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  1. Rational Number Representation by the Approximate Number System.Chuyan Qu, Sam Clarke, Francesca Luzzi & Elizabeth Brannon - 2024 - Cognition 250 (105839):1-13.
    The approximate number system (ANS) enables organisms to represent the approximate number of items in an observed collection, quickly and independently of natural language. Recently, it has been proposed that the ANS goes beyond representing natural numbers by extracting and representing rational numbers (Clarke & Beck, 2021a). Prior work demonstrates that adults and children discriminate ratios in an approximate and ratio-dependent manner, consistent with the hallmarks of the ANS. Here, we use a well-known “connectedness illusion” to provide evidence that these (...)
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  • The number sense represents (rational) numbers.Sam Clarke & Jacob Beck - 2021 - Behavioral and Brain Sciences 44:1-57.
    On a now orthodox view, humans and many other animals possess a “number sense,” or approximate number system, that represents number. Recently, this orthodox view has been subject to numerous critiques that question whether the ANS genuinely represents number. We distinguish three lines of critique – the arguments from congruency, confounds, and imprecision – and show that none succeed. We then provide positive reasons to think that the ANS genuinely represents numbers, and not just non-numerical confounds or exotic substitutes for (...)
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  • Who uses more strategies? Linking mathematics anxiety to adults’ strategy variability and performance on fraction magnitude tasks.Pooja G. Sidney, Rajaa Thalluri, Morgan L. Buerke & Clarissa A. Thompson - 2018 - Thinking and Reasoning 25 (1):94-131.
    ABSTRACTAdults use a variety of strategies to reason about fraction magnitudes, and this variability is adaptive. In two studies, we examined the relationships between mathematics anxiety, working memory, strategy variability and performance on two fraction tasks: fraction magnitude comparison and estimation. Adults with higher mathematics anxiety had lower accuracy on the comparison task and greater percentage absolute error on the estimation task. Unexpectedly, mathematics anxiety was not related to variable strategy use. However, variable strategy use was linked to more accurate (...)
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  • Mapping and modeling the semantic space of math concepts.Samuel Debray & Stanislas Dehaene - 2025 - Cognition 254 (C):105971.
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  • Fractions We Cannot Ignore: The Nonsymbolic Ratio Congruity Effect.Percival G. Matthews & Mark R. Lewis - 2017 - Cognitive Science 41 (6):1656-1674.
    Although many researchers theorize that primitive numerosity processing abilities may lay the foundation for whole number concepts, other classes of numbers, like fractions, are sometimes assumed to be inaccessible to primitive architectures. This research presents evidence that the automatic processing of nonsymbolic magnitudes affects processing of symbolic fractions. Participants completed modified Stroop tasks in which they selected the larger of two symbolic fractions while the ratios of the fonts in which the fractions were printed and the overall sizes of the (...)
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  • Comprehension and computation in Bayesian problem solving.Eric D. Johnson & Elisabet Tubau - 2015 - Frontiers in Psychology 6:137658.
    Humans have long been characterized as poor probabilistic reasoners when presented with explicit numerical information. Bayesian word problems provide a well-known example of this, where even highly educated and cognitively skilled individuals fail to adhere to mathematical norms. It is widely agreed that natural frequencies can facilitate Bayesian reasoning relative to normalized formats (e.g. probabilities, percentages), both by clarifying logical set-subset relations and by simplifying numerical calculations. Nevertheless, between-study performance on “transparent” Bayesian problems varies widely, and generally remains rather unimpressive. (...)
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  • Confidence judgments during ratio comparisons reveal a Bayesian bias.Santiago Alonso-Diaz & Jessica F. Cantlon - 2018 - Cognition 177 (C):98-106.
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  • Why fractions are difficult? Modeling optimal and sub-optimal integration strategies of numerators and denominators by educated adults.Daniel Fitousi & Ran Noyman - 2024 - Cognition 242 (C):105656.
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  • No calculation necessary: Accessing magnitude through decimals and fractions.John V. Binzak & Edward M. Hubbard - 2020 - Cognition 199 (C):104219.
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  • Training nonsymbolic proportional reasoning in children and its effects on their symbolic math abilities.Camilo Gouet, Salvador Carvajal, Justin Halberda & Marcela Peña - 2020 - Cognition 197 (C):104154.
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  • Conceptual and procedural distinctions between fractions and decimals: A cross-national comparison.Hee Seung Lee, Melissa DeWolf, Miriam Bassok & Keith J. Holyoak - 2016 - Cognition 147 (C):57-69.
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  • Changing priorities in the development of cognitive competence and school learning: A general theory.Andreas Demetriou, George Charilaos Spanoudis, Samuel Greiff, Nikolaos Makris, Rita Panaoura & Smaragda Kazi - 2022 - Frontiers in Psychology 13.
    This paper summarizes a theory of cognitive development and elaborates on its educational implications. The theory postulates that development occurs in cycles along multiple fronts. Cognitive competence in each cycle comprises a different profile of executive, inferential, and awareness processes, reflecting changes in developmental priorities in each cycle. Changes reflect varying needs in representing, understanding, and interacting with the world. Interaction control dominates episodic representation in infancy; attention control and perceptual awareness dominate in realistic representations in preschool; inferential control and (...)
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  • Tensions Between Science and Intuition Across the Lifespan.Andrew Shtulman & Kelsey Harrington - 2016 - Topics in Cognitive Science 8 (1):118-137.
    The scientific knowledge needed to engage with policy issues like climate change, vaccination, and stem cell research often conflicts with our intuitive theories of the world. How resilient are our intuitive theories in the face of contradictory scientific knowledge? Here, we present evidence that intuitive theories in 10 domains of knowledge—astronomy, evolution, fractions, genetics, germs, matter, mechanics, physiology, thermodynamics, and waves—persist more than four decades beyond the acquisition of a mutually exclusive scientific theory. Participants were asked to verify two types (...)
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  • Numerical and Non-numerical Predictors of First Graders’ Number-Line Estimation Ability.Richard J. Daker & Ian M. Lyons - 2018 - Frontiers in Psychology 9.
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  • The role of ANS acuity and numeracy for the calibration and the coherence of subjective probability judgments.Anders Winman, Peter Juslin, Marcus Lindskog, Håkan Nilsson & Neda Kerimi - 2014 - Frontiers in Psychology 5:97227.
    The purpose of the study was to investigate how numeracy and acuity of the approximate number system (ANS) relate to the calibration and coherence of probability judgments. Based on the literature on number cognition, a first hypothesis was that those with lower numeracy would maintain a less linear use of the probability scale, contributing to overconfidence and nonlinear calibration curves. A second hypothesis was that also poorer acuity of the ANS would be associated with overconfidence and non-linearity. A third hypothesis, (...)
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  • Bias and noise in proportion estimation: A mixture psychophysical model.Camilo Gouet, Wei Jin, Daniel Q. Naiman, Marcela Peña & Justin Halberda - 2021 - Cognition 213 (C):104805.
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  • Numerical Proportion Representation: A Neurocomputational Account.Qi Chen & Tom Verguts - 2017 - Frontiers in Human Neuroscience 11.
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