Evidence map›Paper›PMID 37215737›Full record

ArticleCurrent psychology (New Brunswick, N.J.)2023

Direct and indirect links between children's socio-economic status and education: pathways via mental health, attitude, and cognition.

Edwin S Dalmaijer, Sophie G Gibbons, Giacomo Bignardi, Alexander L Anwyl-Irvine, Roma Siugzdaite, Tess A Smith, Stepheni Uh, Amy Johnson, Duncan E Astle

Abstract read
In one paragraph

Article in Current psychology (New Brunswick, N.J.), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

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

  1. Socioeconomic determinants of overweight and obesity among Mexican children and adolescents: Systematic review and meta-analysis.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025
    Pooled it
  2. Cognitive and neuropsychomotor development in craniosynostosis: an evaluation of the most affected functions.Child's nervous system : ChNS : official journal of the International Society for Pediatric Neurosurgery · 2026
    Observational
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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

9 authors.

Edwin S Dalmaijer15 Chaucer Road, Cambridge, CB2 7EF UK MRC Cognition and Brain Sciences Unit, University of Cambridge.ORCID 0000-0003-3241-0760
Sophie G Gibbons15 Chaucer Road, Cambridge, CB2 7EF UK MRC Cognition and Brain Sciences Unit, University of Cambridge.
Giacomo Bignardi15 Chaucer Road, Cambridge, CB2 7EF UK MRC Cognition and Brain Sciences Unit, University of Cambridge.
Alexander L Anwyl-Irvine15 Chaucer Road, Cambridge, CB2 7EF UK MRC Cognition and Brain Sciences Unit, University of Cambridge.
Roma Siugzdaite15 Chaucer Road, Cambridge, CB2 7EF UK MRC Cognition and Brain Sciences Unit, University of Cambridge.
Tess A Smith15 Chaucer Road, Cambridge, CB2 7EF UK MRC Cognition and Brain Sciences Unit, University of Cambridge.
Stepheni Uh15 Chaucer Road, Cambridge, CB2 7EF UK MRC Cognition and Brain Sciences Unit, University of Cambridge.
Amy Johnson15 Chaucer Road, Cambridge, CB2 7EF UK MRC Cognition and Brain Sciences Unit, University of Cambridge.
Duncan E Astle15 Chaucer Road, Cambridge, CB2 7EF UK MRC Cognition and Brain Sciences Unit, University of Cambridge.

Funding

Medical Research Council MC_UP_A060_1103Medical Research Council MC_UU_00005/2
6 · The paper itself

Abstract

A child's socio-economic environment can profoundly affect their development. While existing literature focusses on simplified metrics and pair-wise relations between few variables, we aimed to capture complex interrelationships between several relevant domains using a broad assessment of 519 children aged 7-9 years. Our analyses comprised three multivariate techniques that complimented each other, and worked at different levels of granularity. First, an exploratory factor analysis (principal component analysis followed by varimax rotation) revealed that our sample varied along continuous dimensions of cognition, attitude and mental health (from parallel analysis); with potentially emerging dimensions speed and socio-economic status (passed Kaiser's criterion). Second, k-means cluster analysis showed that children did not group into discrete phenotypes. Third, a network analysis on the basis of bootstrapped partial correlations (confirmed by both cross-validated LASSO and multiple comparisons correction of binarised connection probabilities) uncovered how our developmental measures interconnected: educational outcomes (reading and maths fluency) were directly related to cognition (short-term memory, number sense, processing speed, inhibition). By contrast, mental health (anxiety and depression symptoms) and attitudes (conscientiousness, grit, growth mindset) showed indirect relationships with educational outcomes via cognition. Finally, socio-economic factors (neighbourhood deprivation, family affluence) related directly to educational outcomes, cognition, mental health, and even grit. In sum, cognition is a central cog through which mental health and attitude relate to educational outcomes. However, through direct relations with all components of developmental outcomes, socio-economic status acts as a great 'unequaliser'. Supplementary Information: The online version contains supplementary material available at 10.1007/s12144-021-02232-2.

Indexed as

AnxietyChild developmentCognitive abilityDepressionGritGrowth mindsetMathsNetwork analysisPovertyReadingSocioeconomic status

Identifiers

PMID37215737
PMCPMC7614555

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.