086] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 07/21/2021] [Accepted: 09/16/2021] [Indexed: 06/13/2023]
Abstract
Children with Cerebral Palsy (CP) often perform poorly in mathematics. It is not yet clear to what extent mathematics difficulties in this clinical condition are similar to those observed in developmental dyscalculia. To better elucidate this issue, we conducted an exploratory cross-sectional study with a sample of children and adolescents with congenital brain injuries and educational history of problems in Mathematics. Fifty students aged 7-15 years, of both genders (28 males) participated in the study, 31 with typical development (TD) and 19 of whom diagnosed with spastic CP. Nine had hemiplegia and ten diplegia. Assessment procedures included a neuropsychological battery covering numerical cognition (ZAREKI-R) and working memory (AWMA) skills, and a computerized task for comparing non-symbolic magnitudes as a measure of number sense. Despite average intelligence coefficient, participants with CP underperformed the TD in five of the 12 ZAREKI-R subtests, as well as in the number sense and working memory tasks. scores were lower among hemiplegic children compared to diplegic, numerical cognition was impaired in all CP group, unveiling a dyscalculia secondary to neurodevelopmental impairments. Therefore, we can consider that mathematical learning difficulties in CP as being heterogeneous and associated with the immaturity of neuropsychological functions, with consequences for the development of numerical cognition.
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Affiliation(s)
| | - Thiago da Silva Gusmão Cardoso
- Education and Health Program for Children and Adolescents, Universidade Federal de São Paulo - UNIFESP, São Paulo, Brazil.
| | - Flavia H Santos
- School of Psychology, University College Dublin - UCD, Dublin, Ireland.
| | - Mauro Muszkat
- Education and Health Program for Children and Adolescents, Universidade Federal de São Paulo - UNIFESP, São Paulo, Brazil.
| | | | - Claudia Berlim de Mello
- Department of Psychobiology, Universidade Federal de São Paulo - UNIFESP, São Paulo, Brazil; Education and Health Program for Children and Adolescents, Universidade Federal de São Paulo - UNIFESP, São Paulo, Brazil.
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25
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Lazzaro G, Battisti A, Varuzza C, Celestini L, Pani P, Costanzo F, Vicari S, Kadosh RC, Menghini D. Boosting Numerical Cognition in Children and Adolescents with Mathematical Learning Disabilities by a Brain-Based Intervention: A Study Protocol for a Randomized, Sham-Controlled Clinical Trial. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:10969. [PMID: 34682715 PMCID: PMC8536003 DOI: 10.3390/ijerph182010969] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Revised: 10/08/2021] [Accepted: 10/15/2021] [Indexed: 01/29/2023]
Abstract
Numbers are everywhere, and supporting difficulties in numerical cognition (e.g., mathematical learning disability (MLD)) in a timely, effective manner is critical for their daily use. To date, only low-efficacy cognitive-based interventions are available. The extensive data on the neurobiology of MLD have increased interest in brain-directed approaches. The overarching goal of this study protocol is to provide the scientific foundation for devising brain-based and evidence-based treatments in children and adolescents with MLD. In this double-blind, between-subject, sham-controlled, randomized clinical trial, transcranial random noise stimulation (tRNS) plus cognitive training will be delivered to participants. Arithmetic, neuropsychological, psychological, and electrophysiological measures will be collected at baseline (T0), at the end of the interventions (T1), one week (T2) and three months later (T3). We expect that tRNS plus cognitive training will significantly improve arithmetic measures at T1 and at each follow-up (T2, T3) compared with placebo and that such improvements will correlate robustly and positively with changes in the neuropsychological, psychological, and electrophysiological measures. We firmly believe that this clinical trial will produce reliable and positive results to accelerate the validation of brain-based treatments for MLD that have the potential to impact quality of life.
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Affiliation(s)
- Giulia Lazzaro
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (A.B.); (C.V.); (L.C.); (F.C.); (S.V.)
- Department of Human Science, LUMSA University, 00193 Rome, Italy
| | - Andrea Battisti
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (A.B.); (C.V.); (L.C.); (F.C.); (S.V.)
| | - Cristiana Varuzza
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (A.B.); (C.V.); (L.C.); (F.C.); (S.V.)
| | - Laura Celestini
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (A.B.); (C.V.); (L.C.); (F.C.); (S.V.)
| | - Pierpaolo Pani
- Department of Physiology and Pharmacology, Sapienza University, 00185 Rome, Italy;
| | - Floriana Costanzo
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (A.B.); (C.V.); (L.C.); (F.C.); (S.V.)
| | - Stefano Vicari
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (A.B.); (C.V.); (L.C.); (F.C.); (S.V.)
- Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Roi Cohen Kadosh
- School of Psychology, Faculty of Health and Medical Sciences, 30AD04 Elizabeth Fry Building, University of Surrey, Guildford GU2 7XH, UK;
- Department of Experimental Psychology, University of Oxford, New Radcliffe House, Radcliffe Observatory Quarter, Oxford OX2 6GG, UK
| | - Deny Menghini
- Child and Adolescent Neuropsychiatry Unit, Department of Neuroscience, Bambino Gesù Children’s Hospital, IRCCS, 00146 Rome, Italy; (G.L.); (A.B.); (C.V.); (L.C.); (F.C.); (S.V.)
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26
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Pan Y, Yang H, Li M, Zhang J, Cui L. Grouping strategies in numerosity perception between intrinsic and extrinsic grouping cues. Sci Rep 2021; 11:17605. [PMID: 34475472 PMCID: PMC8413425 DOI: 10.1038/s41598-021-96944-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 08/17/2021] [Indexed: 02/07/2023] Open
Abstract
The number of items in an array can be quickly and accurately estimated by dividing the array into subgroups, in a strategy termed "groupitizing." For example, when memorizing a telephone number, it is better to do so by divide the number into several segments. Different forms of visual grouping can affect the precision of the enumeration of a large set of items. Previous studies have found that when groupitizing, enumeration precision is improved by grouping arrays using visual proximity and color similarity. Based on Gestalt theory, Palmer (Cognit Psychol 24:436, 1992) divided perceptual grouping into intrinsic (e.g., proximity, similarity) and extrinsic (e.g., connectedness, common region) principles. Studies have investigated groupitizing effects on intrinsic grouping. However, to the best of our knowledge, no study has explored groupitizing effects for extrinsic grouping cues. Therefore, this study explored whether extrinsic grouping cues differed from intrinsic grouping cues for groupitizing effects in numerosity perception. The results showed that both extrinsic and intrinsic grouping cues improved enumeration precision. However, extrinsic grouping was more accurate in terms of the sensory precision of the numerosity perception.
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Affiliation(s)
- Yun Pan
- Key Laboratory of Basic Psychological and Cognitive Neuroscience, School of Psychology, Guizhou Normal University, Guiyang, China.
| | - Huanyu Yang
- Key Laboratory of Basic Psychological and Cognitive Neuroscience, School of Psychology, Guizhou Normal University, Guiyang, China.
- Education School, Yunnan University of Business Management, Kunming, China.
| | - Mengmeng Li
- Key Laboratory of Basic Psychological and Cognitive Neuroscience, School of Psychology, Guizhou Normal University, Guiyang, China
| | - Jian Zhang
- Key Laboratory of Basic Psychological and Cognitive Neuroscience, School of Psychology, Guizhou Normal University, Guiyang, China
| | - Lihua Cui
- Education School, Yunnan University of Business Management, Kunming, China
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27
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Longitudinal relations between the approximate number system and symbolic number skills in preschool children. J Exp Child Psychol 2021; 212:105254. [PMID: 34352660 DOI: 10.1016/j.jecp.2021.105254] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Revised: 07/05/2021] [Accepted: 07/07/2021] [Indexed: 01/29/2023]
Abstract
This study examined the longitudinal relation between the approximate number system (ANS) and two symbolic number skills, namely word problem-solving skill and number line skill, in a sample of 138 Chinese 4- to 6-year-old children. The ANS and symbolic number skills were measured first in the second year of preschool (Time 1 [T1], mean age = 4.98 years; SD = 0.33) and then in the third year of preschool (Time 2 [T2]). Cross-lagged analyses indicated that word problem-solving skill at T1 predicted ANS acuity at T2 but not vice versa. In addition, there were bidirectional relations between children's word problem-solving skill and number line estimation skill. The observed longitudinal relations were robust to the control of child's sex, age, maternal education, receptive vocabulary, spatial visualization, and working memory except for the relation between T1 word problem-solving skill and T2 number line estimation skill, which was explained by child's age.
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28
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Üstün S, Ayyıldız N, Kale EH, Mançe Çalışır Ö, Uran P, Öner Ö, Olkun S, Çiçek M. Children With Dyscalculia Show Hippocampal Hyperactivity During Symbolic Number Perception. Front Hum Neurosci 2021; 15:687476. [PMID: 34354576 PMCID: PMC8330842 DOI: 10.3389/fnhum.2021.687476] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Accepted: 06/28/2021] [Indexed: 11/25/2022] Open
Abstract
Dyscalculia is a learning disability affecting the acquisition of arithmetical skills in children with normal intelligence and age-appropriate education. Two hypotheses attempt to explain the main cause of dyscalculia. The first hypothesis suggests that a problem with the core mechanisms of perceiving (non-symbolic) quantities is the cause of dyscalculia (core deficit hypothesis), while the alternative hypothesis suggests that dyscalculics have problems only with the processing of numerical symbols (access deficit hypothesis). In the present study, the symbolic and non-symbolic numerosity processing of typically developing children and children with dyscalculia were examined with functional magnetic resonance imaging (fMRI). Control (n = 15, mean age: 11.26) and dyscalculia (n = 12, mean age: 11.25) groups were determined using a wide-scale screening process. Participants performed a quantity comparison paradigm in the fMRI with two number conditions (dot and symbol comparison) and two difficulty levels (0.5 and 0.7 ratio). The results showed that the bilateral intraparietal sulcus (IPS), left dorsolateral prefrontal cortex (DLPFC) and left fusiform gyrus (so-called “number form area”) were activated for number perception as well as bilateral occipital and supplementary motor areas. The task difficulty engaged bilateral insular cortex, anterior cingulate cortex, IPS, and DLPFC activation. The dyscalculia group showed more activation in the left orbitofrontal cortex, left medial prefrontal cortex, and right anterior cingulate cortex than the control group. The dyscalculia group showed left hippocampus activation specifically for the symbolic condition. Increased left hippocampal and left-lateralized frontal network activation suggest increased executive and memory-based compensation mechanisms during symbolic processing for dyscalculics. Overall, our findings support the access deficit hypothesis as a neural basis for dyscalculia.
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Affiliation(s)
- Sertaç Üstün
- Department of Physiology, Ankara University School of Medicine, Ankara, Turkey.,Neuroscience and Neurotechnology Center of Excellence, Ankara, Turkey.,Department of Interdisciplinary Neuroscience, Health Science Institute, Ankara University, Ankara, Turkey
| | - Nazife Ayyıldız
- Neuroscience and Neurotechnology Center of Excellence, Ankara, Turkey.,Department of Interdisciplinary Neuroscience, Health Science Institute, Ankara University, Ankara, Turkey.,Brain Research Center, Ankara University, Ankara, Turkey
| | - Emre H Kale
- Brain Research Center, Ankara University, Ankara, Turkey
| | - Öykü Mançe Çalışır
- Brain Research Center, Ankara University, Ankara, Turkey.,Program of Counseling and Guidance, Department of Educational Sciences, Ankara University Faculty of Educational Sciences, Ankara, Turkey
| | - Pınar Uran
- Department of Child and Adolescent Psychiatry, Ankara University School of Medicine, Ankara, Turkey
| | - Özgür Öner
- Department of Child and Adolescent Psychiatry, Bahçeşehir University School of Medicine, İstanbul, Turkey
| | - Sinan Olkun
- Department of Mathematics Education, Final International University, Kyrenia, Cyprus
| | - Metehan Çiçek
- Department of Physiology, Ankara University School of Medicine, Ankara, Turkey.,Neuroscience and Neurotechnology Center of Excellence, Ankara, Turkey.,Department of Interdisciplinary Neuroscience, Health Science Institute, Ankara University, Ankara, Turkey.,Brain Research Center, Ankara University, Ankara, Turkey
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29
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Creatore C, Sabathiel S, Solstad T. Learning exact enumeration and approximate estimation in deep neural network models. Cognition 2021; 215:104815. [PMID: 34182145 DOI: 10.1016/j.cognition.2021.104815] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2020] [Revised: 06/12/2021] [Accepted: 06/15/2021] [Indexed: 01/08/2023]
Abstract
A system for approximate number discrimination has been shown to arise in at least two types of hierarchical neural network models-a generative Deep Belief Network (DBN) and a Hierarchical Convolutional Neural Network (HCNN) trained to classify natural objects. Here, we investigate whether the same two network architectures can learn to recognise exact numerosity. A clear difference in performance could be traced to the specificity of the unit responses that emerged in the last hidden layer of each network. In the DBN, the emergence of a layer of monotonic 'summation units' was sufficient to produce classification behaviour consistent with the behavioural signature of the approximate number system. In the HCNN, a layer of units uniquely tuned to the transition between particular numerosities effectively encoded a thermometer-like 'numerosity code' that ensured near-perfect classification accuracy. The results support the notion that parallel pattern-recognition mechanisms may give rise to exact and approximate number concepts, both of which may contribute to the learning of symbolic numbers and arithmetic.
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Affiliation(s)
- Celestino Creatore
- Department of Teacher Education, Faculty of Social and Educational Sciences, NTNU-Norwegian University of Science and Technology, Norway.
| | - Silvester Sabathiel
- Department of Teacher Education, Faculty of Social and Educational Sciences, NTNU-Norwegian University of Science and Technology, Norway; Department of Computer Science, Faculty of Information Technology and Electrical Engineering, NTNU-Norwegian University of Science and Technology, Norway.
| | - Trygve Solstad
- Department of Teacher Education, Faculty of Social and Educational Sciences, NTNU-Norwegian University of Science and Technology, Norway.
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30
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Ma H, Bu X, Sanford EM, Zeng T, Halberda J. Approximate Number Sense in Students With Severe Hearing Loss: A Modality-Neutral Cognitive Ability. Front Hum Neurosci 2021; 15:688144. [PMID: 34177504 PMCID: PMC8220080 DOI: 10.3389/fnhum.2021.688144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 05/12/2021] [Indexed: 01/29/2023] Open
Abstract
The Approximate Number System (ANS) allows humans and non-human animals to estimate large quantities without counting. It is most commonly studied in visual contexts (i.e., with displays containing different numbers of dots), although the ANS may operate on all approximate quantities regardless of modality (e.g., estimating the number of a series of auditory tones). Previous research has shown that there is a link between ANS and mathematics abilities, and that this link is resilient to differences in visual experience (Kanjlia et al., 2018). However, little is known about the function of the ANS and its relationship to mathematics abilities in the absence of other types of sensory input. Here, we investigated the acuity of the ANS and its relationship with mathematics abilities in a group of students from the Sichuan Province in China, half of whom were deaf. We found, consistent with previous research, that ANS acuity improves with age. We found that mathematics ability was predicted by Non-verbal IQ and Inhibitory Control, but not visual working memory capacity or Attention Network efficiencies. Even above and beyond these predictors, ANS ability still accounted for unique variance in mathematics ability. Notably, there was no interaction with hearing, which indicates that the role played by the ANS in explaining mathematics competence is not modulated by hearing capacity. Finally, we found that age, Non-verbal IQ and Visual Working Memory capacity were predictive of ANS performance when controlling for other factors. In fact, although students with hearing loss performed slightly worse than students with normal hearing on the ANS task, hearing was no longer significantly predictive of ANS performance once other factors were taken into account. These results indicate that the ANS is able to develop at a consistent pace with other cognitive abilities in the absence of auditory experience, and that its relationship with mathematics ability is not contingent on sensory input from hearing.
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Affiliation(s)
- Hailin Ma
- College of Education, Shanxi Normal University, Xi'an, China.,Plateau Brain Science Research Center, Tibet University, Lhasa, China
| | - Xiaoou Bu
- Plateau Brain Science Research Center, Tibet University, Lhasa, China.,Faculty of Education, EastChina Normal University, Shanghai, China
| | - Emily M Sanford
- Department of Psychological and Brain Sciences, Johns Hopkins University, Baltimore, MD, United States
| | - Tongao Zeng
- Plateau Brain Science Research Center, Tibet University, Lhasa, China
| | - Justin Halberda
- Department of Psychological and Brain Sciences, Johns Hopkins University, Baltimore, MD, United States
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31
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Gordon R, Scalise NR, Ramani GB. Give yourself a hand: The role of gesture and working memory in preschoolers' numerical knowledge. J Exp Child Psychol 2021; 208:105145. [PMID: 33848695 DOI: 10.1016/j.jecp.2021.105145] [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] [Received: 08/12/2020] [Revised: 02/02/2021] [Accepted: 03/02/2021] [Indexed: 10/21/2022]
Abstract
Hand gestures can be beneficial in math contexts to reduce the user's cognitive load by supporting domain-general abilities such as working memory. Although prior work has shown a strong relation between young children's early math performance and their general cognitive abilities, it is important to consider how children's working memory ability may relate to their use of spontaneous gesture as well as their math-specific abilities. The current study examined how preschool-aged children's gesture use and working memory relate to their performance on an age-appropriate math task. Head Start preschoolers (N = 81) were videotaped while completing a modified version of the Give-N task to measure their cardinality understanding. Children also completed a forward word span task and a computerized Corsi Block task to assess their working memory. The results showed that children's spontaneous gesture use and working memory were related to their performance on the cardinality task. However, children's gestures were not significantly related to working memory after controlling for age. Findings suggest that young children from low-income backgrounds use gestures during math contexts in similar ways to preschoolers from higher-income backgrounds.
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Affiliation(s)
- Raychel Gordon
- Department of Human Development and Quantitative Methodology, University of Maryland, College Park, College Park, MD 20742, USA.
| | - Nicole R Scalise
- Department of Human Development and Quantitative Methodology, University of Maryland, College Park, College Park, MD 20742, USA; Department of Cognitive Sciences, University of California, Irvine, Irvine, CA 92617, USA
| | - Geetha B Ramani
- Department of Human Development and Quantitative Methodology, University of Maryland, College Park, College Park, MD 20742, USA
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32
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Malone SA, Pritchard VE, Hulme C. Separable effects of the approximate number system, symbolic number knowledge, and number ordering ability on early arithmetic development. J Exp Child Psychol 2021; 208:105120. [PMID: 33794420 DOI: 10.1016/j.jecp.2021.105120] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2020] [Revised: 01/23/2021] [Accepted: 01/23/2021] [Indexed: 11/29/2022]
Abstract
There is evidence that early variations in the development of an approximate number system (ANS) and symbolic number understanding are both influences on the later development of formal arithmetic skills. We report a large-scale (N = 552) longitudinal study of the predictors of arithmetic spanning a critical developmental period (the first 3 years of formal education). Variations in early knowledge of symbolic representations of number and the ordinal associations between them are direct predictors of later arithmetic skills. The development of number ordering ability is in turn predicted by earlier variations in arithmetic, the ANS (numerosity judgments), and rapid automatized naming (RAN). These findings have important implications for theories of numerical and arithmetical development and potentially for the teaching of these skills.
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Affiliation(s)
- Stephanie A Malone
- Australian Catholic University, Brisbane, QLD 4014, Australia; Autism Centre of Excellence, Griffith University, Brisbane, QLD 4122, Australia
| | - Verena E Pritchard
- Australian Catholic University, Brisbane, QLD 4014, Australia; School of Psychology and Counseling, Faculty of Health, Queensland University of Technology, Brisbane, QLD 4000, Australia
| | - Charles Hulme
- Australian Catholic University, Brisbane, QLD 4014, Australia; Department of Education, University of Oxford, Oxford OX2 6PY, UK.
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33
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Qu C, Szkudlarek E, Brannon EM. Approximate multiplication in young children prior to multiplication instruction. J Exp Child Psychol 2021; 207:105116. [PMID: 33677334 DOI: 10.1016/j.jecp.2021.105116] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Revised: 12/23/2020] [Accepted: 01/21/2021] [Indexed: 01/29/2023]
Abstract
Prior work indicates that children have an untrained ability to approximately calculate using their approximate number system (ANS). For example, children can mentally double or halve a large array of discrete objects. Here, we asked whether children can perform a true multiplication operation, flexibly attending to both the multiplier and multiplicand, prior to formal multiplication instruction. We presented 5- to 8-year-olds with nonsymbolic multiplicands (dot arrays) or symbolic multiplicands (Arabic numerals) ranging from 2 to 12 and with nonsymbolic multipliers ranging from 2 to 8. Children compared each imagined product with a visible comparison quantity. Children performed with above-chance accuracy on both nonsymbolic and symbolic approximate multiplication, and their performance was dependent on the ratio between the imagined product and the comparison target. Children who could not solve any single-digit symbolic multiplication equations (e.g., 2 × 3) on a basic math test were nevertheless successful on both our approximate multiplication tasks, indicating that children have an intuitive sense of multiplication that emerges independent of formal instruction about symbolic multiplication. Nonsymbolic multiplication performance mediated the relation between children's Weber fraction and symbolic math abilities, suggesting a pathway by which the ANS contributes to children's emerging symbolic math competence. These findings may inform future educational interventions that allow children to use their basic arithmetic intuition as a scaffold to facilitate symbolic math learning.
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Affiliation(s)
- Chuyan Qu
- Department of Psychology, University of Pennsylvania, Philadelphia, PA 19104, USA.
| | - Emily Szkudlarek
- Department of Psychology, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Elizabeth M Brannon
- Department of Psychology, University of Pennsylvania, Philadelphia, PA 19104, USA
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34
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Pomè A, Thompson D, Burr DC, Halberda J. Location- and object-based attention enhance number estimation. Atten Percept Psychophys 2021; 83:7-17. [PMID: 33156512 PMCID: PMC7875840 DOI: 10.3758/s13414-020-02178-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/07/2020] [Indexed: 01/29/2023]
Abstract
Humans and non-humans can extract an estimate of the number of items in a collection very rapidly, raising the question of whether attention is necessary for this process. Visual attention operates in various modes, showing selectivity both to spatial location and to objects. Here, we tested whether each form of attention can enhance number estimation, by measuring whether presenting a visual cue to increase attentional engagement will lead to a more accurate and precise representation of number, both when attention is directed to location and when it is directed to objects. Results revealed that enumeration of a collection of dots in the location previously cued led to faster, more precise, and more accurate judgments than enumeration in un-cued locations, and a similar benefit was seen when the cue and collection appeared on the same object. This work shows that like many other perceptual tasks, numerical estimation may be enhanced by the spread of active attention inside a pre-cued object.
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Affiliation(s)
- Antonella Pomè
- Department of Neuroscience, Psychology, Pharmacology, and Child Health, University of Florence, Florence, Italy
- Johns Hopkins University, Baltimore, MD, USA
| | | | - David Charles Burr
- Department of Neuroscience, Psychology, Pharmacology, and Child Health, University of Florence, Florence, Italy.
- Institute of Neuroscience, National Research Council, Pisa, Italy.
- School of Psychology, University of Sydney, Sydney, NSW, Australia.
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35
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Szkudlarek E, Park J, Brannon EM. Failure to replicate the benefit of approximate arithmetic training for symbolic arithmetic fluency in adults. Cognition 2020; 207:104521. [PMID: 33280814 PMCID: PMC7805575 DOI: 10.1016/j.cognition.2020.104521] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Revised: 11/10/2020] [Accepted: 11/13/2020] [Indexed: 11/30/2022]
Abstract
Previous research reported that college students’ symbolic addition and subtraction fluency improved after training with non-symbolic, approximate addition and subtraction. These findings were widely interpreted as strong support for the hypothesis that the Approximate Number System (ANS) plays a causal role in symbolic mathematics, and that this relation holds into adulthood. Here we report four experiments that fail to find evidence for this causal relation. Experiment 1 examined whether the approximate arithmetic training effect exists within a shorter training period than originally reported (2 vs 6 days of training). Experiment 2 attempted to replicate and compare the approximate arithmetic training effect to a control training condition matched in working memory load. Experiments 3 and 4 replicated the original approximate arithmetic training experiments with a larger sample size. Across all four experiments (N = 318) approximate arithmetic training was no more effective at improving the arithmetic fluency of adults than training with control tasks. Results call into question any causal relationship between approximate, non-symbolic arithmetic and precise symbolic arithmetic.
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Affiliation(s)
- Emily Szkudlarek
- University of Pennsylvania, Department of Psychology, 425 S. University Ave, Philadelphia, PA 19104, USA.
| | - Joonkoo Park
- University of Massachusetts Amherst, Department of Psychological and Brain Sciences, 135 Hicks Way, Amherst, MA 01003, USA; Commonwealth Honors College, University of Massachusetts Amherst, USA
| | - Elizabeth M Brannon
- University of Pennsylvania, Department of Psychology, 425 S. University Ave, Philadelphia, PA 19104, USA
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36
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Libertus ME, Odic D, Feigenson L, Halberda J. Effects of Visual Training of Approximate Number Sense on Auditory Number Sense and School Math Ability. Front Psychol 2020; 11:2085. [PMID: 32973627 PMCID: PMC7481447 DOI: 10.3389/fpsyg.2020.02085] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2019] [Accepted: 07/28/2020] [Indexed: 01/29/2023] Open
Abstract
Research with children and adults suggests that people's math performance is predicted by individual differences in an evolutionarily ancient ability to estimate and compare numerical quantities without counting (the approximate number system or ANS). However, previous work has almost exclusively used visual stimuli to measure ANS precision, leaving open the possibility that the observed link might be driven by aspects of visuospatial competence, rather than the amodal ANS. We addressed this possibility in an ANS training study. Sixty-eight 6-year-old children participated in a 5-week study that either trained their visual ANS ability or their phonological awareness (an active control group). Immediately before and after training, we assessed children's visual and auditory ANS precision, as well as their symbolic math ability and phonological awareness. We found that, prior to training, children's precision in a visual ANS task related to their math performance - replicating recent studies. Importantly, precision in an auditory ANS task also related to math performance. Furthermore, we found that children who completed visual ANS training showed greater improvements in auditory ANS precision than children who completed phonological awareness training. Finally, children in the ANS training group showed significant improvements in math ability but not phonological awareness. These results suggest that the link between ANS precision and school math ability goes beyond visuospatial abilities and that the modality-independent ANS is causally linked to math ability in early childhood.
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Affiliation(s)
- Melissa E Libertus
- Department of Psychology and Learning Research and Development Center, University of Pittsburgh, Pittsburgh, PA, United States.,Department of Psychological and Brain Sciences, Johns Hopkins University, Baltimore, MD, United States
| | - Darko Odic
- Department of Psychological and Brain Sciences, Johns Hopkins University, Baltimore, MD, United States.,Department of Psychology, The University of British Columbia, Vancouver, BC, Canada
| | - Lisa Feigenson
- Department of Psychological and Brain Sciences, Johns Hopkins University, Baltimore, MD, United States
| | - Justin Halberda
- Department of Psychological and Brain Sciences, Johns Hopkins University, Baltimore, MD, United States
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37
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Silver AM, Elliott L, Imbeah A, Libertus ME. Understanding the unique contributions of home numeracy, inhibitory control, the approximate number system, and spontaneous focusing on number for children's math abilities. MATHEMATICAL THINKING & LEARNING 2020; 22:296-311. [PMID: 33727781 PMCID: PMC7959406 DOI: 10.1080/10986065.2020.1818469] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2019] [Revised: 08/13/2020] [Accepted: 08/13/2020] [Indexed: 06/12/2023]
Abstract
Math abilities are important predictors of both children's academic achievement and their outcomes in adulthood such as full-time employment and income. Previous work indicates that parenting factors (i.e., parental education, parent math ability, frequency of math activities) relate to children's math performance. Further, research demonstrates that both domain-general (i.e., language skills, inhibitory control) and domain-specific (i.e., approximate number system acuity, tendency to spontaneously focus on number) cognitive predictors are related to math during early childhood. However, work to date has not examined all of these factors together to identify their unique contributions for young children's math abilities. Thus, in the present study we examine whether parent-level and child-level factors uniquely explain children's math abilities. To this end, 112 four-year-old children and one of their parents completed a battery of assessments and questionnaires. Results indicate that children's math performance is uniquely predicted by the frequency of home math activities reported by the parents, as well as children's own inhibitory control, approximate number system acuity, and tendency to spontaneously focus on number. These parent- and child-level factors provide independent targets for future interventions aimed at improving early math performance.
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38
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Maldonado Moscoso PA, Castaldi E, Burr DC, Arrighi R, Anobile G. Grouping strategies in number estimation extend the subitizing range. Sci Rep 2020; 10:14979. [PMID: 32917941 PMCID: PMC7486368 DOI: 10.1038/s41598-020-71871-5] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Accepted: 08/17/2020] [Indexed: 01/29/2023] Open
Abstract
When asked to estimate the number of items in a visual array, educated adults and children are more precise and rapid if the items are clustered into small subgroups rather than randomly distributed. This phenomenon, termed "groupitizing", is thought to rely on the recruitment of the subitizing system (dedicated to the perception of very small numbers), with the aid of simple arithmetical calculations. The aim of current study is to verify whether the advantage for clustered stimuli does rely on subitizing, by manipulating attention, known to strongly affect attention. Participants estimated the numerosity of grouped or ungrouped arrays in condition of full attention or while attention was diverted with a dual-task. Depriving visual attention strongly decreased estimation precision of grouped but not of ungrouped arrays, as well as increasing the tendency for numerosity estimation to regress towards the mean. Additional explorative analyses suggested that calculation skills correlated with the estimation precision of grouped, but not of ungrouped, arrays. The results suggest that groupitizing is an attention-based process that leverages on the subitizing system. They also suggest that measuring numerosity estimation thresholds with grouped stimuli may be a sensitive correlate of math abilities.
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Affiliation(s)
- Paula A Maldonado Moscoso
- Department of Neuroscience, Psychology, Pharmacology and Child Health, University of Florence, Florence, Italy
- Institut für Psychologie, Universität Regensburg, Regensburg, Germany
| | - Elisa Castaldi
- Department of Neuroscience, Psychology, Pharmacology and Child Health, University of Florence, Florence, Italy.
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy.
| | - David C Burr
- Department of Neuroscience, Psychology, Pharmacology and Child Health, University of Florence, Florence, Italy
| | - Roberto Arrighi
- Department of Neuroscience, Psychology, Pharmacology and Child Health, University of Florence, Florence, Italy
| | - Giovanni Anobile
- Department of Neuroscience, Psychology, Pharmacology and Child Health, University of Florence, Florence, Italy
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39
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Wang JJ, Halberda J, Feigenson L. Emergence of the Link Between the Approximate Number System and Symbolic Math Ability. Child Dev 2020; 92:e186-e200. [PMID: 32816346 DOI: 10.1111/cdev.13454] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Experimentally manipulating Approximate Number System (ANS) precision has been found to influence children's subsequent symbolic math performance. Here in three experiments (N = 160; 81 girls; 3-5 year old) we replicated this effect and examined its duration and developmental trajectory. We found that modulation of 5-year-olds' ANS precision continued to affect their symbolic math performance after a 30-min delay. Furthermore, our cross-sectional investigation revealed that children 4.5 years and older experienced a significant transfer effect of ANS manipulation on math performance, whereas younger children showed no such transfer, despite experiencing significant changes in ANS precision. These findings support the existence of a causal link between nonverbal numerical approximation and symbolic math performance that first emerges during the preschool years.
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40
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Professional mathematicians do not differ from others in the symbolic numerical distance and size effects. Sci Rep 2020; 10:11531. [PMID: 32661271 PMCID: PMC7359336 DOI: 10.1038/s41598-020-68202-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Accepted: 06/11/2020] [Indexed: 01/29/2023] Open
Abstract
The numerical distance effect (it is easier to compare numbers that are further apart) and size effect (for a constant distance, it is easier to compare smaller numbers) characterize symbolic number processing. However, evidence for a relationship between these two basic phenomena and more complex mathematical skills is mixed. Previously this relationship has only been studied in participants with normal or poor mathematical skills, not in mathematicians. Furthermore, the prevalence of these effects at the individual level is not known. Here we compared professional mathematicians, engineers, social scientists, and a reference group using the symbolic magnitude classification task with single-digit Arabic numbers. The groups did not differ with respect to symbolic numerical distance and size effects in either frequentist or Bayesian analyses. Moreover, we looked at their prevalence at the individual level using the bootstrapping method: while a reliable numerical distance effect was present in almost all participants, the prevalence of a reliable numerical size effect was much lower. Again, prevalence did not differ between groups. In summary, the phenomena were neither more pronounced nor more prevalent in mathematicians, suggesting that extremely high mathematical skills neither rely on nor have special consequences for analogue processing of symbolic numerical magnitudes.
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41
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Tomlinson RC, DeWind NK, Brannon EM. Number sense biases children's area judgments. Cognition 2020; 204:104352. [PMID: 32629292 DOI: 10.1016/j.cognition.2020.104352] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2019] [Revised: 03/25/2020] [Accepted: 06/02/2020] [Indexed: 01/29/2023]
Abstract
Humans are thought to use the approximate number system (ANS) to make quick approximations based on quantity even before learning to count. However, there has long been controversy regarding the salience of number versus other stimulus dimensions throughout development, including a recent proposal that number sense is derived from a sense of general magnitude. Here, we used a regression approach to disentangle numerical acuity from sensitivity to total surface area in both 5-year-old children and adults. We found that both children and adults displayed higher acuity when making numerosity judgments than total surface area judgments. Adults were largely able to ignore irrelevant stimulus features when making numerosity or total area judgments. Children were more biased by numerosity when making total area judgments than by total area when making numerosity judgments. These results provide evidence that number is more salient than total surface area even before the start of formal education and are inconsistent with the Sense of Magnitude proposal.
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Affiliation(s)
- Rachel C Tomlinson
- Department of Psychology, University of Michigan, East Hall, 530 Church Street, Ann Arbor, MI 48109, United States of America.
| | - Nicholas K DeWind
- Department of Psychology, University of Pennsylvania, 3720 Walnut St, Philadelphia, PA 19104, United States of America
| | - Elizabeth M Brannon
- Department of Psychology, University of Pennsylvania, 3720 Walnut St, Philadelphia, PA 19104, United States of America
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42
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Maldonado Moscoso PA, Anobile G, Primi C, Arrighi R. Math Anxiety Mediates the Link Between Number Sense and Math Achievements in High Math Anxiety Young Adults. Front Psychol 2020; 11:1095. [PMID: 32528392 PMCID: PMC7264265 DOI: 10.3389/fpsyg.2020.01095] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Accepted: 04/29/2020] [Indexed: 01/29/2023] Open
Abstract
In the past few years, many studies have suggested that subjects with high sensory precision in the processing of non-symbolic numerical quantities (approximate number system; ANS) also have higher math abilities. At the same time, there has been interest in another non-cognitive factor affecting mathematical learning: mathematical anxiety (MA). MA is defined as a debilitating emotional reaction to mathematics that interferes with the manipulation of numbers and the solving of mathematical problems. Few studies have been dedicated to uncovering the interplay between ANS and MA and those have provided conflicting evidence. Here we measured ANS precision (numerosity discrimination thresholds) in a cohort of university students with either a high (>75th percentile; n = 49) or low (<25th percentile; n = 39) score on the Abbreviate Math Anxiety Scale (AMAS). We also assessed math proficiency using a standardized test (MPP: Mathematics Prerequisites for Psychometrics), visuo-spatial attention capacity by means of a Multiple Objects Tracking task (MOT) and sensory precision for non-numerical quantities (disk size). Our results confirmed previous studies showing that math abilities and ANS precision correlate in subjects with high math anxiety. Neither precision in size-discrimination nor visuo-spatial attentional capacity were found to correlate with math capacities. Interestingly, within the group with high MA, our data also revealed a relationship between ANS precision and MA, with MA playing a key role in mediating the correlation between ANS and math achievement. Taken together, our results suggest an interplay between extreme levels of MA and the sensory precision in the processing of non-symbolic numerosity.
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Affiliation(s)
| | - Giovanni Anobile
- Department of Neuroscience, Psychology, Pharmacology and Child Health, University of Florence, Florence, Italy
| | - Caterina Primi
- Department of Neuroscience, Psychology, Pharmacology and Child Health, University of Florence, Florence, Italy
| | - Roberto Arrighi
- Department of Neuroscience, Psychology, Pharmacology and Child Health, University of Florence, Florence, Italy
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43
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Schröder E, Gredebäck G, Gunnarsson J, Lindskog M. Play enhances visual form perception in infancy-an active training study. Dev Sci 2020; 23:e12923. [PMID: 31721368 PMCID: PMC7187289 DOI: 10.1111/desc.12923] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2018] [Revised: 10/31/2019] [Accepted: 11/06/2019] [Indexed: 11/30/2022]
Abstract
Motor experiences and active exploration during early childhood may affect individual differences in a wide range of perceptual and cognitive abilities. In the current study, we suggest that active exploration of objects facilitates the ability to process object forms and magnitudes, which in turn impacts the development of numerosity perception. We tested our hypothesis by conducting a preregistered active exploration intervention with 59 8-month-old infants. The minimal intervention consisted of actively playing with and exploring blocks once a day for 8 weeks. In order to control for possible training effects on attention, we used book reading as a control condition. Pre- and post-test assessments using eye-tracking showed that block play improved visual form perception, where infants became better at detecting a deviant shape. Furthermore, using three control tasks, we showed that the intervention specifically improved infants' ability to process visual forms and the effect could not be explained by a domain general improvement in attention or visual perception. We found that the intervention did not improve numerosity perception and suggest that because of the sequential nature of our hypothesis, a longer time frame might be needed to see improvements in this ability. Our findings indicate that if infants are given more opportunities for play and exploration, it will have positive effects on their visual form perception, which in turn could help their understanding of geometrical concepts.
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44
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Sobkow A, Olszewska A, Traczyk J. Multiple numeric competencies predict decision outcomes beyond fluid intelligence and cognitive reflection. INTELLIGENCE 2020. [DOI: 10.1016/j.intell.2020.101452] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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45
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Canto-López MC, Aguilar M, García-Sedeño MA, Navarro JI, Aragón E, Delgado C, Mera C. Numerical Estimation and Mathematical Learning Methodology in Preschoolers. Psychol Rep 2019; 124:438-458. [PMID: 31875765 DOI: 10.1177/0033294119892880] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
One of the means for representing quantities/magnitudes is the mental number line. It is still a nonsolved question as to whether the method of learning mathematics in the early years could improve this type of estimating. A total of 233 students, aged four and five years, who learned mathematics with a new method called Open Algorithm Based on Number or the more traditional Closed Based on Ciphers approach, were evaluated with a reliable estimation on the number line test. Results revealed significant differences in participants' estimation functions based on the learning method used. Students who learned mathematics through the Open Algorithm Based on Number method used a linear representation more efficiently than those who were taught with the Closed Based on Ciphers methodology. This group exhibited a logarithmic function in their approach. We discussed whether these differences can be attributed to a recurrent practice in estimation tasks at school, characterized by the Open Algorithm Based on Number methodology.
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Affiliation(s)
- M C Canto-López
- Department of Psychology, 16727University of Cadiz, Puerto Real, Spain
| | - M Aguilar
- Department of Psychology, 16727University of Cadiz, Puerto Real, Spain
| | - M A García-Sedeño
- Department of Psychology, 16727University of Cadiz, Puerto Real, Spain
| | - J I Navarro
- Department of Psychology, 16727University of Cadiz, Puerto Real, Spain
| | - E Aragón
- Department of Psychology, 16727University of Cadiz, Puerto Real, Spain
| | - C Delgado
- Department of Psychology, 16727University of Cadiz, Puerto Real, Spain
| | - C Mera
- Department of Psychology, 16727University of Cadiz, Puerto Real, Spain
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Gordon R, Chernyak N, Cordes S. Get to the point: Preschoolers’ spontaneous gesture use during a cardinality task. COGNITIVE DEVELOPMENT 2019. [DOI: 10.1016/j.cogdev.2019.100818] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Smyth RE, Ansari D. Do infants have a sense of numerosity? A p-curve analysis of infant numerosity discrimination studies. Dev Sci 2019; 23:e12897. [PMID: 31448505 DOI: 10.1111/desc.12897] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2017] [Revised: 07/26/2019] [Accepted: 08/20/2019] [Indexed: 11/30/2022]
Abstract
Research demonstrating that infants discriminate between small (e.g., 1 vs. 3 dots) and large numerosities (e.g., 8 vs. 16 dots) is central to theories concerning the origins of human numerical abilities. To date, there has been no quantitative meta-analysis of the infant numerical competency data. Here, we quantitatively synthesize the evidential value of the available literature on infant numerosity discrimination using a meta-analytic tool called p-curve. In p-curve the distribution of available p-values is analyzed to determine whether the published literature examining particular hypotheses contains evidential value. p-curves demonstrated evidential value for the hypotheses that infants can discriminate between both small and large unimodal and cross-modal numerosities. However, the analyses also revealed that the published data on infants' ability to discriminate between large numerosities is less robust and statistically powered than the data on their ability to discriminate small numerosities. We argue there is a need for adequately powered replication studies to enable stronger inferences in order to use infant data to ground theories concerning the ontogenesis of numerical cognition.
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Affiliation(s)
- Rachael E Smyth
- Health and Rehabilitation Sciences, Western University, London, ON, Canada
| | - Daniel Ansari
- Department of Psychology, Western University, London, ON, Canada.,Brain and Mind Institute, Western University, London, ON, Canada
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48
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Chu FW, vanMarle K, Hoard MK, Nugent L, Scofield JE, Geary DC. Preschool deficits in cardinal knowledge and executive function contribute to longer-term mathematical learning disability. J Exp Child Psychol 2019; 188:104668. [PMID: 31430570 DOI: 10.1016/j.jecp.2019.104668] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Revised: 06/25/2019] [Accepted: 07/13/2019] [Indexed: 11/26/2022]
Abstract
In a preschool through first grade longitudinal study, we identified groups of children with persistently low mathematics achievement (n = 14) and children with low achievement in preschool but average achievement in first grade (n = 23). The preschool quantitative developments of these respective groups of children with mathematical learning disability (MLD) and recovered children and a group of typically achieving peers (n = 35) were contrasted, as were their intelligence, executive function, and parental education levels. The core characteristics of the children with MLD were poor executive function and delayed understanding of the cardinal value of number words throughout preschool. These compounded into even more substantive deficits in number and arithmetic at the beginning of first grade. The recovered group had poor executive function and cardinal knowledge during the first year of preschool but showed significant gains during the second year. Despite these gains and average mathematics achievement, the recovered children had subtle deficits with accessing magnitudes associated with numerals and addition combinations (e.g., 5 + 6 = ?) in first grade. The study provides unique insight into domain-general and quantitative deficits in preschool that increase risk for long-term mathematical difficulties.
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Affiliation(s)
- Felicia W Chu
- Department of Psychological Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Kristy vanMarle
- 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
| | - John E Scofield
- Department of Psychological Sciences, University of Missouri, Columbia, MO 65211, USA
| | - David C Geary
- Department of Psychological Sciences, University of Missouri, Columbia, MO 65211, USA; Interdisciplinary Neuroscience Program, University of Missouri, Columbia, MO 65211, USA.
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49
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Hutchison JE, Ansari D, Zheng S, De Jesus S, Lyons IM. The relation between subitizable symbolic and non-symbolic number processing over the kindergarten school year. Dev Sci 2019; 23:e12884. [PMID: 31271687 DOI: 10.1111/desc.12884] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2018] [Revised: 06/07/2019] [Accepted: 06/24/2019] [Indexed: 01/29/2023]
Abstract
A long-standing debate in the field of numerical cognition concerns the degree to which symbolic and non-symbolic processing are related over the course of development. Of particular interest is the possibility that this link depends on the range of quantities in question. Behavioral and neuroimaging research with adults suggests that symbolic and non-symbolic quantities may be processed more similarly within, relative to outside of, the subitizing range. However, it remains unclear whether this unique link exists in young children at the outset of formal education. Further, no study has yet taken numerical size into account when investigating the longitudinal influence of these skills. To address these questions, we investigated the relation between symbolic and non-symbolic processing inside versus outside the subitizing range, both cross-sectionally and longitudinally, in 540 kindergarteners. Cross-sectionally, we found a consistently stronger relation between symbolic and non-symbolic number processing within versus outside the subitizing range at both the beginning and end of kindergarten. We also show evidence for a bidirectional relation over the course of kindergarten between formats within the subitizing range, and a unidirectional relation (symbolic → non-symbolic) for quantities outside of the subitizing range. These findings extend current theories on symbolic and non-symbolic magnitude development by suggesting that non-symbolic processing may in fact play a role in the development of symbolic number abilities, but that this influence may be limited to quantities within the subitizing range.
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Affiliation(s)
- Jane E Hutchison
- Department of Psychology, Georgetown University, Washington, DC, USA
| | - Daniel Ansari
- Department of Psychology and Brain & Mind Institute, University of Western Ontario, London, Ontario, Canada
| | - Samuel Zheng
- Research and Development, Toronto District School Board, North York, Ontario, Canada
| | - Stefanie De Jesus
- Research and Development, Toronto District School Board, North York, Ontario, Canada
| | - Ian M Lyons
- Department of Psychology, Georgetown University, Washington, DC, USA
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50
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Preschoolers and multi-digit numbers: A path to mathematics through the symbols themselves. Cognition 2019; 189:89-104. [PMID: 30933877 DOI: 10.1016/j.cognition.2019.03.013] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2018] [Revised: 03/15/2019] [Accepted: 03/21/2019] [Indexed: 01/22/2023]
Abstract
Numerous studies from developmental psychology have suggested that human symbolic representation of numbers is built upon the evolutionally old capacity for representing quantities that is shared with other species. Substantial research from mathematics education also supports the idea that mathematical concepts are best learned through their corresponding physical representations. We argue for an independent pathway to learning "big" multi-digit symbolic numbers that focuses on the symbol system itself. Across five experiments using both between- and within-subject designs, we asked preschoolers to identify written multi-digit numbers with their spoken names in a two-alternative-choice-test or to indicate the larger quantity between two written numbers. Results showed that preschoolers could reliably map spoken number names to written forms and compare the magnitudes of two written multi-digit numbers. Importantly, these abilities were not related to their non-symbolic representation of quantities. These findings have important implications for numerical cognition, symbolic development, teaching, and education.
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