Cognitive correlates of performance in advanced mathematics

Wei, Yuan, Chen, Zhou · British Journal of Educational Psychology · 2012 · psychology · 10.1111/j.2044-8279.2011.02049.x · record wei2012-cognitive-correlates-of-performanc
tag layer · index · concepts · authors · עברית
Where this record's text came from. faceted 2026-08 by reading the locally held text (pdftext); every evidence string verified as an exact substring of that text before merging. Claim type was set to existence because the headline claim is that an association exists (spatial ability with advanced mathematics); the paper simultaneously reports a null result for the number-sense hypothesis, quoted here for the record: "Quotation withheld This result did not support the number sense hypothesis." and "In contrast, the current study did not find any significant partial correlations between measures of basic numerical processing and advanced mathematics." I did not code that contrast as a claim_relation because the sentences expressing it do not themselves name the prior work they contrast with (the names appear only in adjacent sentences), so per the rules it would be an inferred relation. The claim relations recorded are therefore the paper's explicit methodological builds-on statements. The extracted text contains heavily garbled tables (Tables 1 and 2 are rendered as vertically-scrambled character streams); nothing was quoted from those regions. 2026-08-14, 2026-08-15 and 2026-08-25 schema-0.3 passes: every quote verified as an exact substring of the staged text and anchored at merge time; concept terms verified present; every edge endpoint an existing node.
How to read this page. The article itself is not reproduced here — this paper is not cleared for redistribution, so what follows is the tag layer alone. The evidence sentences are withheld with the article. The table at the foot lists every tag the record carries; each row names the facet it belongs to, and the whose words column says whether the tag records the paper's own wording or the tagger's sentence about the paper. Every tag links to each other paper in the corpus carrying it. The machine-readable edition of the same thing is the TEI file beside this one, where the tags live in standOff, and the article is at its publisher via the link below. When we have changed our mind. Some entries in the table begin with a word in capitals and the reason for it. EVIDENCE CORRECTED — the finding still stands, but we had quoted the wrong sentence from the paper, and the quotation has been replaced with the right one. RETRACTED — the entry itself was wrong; it stays on the page, marked, with the reason, rather than being deleted. WITHDRAWN AND REPLACED — the entry was wrong, and a corrected version of it appears in the entries below. Each mark carries its own reason, in brackets, because the reasons differ from one entry to the next. An entry we have WITHDRAWN is removed from this page and kept in the record, with its reason. A line reading Audit and a date is a later re-reading of the entry against its whole sentence: DOUBTFUL means it was kept, and the reason says what is loose about it. Quotation marks inside the tagger's sentence. Where a tag is the tagger's own sentence, a phrase in quotation marks inside it is borrowed from the paper — the tagger's wording around it is not. The paper's own sentence is the evidence quote for that row; on this page it is withheld with the article, and the article is at its publisher. Nothing inside quotation marks anywhere on this page is ours: if it is quoted, it is the paper's. Whose words a concept carries. A concept entry records a term the paper itself uses, so the term, the sense given for it, and its evidence are the paper's own words, quoted where the paper fixes them. This is the opposite of a sense entry in the tag table, which is the tagger's sentence about how the paper uses a term. Where a concept entry could not be grounded in the paper's words, the entry says so on its own row.

Tags on this paper

Every tag the record carries, each linking to every other paper in the corpus that carries it. A tag appears here whether or not its words occur in the article — the spans below are only the ones a sentence in this paper licenses. Of the 4 concept tags on this paper, all 4 are grounded in a quoted sentence.
number sense numerical processing spatial processing advanced mathematics Advanced mathematical notation must be laid out and held in a mental spatial arrangement, so spatial ability constrains how well the symbols, numerals and letters of a formula can be represented and manipulated Learning advanced mathematics requires comprehending unfamiliar technical terminology, the same semantic-comprehension process tapped by the word semantics task, which is why word semantics predicts advanced mathematics Basic number sense drops out as a predictor because advanced mathematics operates far away from numerosity and numbers, unlike elementary mathematics which directly involves them mental number line number sense hypothesis deviation of estimated quantity reaction time spatial working memory general cognitive processing language processing basic numerical processing correlation correlation coefficients partial correlation partial correlations split-half reliability split-half reliabilities standardization (z-scores) averaging standardized scores mean and standard deviation means and standard deviations p-value behavioural-experiment

Legend

relation to other workclaim_relationshow this paper stands to another: agrees, contradicts, extends, qualifies
claim typeclaim_typethe shape of the claim: existence, mechanism, method, critique, prediction, null
concept edgeconcept_edgesan asserted relation between two concepts, with the sentence asserting it
conceptconceptsan idea the paper works with, quoted where the paper uses it
content tagcontent_tagsa finding, definition, quantity, statistic or variable named in the paper
controlcontrolsan experiment run to eliminate a rival explanation
limitationlimitationswhat the paper says its evidence cannot support
mechanismmechanismshow the reported effect is said to come about
methodmethodhow the paper produced its evidence
phenomenonphenomenonthe effect or regularity under study
sensesensesa distinct use of a term, quoted where the paper fixes it
unrecordable relationunhoused_relationsa relation the paper asserts that this vocabulary cannot express, with the reason

The paper

The full text is not reproduced here. This article is not cleared for redistribution, so the page carries the tag layer only. Its evidence sentences are withheld; the grounding status remains with each tag, and the article itself is at https://doi.org/10.1111/j.2044-8279.2011.02049.x. The reading view exists for the papers whose licence permits it.

Every tag on this page

claim_relations 3 · claim_type 1 · concept_edges 2 · concepts 4 · content_tags 26 · controls 3 · limitations 7 · mechanisms 3 · method 1 · phenomenon 1 · senses 3 · unhoused_relations 1

Relations on this page carry a quotation for the claim. Where a relation was separately evidenced — and so tested against the vocabulary for its type — the row says so; none of 2 relations here carry that mark. The rest are the tagger’s reading of the sentence quoted beside them.

facettagfieldconf.whose words
claim_typeexistence
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
claim_typethe paper's words
phenomenoncognitive correlates of advanced mathematics learning
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
phenomenonthe paper's words
methodbehavioural-experiment
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methodthe paper's words
mechanismsmechanisms
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
mechanisms[0]the tagger's words
mechanismsmechanisms
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
mechanisms[1]the tagger's words
mechanismsmechanisms
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
mechanisms[2]the tagger's words
limitationsOnly a narrow slice of advanced mathematical ability was measured, namely acquiring new concepts and solving problems about them.
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what this limits: what 'advanced mathematical ability' means here: A RELATIVELY SMALL RANGE OF HIGH-LEVEL MATHEMATICAL ABILITIES WERE ASSESSED
limitations[0]the tagger's words
limitationsThe cognitive tests themselves are improvable; the numerical-processing tests were not well correlated with each other.
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what this limits: the cognitive measures: THE TESTS INCLUDED FOR EACH TYPE OF COGNITIVE FACTORS CAN BE FURTHER IMPROVED
limitations[1]the tagger's words
limitationsThe participant range was limited to adults who did not major in mathematics or allied disciplines.
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what this limits: the population the result speaks for: THE RANGE OF PARTICIPANTS WAS ALSO LIMITED - adults not majoring in mathematics or allied disciplines
limitations[2]the tagger's words
limitationsThe tests for one construct do not agree with each other, and the authors state it is unclear whether that means the construct has several types — while the comparison construct behaves as one.
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
what this limits: a numerical-processing score in this study as a measure of number sense: the tests were not highly correlated among themselves and the authors state it is unclear whether they reflect different types of number sense
limitations[3]1.0the tagger's words
limitationsThe headline construct was assessed over a narrow range, which the authors name first among their limitations.
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what this limits: conclusions about advanced mathematics performance in general: only the ability to acquire new advanced concepts and to solve problems was assessed
limitations[4]1.0the tagger's words
limitationsThe sample excludes both ends of the ability range the conclusions are about.
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what this limits: generalising to mathematicians or to people with mathematical difficulties: the participants were adults who did not major in mathematics, and the authors name both excluded groups as future work
limitations[5]1.0the tagger's words
limitationsTHE NULL WAS PREDICTED, NOT DISCOVERED, and the authors say so before reporting it: 'we EXPECTED TO DISCONFIRM this number sense hypothesis because advanced mathematics is far removed from basic numerical processing', adding that in a college sample the variation in basic number processing should be limited. So the finding is confirmatory of the authors' expectation and partly explained in advance by their sampling, which is a different epistemic object from a surprising null.
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limitations[6]0.95the tagger's words
controlsabout four hours between the two testing sessions
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eliminates: that second-session performance is depressed by fatigue carried over from the first · outcome (stated by the tagger, no quotation): held
controls[0]0.95the tagger's words
controlsthe position of the stimulus on screen was randomly determined within 15 degrees of visual angle
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eliminates: that performance depends on a fixed retinal location rather than on the cognitive demand · outcome (stated by the tagger, no quotation): held
controls[1]0.95the tagger's words
controlsinstructions and practice trials preceded every task
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eliminates: that early performance on each task reflects unfamiliarity rather than ability · outcome (stated by the tagger, no quotation): held
controls[2]0.95the tagger's words
conceptsnumber sense
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also in: number sense
concepts[0]the paper's words
conceptsnumerical processing
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
concepts[1]the paper's words
conceptsspatial processing
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concepts[2]the paper's words
conceptsadvanced mathematics
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concepts[3]0.95the paper's words
unhoused_relationsbasic numerical processing → advanced mathematics
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A RELATION TESTED AND NOT FOUND: 'basic numerical processing and computation were generally NOT correlated with performance in advanced mathematics'. No edge type can assert an absent relation, and this one is the paper's stated aim - it set out to disconfirm the number-sense hypothesis. Third instance in this session's reading after arthur2022 and pan2023.
unhoused_relations[0]0.95the tagger's words
sensesnumber sense - POSSIBLY SEVERAL TYPES: the tests intended to measure it were not highly correlated, and the paper leaves open whether that reflects distinct types or poor measures
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senses[0]1.0the tagger's words
sensesthe association between non-symbolic quantity tasks and mathematics - REPORTED IN BOTH DIRECTIONS in the literature this paper reviews, with studies finding it and studies finding none
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senses[1]1.0the tagger's words
sensesnumber sense - a construct whose own tests do not converge here, leaving open whether they measure several different things; the spatial tests in the same battery do converge
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senses[2]0.95the tagger's words
claim_relationsbuilds-on → Shepard & Metzler (1971) mental rotation task
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claim_relations[0]the tagger's words
claim_relationsbuilds-on → Halberda et al. (2008) coloured-dot numerosity comparison task
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
claim_relations[1]the tagger's words
claim_relationsbuilds-on → Delazer et al. (2005) artificial arithmetic learning paradigm
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
claim_relations[2]the tagger's words
concept_edgesspatial processing —causes→ advanced mathematics
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
differs in: WHICH COGNITIVE FACTOR SURVIVES CONTROLLING FOR THE OTHERS: spatial abilities and comprehension of words and sentences do; basic numerical processing and computation do not. The battery's job is to make the factors compete, and the one the field expected to win is the one that drops out · strength of the relation: 0.8 Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span writes 'spatial abilities' and reports a CORRELATION with performance; endpoint variant, association typed as cause.
concept_edges[0]0.9the tagger's words
concept_edgesnumber sense —operationalised-as→ numerical processing
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strength of the relation: 0.7 · note: THE INSTRUMENTS FOR ONE CONSTRUCT DO NOT AGREE WITH EACH OTHER, and the authors draw the right conclusion from it: the numerical-processing tests did not correlate highly with each other, and '…It is not clear whether they reflect…' different types of number sense. The contrast is inside the same battery - the spatial tests were '…highly intercorrelated' - so this is not a general problem with the method but a fact about this construct. Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span says it is NOT CLEAR whether the tests reflect different types of number sense; hedged.
concept_edges[1]0.9the tagger's words
content_tagscorrelation
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also in: correlation
content_tags.statistics[0]the tagger's words
content_tagspartial correlation
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content_tags.statistics[1]the tagger's words
content_tagssplit-half reliability
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content_tags.statistics[2]the tagger's words
content_tagsstandardization (z-scores)
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
content_tags.statistics[3]the tagger's words
content_tagsmean and standard deviation
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content_tags.statistics[4]the tagger's words
content_tagsp-value
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
also in: p-value
content_tags.statistics[5]the tagger's words
content_tagsMental rotation, spatial working memory and figure analysis had significant partial correlations with advanced mathematics.
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content_tags.findings[0]the tagger's words
content_tagsNone of the four number-sense tasks had a significant partial correlation with advanced mathematics.
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
content_tags.findings[1]the tagger's words
content_tagsAfter controlling for general cognitive, spatial and basic numerical processing, word semantics still correlated with advanced mathematics.
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content_tags.findings[2]the tagger's words
content_tagsComplex numerical processing - number series completion and artificial arithmetic learning - stayed significantly correlated with advanced mathematics after all four other cognitive categories were controlled.
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content_tags.findings[3]the tagger's words
content_tagsThe combined z-score for basic numerical processing showed no correlation with advanced mathematics (r = .021).
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
content_tags.findings[4]the tagger's words
content_tagsadvanced mathematics
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
content_tags.definitions[0]the tagger's words
content_tagsmental number line
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
content_tags.definitions[1]the tagger's words
content_tagsnumber sense hypothesis
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
content_tags.definitions[2]the tagger's words
content_tagsdeviation of estimated quantity
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
content_tags.variables[0]the tagger's words
content_tagsreaction time
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about this quote: THE QUOTE CONTINUES A SENTENCE THAT THIS COPY CUTS IN TWO - a running head stands between it and the words it follows, which read 'The average percentage of correct'.
also in: reaction time
content_tags.variables[1]the tagger's words
content_tagsspatial working memory
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
content_tags.variables[2]the tagger's words
content_tagsgeneral cognitive processing
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
content_tags.variables[3]the tagger's words
content_tagslanguage processing
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
content_tags.variables[4]the tagger's words
content_tagsbasic numerical processing
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
content_tags.variables[5]the tagger's words
content_tags80 — number of undergraduate participants recruited
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content_tags.quantities[0]the tagger's words
content_tags21.9 years — mean age of the sample
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content_tags.quantities[1]the tagger's words
content_tags18 — total number of tasks administered (17 computerised cognitive tasks plus the advanced mathematics test)
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content_tags.quantities[2]the tagger's words
content_tagsr = .540, p = .000 — partial correlation between the composite spatial-processing score and advanced mathematics performance
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content_tags.quantities[3]the tagger's words
content_tagsr = .021, p = .852 — partial correlation between the composite basic-numerical-processing score and advanced mathematics performance
Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above.
content_tags.quantities[4]the tagger's words
content_tags17 — number of cognitive tasks in the battery correlated with the advanced mathematics test
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content_tags.quantities[5]the tagger's words

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