Evidence map›Paper›PMID 41922457›Full record

ArticleScientific reports2026

Correlation analysis between visual factors and academic performance in Chinese children.

Guoyong Liu, Bin Guo, Junli Yu, Qian Xu, Yirong Wang, Peiran Si, Yizhuo Gong, Huanhuan Huo, Xiaohui Ma, Yuanyuan Hu and 1 more

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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

What it found

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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

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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

1 citing paper in PubMed.

  1. Article
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

11 authors.

Guoyong Liu *Affiliated Eye Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China.
Bin Guo *Ophthalmology & Optometry Medical School, Shandong University of Traditional Chinese Medicine, Jinan, China.
Junli Yu *Women & Children's Health Care Hosptial of Huantai, Zibo, China.
Qian XuAffiliated Eye Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China.
Yirong WangAffiliated Eye Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China.
Peiran SiAffiliated Eye Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China.
Yizhuo GongAffiliated Eye Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China.
Huanhuan HuoAffiliated Eye Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China.
Xiaohui MaOphthalmology & Optometry Medical School, Shandong University of Traditional Chinese Medicine, Jinan, China.
Yuanyuan HuAffiliated Eye Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China. yyhu0616@163.com.
Hongsheng BiAffiliated Eye Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China. hongshengbi1@163.com.

Funding

Research Project of Shandong Provincial Medical Association YXH2024ZM002Shandong Provincial Medicine and Health Science and Development Project 202407021370Specific Diseases Prevention and Control (Integration of Chinese and Western Medicine) of Shandong YXH2019ZXY001
6 · The paper itself

Abstract

Vision plays a crucial role in children’s education, particularly the visual factors related to academic performance, which have been the subject of long-standing research. In a cross-sectional school-based study in Shandong Province, China, we assessed 1,766 primary school children aged 8.98 ± 1.23 years (grades 2–5) to identify key visual factors associated with academic performance. We assessed presenting visual acuity (PVA), astigmatism, binocular accommodative facility (AF) and amplitude of accommodation (AA). Myopia undercorrection was defined as PVA > 0.1 logMAR in myopic children, which could be improved by at least two lines using subjective refraction by increasing the minus lenses correction. Among the 26.1% (461/1,766) myopic children, 51.0% (235/461) were undercorrected. Compared to fully corrected children, those with undercorrected myopia scored significantly lower in Chinese (P = 0.011), Mathematics (P = 0.009), and average scores (P = 0.004). After adjusting for gender and intelligence quotient (IQ), multifactorial GLM analyses revealed that PVA (β = -7.03, 95% CI: -10.63 to -3.43; P < 0.001) and astigmatism (β = -1.44, 95% CI: -2.33 to -0.55; P = 0.001) were significantly negatively correlated with academic performance. In contrast, binocular AF (β = 0.16, 95% CI: 0.06 to 0.26;P = 0.002) and AA (β = 0.18, 95% CI༚0.05 to 0.30༛P = 0.006) were significantly positively correlated with academic performance. After excluding children with premyopia and hyperopia and adjusting for relevant factors, myopia undercorrection remained significantly negatively correlated with academic performance (β = -2.88, 95% CI: -4.68 to -1.09; P = 0.002). These results show that poorer visual acuity, higher astigmatism, reduced accommodative function, and myopia undercorrection are all associated with lower academic performance in children. Our findings support the implementation of regular visual acuity and functional assessments, as well as full correction of myopia in children.

Indexed as

Academic PerformanceAstigmatismMyopiaVisual AcuityAccommodation, OcularChildChinaCross-Sectional StudiesEast Asian PeopleFemaleHumansMaleVision, BinocularAcademic performanceAstigmatismOcular accommodationUndercorrectionVisual acuity

Identifiers

PMID41922457
PMCPMC13184039

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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.