Evidence map›Paper›PMID 41767668›Full record

ArticleFrontiers in child and adolescent psychiatry2026

What drives EBSA across contexts? evidence from China using BERTopic.

Hang Chen

Abstract read
In one paragraph

Article in Frontiers in child and adolescent psychiatry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–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

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

1 author.

Hang ChenSchool of General Education, Xi'an Eurasia University, Xi'an, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Emotionally based school avoidance (EBSA) has been extensively studied in Western contexts, yet little is known about its manifestation in non-Western settings. This study applies BERTopic and semantic network analysis to 60,000 counseling-based narratives from Chinese adolescents to examine the psychological, familial, school, and systemic factors underlying EBSA. The analysis identified seven thematic domains: anxiety-driven symptoms, sensory overload, family conflict, peer and teacher difficulties, post-COVID adjustment, systemic barriers, and loss of belonging. These results validate the cross-contextual relevance of established EBSA constructs while also revealing institutional challenges unique to the Chinese context. Methodologically, the study demonstrates how computational text analysis can extend qualitative inquiry to large-scale, culturally grounded data. Substantively, it advances EBSA research by integrating individual, relational, and systemic dimensions, offering both cross-cultural insights and practical implications. The findings suggest that Chinese schools should strengthen teacher-student trust, foster collaborative family-school partnerships, and adopt systemic, preventive strategies to reduce EBSA and promote student well-being.

Indexed as

BERTopicChinese adolescentscross-context validationemotionally based school avoidance (EBSA)school well-beingtext mining

Identifiers

PMID41767668
PMCPMC12935965

What OpenQuestion holds

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LicenceCC BY
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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.