Evidence map›Paper›PMID 42806965›Full record

ArticleFrontiers in psychology2026

Perceived workload and teaching innovative behavior in university teachers: parallel mediation by need for cognitive closure and thriving at work, gender multi-group.

Man Chen, Ling Zhang

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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0cells of the map it votes in
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

2 authors.

Man ChenResearch Center for Continuing Education and Digital Applications, Henan Open University, Zhengzhou, Henan, China.
Ling ZhangResearch Center for Collaborative Innovation in Open and Vocational Education, Henan Open University, Zhengzhou, Henan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: In the context of increasing demands in higher education, university teachers are expected to engage in innovative teaching while managing growing workloads. Drawing on conservation of resources theory, this study examined the association between perceived workload and teaching innovative behavior among university teachers, as well as the mediating roles of need for cognitive closure and thriving at work. Although perceived workload has been associated with innovative behavior, limited research has simultaneously considered the cognitive and psychological processes underlying this association in higher education. Methods: Data were collected from 634 university teachers through a cross-sectional questionnaire survey using convenience sampling and analyzed using partial least squares structural equation modeling. Results: The results showed that perceived workload was negatively associated with teaching innovative behavior. Need for cognitive closure and thriving at work both significantly mediated this association. Specifically, higher perceived workload was associated with a stronger need for cognitive closure, which was subsequently associated with lower teaching innovative behavior. Perceived workload was negatively related to thriving at work, which was, in turn, positively related to teaching innovative behavior. The negative relationship between perceived workload and teaching innovative behavior was also more pronounced among female teachers than among their male counterparts. Conclusion: These findings identify two conceptually distinct but directionally consistent indirect pathways linking perceived workload to teaching innovative behavior. This study extends the application of conservation of resources theory to university teaching and highlights the importance of managing teachers' workload and protecting the cognitive and psychological resources required for innovative teaching practices.

Indexed as

need for cognitive closureperceived workloadteaching innovative behaviorthriving at workuniversity teachers

Identifiers

PMID42806965
PMCPMC13616634

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.