Evidence map›Paper›PMID 41928355›Full record

ArticleBMC psychology2026

Differential predictors of complex fraction approximation and exact calculation in young adults.

Jixuan Ye, Liushuang Zhang, Xiujie Yang

Abstract read
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Article in BMC psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Jixuan Ye *Faculty of Psychology, Beijing Normal University, 19 Xinjiekouwai Avenue, Haidian District, Beijing, 100875, P. R. China.
Liushuang Zhang *Faculty of Psychology, Beijing Normal University, 19 Xinjiekouwai Avenue, Haidian District, Beijing, 100875, P. R. China.
Xiujie YangFaculty of Psychology, Beijing Normal University, 19 Xinjiekouwai Avenue, Haidian District, Beijing, 100875, P. R. China. amyyang@bnu.edu.cn.

Funding

Fundamental Research Funds for the Central Universities 1252000746National Natural Science Foundation 32571246the China Association for Science and Technology Programme for Young Sci-tech Talents 2024-2026QNRC001
6 · The paper itself

Abstract

backgroundCalculating complex fractions can be challenging for many adults. While previous research has largely focused on factors influencing mathematical calculations in children and adolescents, less attention has been given to the cognitive factors affecting complex fraction calculations in young adults. This study intended to investigate how complex fraction approximation and exact calculation in young adults are influenced by general and numerical cognitive factors.

methodsIn a study of 167 Chinese young adults, we assessed their abilities to approximate and exactly calculate complex fractions, along with general spatial, language, and numerical cognitive factors. Scores in fraction exact calculation and fraction approximation were included as dependent variables, forming linear hierarchical regression models respectively. A path model was also utilized to investigate the structural relationships among all variables.

resultsOur analysis revealed that semantic processing, number reasoning, and whole-number exact calculation are all significantly directly linked to fraction exact calculation. Additionally, number reasoning and selective spatial attention ability show significant direct links to fraction approximation.

conclusionsWe found that (1) basic spatial skill is a significant predictor of performance in fraction approximation tasks; (2) general linguistic skill is a significant predictor of performance in exact calculation tasks for complex fractions; and (3) numerical skill impacts both approximation and exact calculation of complex fractions. These findings enhance our understanding of adult mathematical skills and offer valuable insights for improving adult education in mathematics.

Indexed as

CognitionMathematical ConceptsMathematicsProblem SolvingAdultFemaleHumansMaleYoung AdultApproximationCognitive predictorsComplex fraction calculationExact calculationYoung adults

Identifiers

PMID41928355
PMCPMC13169771

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.