Evidence map›Paper›PMID 42131525›Full record

ArticleFrontiers in psychology2026

When crisis awareness weakens rational evaluation: the conditional role of information quality in college English teachers' adoption of generative AI.

Yan Cheng, Haibo Liu

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. 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

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

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

2 authors.

Yan ChengSchool of General Education, Shandong Huayu University of Technology, Dezhou, China.
Haibo LiuCollege of Mathematics and Computer, Jilin Normal University, Siping, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Generative artificial intelligence (GenAI) is rapidly transforming higher education. However, the psychological mechanisms underlying its adoption among educators remain insufficiently understood. Drawing on an extended Technology Acceptance Model (TAM) and Threat Rigidity Theory (TRT), this study examines how cognitive evaluations and crisis awareness (CA) jointly influence college English teachers' willingness to adopt (WTA) GenAI. Data were collected from 335 university English teachers in China and analyzed using structural equation modeling. The results show that perceived usefulness and information quality are significant predictors of WTA, whereas perceived ease of use and CA do not exert significant direct effects. More importantly, CA exhibits a conditional moderating role. It significantly weakens the positive relationship between information quality and WTA. This finding suggests that under high levels of perceived professional threat, teachers may rely less on rational evaluation of AI-generated content and instead prioritize rapid adaptation. This study extends the TAM by integrating informational and psychological factors and reveals the selective boundary conditions of CA in artificial intelligence adoption.

Indexed as

adoption intentioncrisis awarenessgenerative artificial intelligenceinformation qualitytechnology acceptance modelThreat Rigidity Theory

Identifiers

PMID42131525
PMCPMC13161072

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.