Evidence map›Paper›PMID 42910149›Full record

ArticleFrontiers in psychology2026

The hidden classroom: how psychosocial infrastructure shapes academic achievement and educational equity in China.

E Lin, Kexin Wang, Zhongyu Deng, Junbing Xu

Abstract read
In one paragraph

Article in Frontiers in 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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0citing papers in PubMed
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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

E LinSchool of Education, Shanghai Normal University, Shanghai, China.
Kexin WangNewhuadu Business School, Minjiang University, Fuzhou, Fujian, China.
Zhongyu DengSchool of Education, Central China Normal University, Wuhan, Hubei, China.
Junbing XuNewhuadu Business School, Minjiang University, Fuzhou, Fujian, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: While investments in physical school infrastructure are widely recognized as important determinants of student learning, the academic role of psychosocial infrastructure remains insufficiently theorized and empirically underexplored. This study examines whether psychological counseling room infrastructure (PCRI)-defined as the availability and facility condition of school-based psychological counseling rooms-is associated with better students' academic performance and contributes to educational equity in China. Methods: Using nationally representative data from the 2014-2015 China Education Panel Survey (CEPS), this study estimates the association between PCRI and students' academic achievement. PCRI is measured at the school level, while student performance is captured by standardized test scores. The empirical analysis controls for a rich set of student, family, classroom, and school characteristics, and exploits the quasi-random assignment of students to classrooms within schools to reduce selection concerns. Mechanism analyses are conducted to examine the psychological well-being and motivational enhancement channels, and moderation analyses are used to assess whether PCRI has stronger effects among structurally disadvantaged student groups. Results: PCRI is positively and significantly associated with students' academic performance. The estimated coefficient is 4.467 with a 95% confidence interval of [3.908, 5.027]. A one-standard-deviation increase in PCRI is associated with a 3.26-point increase in test scores, with a 95% confidence interval of [2.853, 3.670], equivalent to 4.92% of the sample mean. Mechanism analyses reveal two distinct pathways: a psychological well-being channel, reflected in improved mental health and enhanced confidence in the future, and a motivational enhancement channel, reflected in higher educational self-expectations and stronger learning engagement. Moderation analyses further show that the academic returns to PCRI are larger among migrant students, students from less-educated families, students in schools with fewer psychologically trained teachers, and rural students. Conclusion: The findings suggest that school-based psychological support infrastructure is not merely an auxiliary school resource, but an important component of the educational environment associated with students' academic achievement and educational equity. By identifying psychological counseling room infrastructure as a distinct school resource, this study highlights how school resources may be linked to academic performance not only through instructional and material conditions, but also through students' psychological well-being and motivational development.

Indexed as

academic performanceeducational equitymotivational enhancement channelpsychological counseling roomspsychological well-being channelpsychosocial infrastructure

Identifiers

PMID42910149
PMCPMC13685429

What OpenQuestion holds

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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.