The effect of different methods to construct non-symbolic stimuli in numerosity estimation and comparison

Numerosity estimation and comparison tasks are often used to measure the acuity of the approximate number system (ANS), a mechanism which allows extracting numerosity from an array of dots independently from several visual cues (e.g. area extended by the dots). This idea is supported by studies showing that numerosity can be processed while these visual cues are controlled for. Different methods to construct dot arrays while controlling their visual cues have been proposed in the past. In this paper, these methods were contrasted in an estimation and a comparison task. The way of constructing the dot arrays had little impact on estimation. In contrast, in the comparison task, participants' performance was significantly influenced by the method that was used to construct the arrays of dots, indicating better performance when the visual cues of the dot arrays (partly) co-varied with numerosity. The present study therefore shows that estimates of ANS acuity derived from comparison tasks are inconsistent and dependent on how the stimuli are constructed. This makes it difficult to compare studies which utilised different methods to construct the dot arrays in numerosity comparison tasks. In addition, these results question the currently held view of the ANS as capable of robustly extracting numerosity independently from visual cues.

[1]  R. Church,et al.  A mode control model of counting and timing processes. , 1983, Journal of experimental psychology. Animal behavior processes.

[2]  Christian Agrillo,et al.  Number versus continuous quantity in numerosity judgments by fish , 2011, Cognition.

[3]  Stanislas Dehaene,et al.  Calibrating the mental number line , 2008, Cognition.

[4]  Christine Schiltz,et al.  Estimation abilities of large numerosities in Kindergartners , 2013, Front. Psychol..

[5]  Justin Halberda,et al.  Developmental change in the acuity of the "Number Sense": The Approximate Number System in 3-, 4-, 5-, and 6-year-olds and adults. , 2008, Developmental psychology.

[6]  E. Van den Bussche,et al.  The reliability of and the relation between non-symbolic numerical distance effects in comparison, same-different judgments and priming. , 2011, Acta psychologica.

[7]  Emmy Defever,et al.  Task- and age-dependent effects of visual stimulus properties on children's explicit numerosity judgments. , 2013, Journal of experimental child psychology.

[8]  Matthew Inglis,et al.  Measuring the approximate number system in children: Exploring the relationships among different tasks , 2014 .

[9]  Marie-Pascale Noël,et al.  Numerical Estimation in Adults with and without Developmental Dyscalculia. , 2012 .

[10]  Neil Marlow,et al.  Individual Differences in Inhibitory Control, Not Non-Verbal Number Acuity, Correlate with Mathematics Achievement , 2013, PloS one.

[11]  Daniel Ansari,et al.  Nonsymbolic numerical magnitude comparison: reliability and validity of different task variants and outcome measures, and their relationship to arithmetic achievement in adults. , 2012, Acta psychologica.

[12]  E. Spelke,et al.  The construction of large number representations in adults , 2003, Cognition.

[13]  Laura M. Chihara,et al.  Mathematical Statistics with Resampling and R , 2011 .

[14]  Amy Devine,et al.  Visual stimulus parameters seriously compromise the measurement of approximate number system acuity and comparative effects between adults and children , 2013, Front. Psychol..

[15]  Elizabeth M Brannon,et al.  The representation of numerical magnitude , 2006, Current Opinion in Neurobiology.

[16]  Matthew Inglis,et al.  Measuring the Approximate Number System , 2011, Quarterly journal of experimental psychology.

[17]  Bert Reynvoet,et al.  The neural mechanisms underlying passive and active processing of numerosity , 2013, NeuroImage.

[18]  B. Reynvoet,et al.  Children's representation of symbolic and nonsymbolic magnitude examined with the priming paradigm. , 2011, Journal of experimental child psychology.

[19]  Nicole M. McNeil,et al.  ANS acuity and mathematics ability in preschoolers from low-income homes: contributions of inhibitory control. , 2013, Developmental science.

[20]  Emmy Defever,et al.  Concurrent validity of approximate number sense tasks in adults and children. , 2014, Acta psychologica.

[21]  Justin Halberda,et al.  Individual differences in non-verbal number acuity correlate with maths achievement , 2008, Nature.

[22]  F. Restle Speed of Adding and Comparing Numbers. , 1970 .

[23]  Silke M. Göbel,et al.  Impact of High Mathematics Education on the Number Sense , 2012, PloS one.

[24]  Justin Halberda,et al.  Number sense across the lifespan as revealed by a massive Internet-based sample , 2012, Proceedings of the National Academy of Sciences.

[25]  Daniel Ansari,et al.  Mapping numerical magnitudes onto symbols: the numerical distance effect and individual differences in children's mathematics achievement. , 2009, Journal of experimental child psychology.

[26]  ROBERT S. MOYER,et al.  Time required for Judgements of Numerical Inequality , 1967, Nature.

[27]  Andrea Facoetti,et al.  Developmental trajectory of number acuity reveals a severe impairment in developmental dyscalculia , 2010, Cognition.

[28]  Marie-Pascale Noël,et al.  Numerical and nonnumerical estimation in children with and without mathematical learning disabilities , 2012, Child neuropsychology : a journal on normal and abnormal development in childhood and adolescence.

[29]  E. Spelke,et al.  Language and Conceptual Development series Core systems of number , 2004 .

[30]  Titia Gebuis,et al.  False Approximations of the Approximate Number System? , 2011, PloS one.

[31]  Bert Reynvoet,et al.  Approximate number sense, symbolic number processing, or number-space mappings: what underlies mathematics achievement? , 2013, Journal of experimental child psychology.

[32]  A. Ishiguchi,et al.  Effects of perceptual variables on numerosity comparison in 5–6-year-olds and adults , 2013, Front. Psychol..

[33]  B. De Smedt,et al.  Children’s Mapping between Non-Symbolic and Symbolic Numerical Magnitudes and Its Association with Timed and Untimed Tests of Mathematics Achievement , 2014, PloS one.

[34]  S. Dehaene,et al.  The Number Sense: How the Mind Creates Mathematics. , 1998 .

[35]  S. Dehaene,et al.  Exact and Approximate Arithmetic in an Amazonian Indigene Group , 2004, Science.

[36]  Tali Leibovich,et al.  Magnitude processing in non-symbolic stimuli , 2013, Front. Psychol..

[37]  Bert Reynvoet,et al.  Generating nonsymbolic number stimuli , 2011, Behavior research methods.

[38]  Matthew Inglis,et al.  Indexing the approximate number system. , 2014, Acta psychologica.

[39]  Shao-Wu Zhang,et al.  Numerical Cognition in Bees and Other Insects , 2013, Front. Psychol..

[40]  Bert Reynvoet,et al.  The interplay between nonsymbolic number and its continuous visual properties. , 2012, Journal of experimental psychology. General.

[41]  Stanislas Dehaene,et al.  PSYCHOLOGICAL SCIENCE Research Article Does Subitizing Reflect Numerical Estimation? , 2022 .

[42]  Melissa E. Libertus,et al.  Stable individual differences in number discrimination in infancy. , 2010, Developmental science.

[43]  G. Fechner Elemente der Psychophysik , 1998 .

[44]  Bert Reynvoet,et al.  The Role of Visual Information in Numerosity Estimation , 2012, PloS one.

[45]  Gavin R. Price,et al.  Numerical predictors of arithmetic success in grades 1-6. , 2014, Developmental science.

[46]  Timothy D. Lee,et al.  Motor Control and Learning: A Behavioral Emphasis , 1982 .

[47]  Pierre Pica,et al.  Education Enhances the Acuity of the Nonverbal Approximate Number System , 2013, Psychological science.

[48]  Lieven Verschaffel,et al.  The association between children's numerical magnitude processing and mental multi-digit subtraction. , 2014, Acta psychologica.

[49]  Rochel Gelman,et al.  Variability signatures distinguish verbal from nonverbal counting for both large and small numbers , 2001, Psychonomic bulletin & review.

[50]  André Knops,et al.  Operational Momentum in Multiplication and Division? , 2014, PloS one.

[51]  Bert Reynvoet,et al.  Comparing the neural distance effect derived from the non–symbolic comparison and the same–different task , 2013, Front. Hum. Neurosci..

[52]  Philippe Pinel,et al.  Tuning Curves for Approximate Numerosity in the Human Intraparietal Sulcus , 2004, Neuron.

[53]  Matthew Inglis,et al.  Sampling from the mental number line: How are approximate number system representations formed? , 2013, Cognition.

[54]  Xavier Seron,et al.  Under- and over-estimation: a bi-directional mapping process between symbolic and non-symbolic representations of number? , 2011, Experimental psychology.