Evidence map›Paper›PMID 29444137›Full record

ArticlePloS one2018

Anxiety is not enough to drive me away: A latent profile analysis on math anxiety and math motivation.

Zhe Wang, Nicholas Shakeshaft, Kerry Schofield, Margherita Malanchini

Abstract read
In one paragraph

Article in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
24citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

24 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Mathematics anxiety: Effects of age, gender and culture.The British journal of educational psychology · 2026
    Review
  4. Article
  5. Article
  6. More Than Just Anxiety: Math Attitudes as Key Driver of University Choice.Annals of the New York Academy of Sciences · 2025
    Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Emotions and motivation in mathematics education: Where we are today and where we need to go.ZDM : the international journal on mathematics education · 2023
    Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Zhe WangDepartment of Human Development and Family Studies, Texas Tech University, Lubbock, TX, United States of America.ORCID 0000-0002-3939-4452
Nicholas ShakeshaftMRC Social, Genetic, and Developmental Psychiatry Centre, King's College London, London, United Kingdom.
Kerry SchofieldMRC Social, Genetic, and Developmental Psychiatry Centre, King's College London, London, United Kingdom.
Margherita MalanchiniMRC Social, Genetic, and Developmental Psychiatry Centre, King's College London, London, United Kingdom.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Mathematics anxiety (MA) and mathematics motivation (MM) are important multi-dimensional non-cognitive factors in mathematics learning. While the negative relation between global MA and MM is well replicated, the relations between specific dimensions of MA and MM are largely unexplored. The present study utilized latent profile analysis to explore profiles of various aspects of MA (including learning MA and exam MA) and MM (including importance, self-perceived ability, and interest), to provide a more holistic understanding of the math-specific emotion and motivation experiences. In a sample of 927 high school students (13-21 years old), we found 8 distinct profiles characterized by various combinations of dimensions of MA and MM, revealing the complexity in the math-specific emotion-motivation relation beyond a single negative correlation. Further, these profiles differed on mathematics learning behaviors and mathematics achievement. For example, the highest achieving students reported modest exam MA and high MM, whereas the most engaged students were characterized by a combination of high exam MA and high MM. These results call for the need to move beyond linear relations among global constructs to address the complexity in the emotion-motivation-cognition interplay in mathematics learning, and highlight the importance of customized intervention for these heterogeneous groups.

Indexed as

AnxietyMathematicsMotivationAdolescentAdultEducational StatusFemaleHumansLearningMaleStudentsYoung Adult

Identifiers

PMID29444137
PMCPMC5812593

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Registered trials

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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.