Publication bias is minimal in the meta-analytic estimate of the inhibitory control–mathematical ability correlation¶
Claim · All claims
Evidence · 1 study · quant-synthesisr?·q3
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q3 i? Four bias-assessment methods jointly indicated minimal concern for publication bias, with the bias-adjusted estimate (b = 0.17) close to the original pooled estimate. → Zhu 2025
Evidence¶
Zhu 2025¶
Zhu, X., Tang, Y., Lu, J., Song, M., Yang, C., & Zhao, X. (2025). Inhibitory Control and Mathematical Ability in Elementary School Children: A Preregistered Meta-Analysis. Educational Psychology Review, 37(1), 1. https://doi.org/10.1007/s10648-024-09976-w
q3 · i? · quant-synthesis · r?
Publication bias assessment using contour-enhanced funnel plots, Robust Bayesian Meta-Analysis (BFpb = 0.226), PET-PEESE (PEESE intercept b = 0.17, 95% CI [0.13, 0.21], p < 0.001), and Egger's regression test. The funnel plot showed a symmetrical distribution, and the adjusted estimate had nearly overlapping confidence intervals with the original, indicating "minimal concern of publication bias".
"the Egger’s regres- sion test suggested that the funnel graph did not deviate significantly from a sym- metrical shape, t(237) = 0.26, p = 0.794."
Discussion¶
Related Claims¶
- Publication-bias checks indicate the pooled effect is unlikely to result from publication bias — related
- Publication-bias tests (Egger's test and trim-and-fill) indicate absence of publication bias for the overall effect and moderators — related
- Publication-bias assessments substantially reduce the intercept prediction, often indicating no positive transfer when the identified moderators are absent — related
- Publication bias is unlikely to explain the consistency of SRL intervention effect sizes — related
- Publication bias is present in the embodied vocabulary learning literature, suggesting pooled effects may overestimate the true benefit — related
- Publication-bias tests found no evidence of substantial publication bias in the meta-analytic sample — related
- The pooled effect of writing instruction for US ELL students is robust to sensitivity analyses but funnel plot asymmetry suggests possible missing positive effect sizes — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
minimal-publication-bias-ic-math-meta-analysis |
title |
Publication bias is minimal in the meta-analytic estimate of the inhibitory control–mathematical ability correlation |
description |
Publication bias is minimal in the meta-analytic estimate of the inhibitory control–mathematical ability correlation |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2025 |
generated |
by process:wiki-ingest on 2026-10-22 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — zhu-2025 |
Frontmatter is the page's machine-readable record — see the Schema & Guide.