Evidence map›Paper›PMID 41459280›Full record

ArticleFrontiers in psychology2025

The impact of Chinese undergraduates' perceived acceptance of AI technology on academic achievement: the mediating role of critical thinking.

Cheng Liu, Kexuan Zhu, Zijing Zhang, Yue Ding

Abstract read
In one paragraph

Article in Frontiers in psychology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

4 authors.

Cheng LiuSchool of Economics and Business Management, Harbin Institute of Petroleum, Harbin, China.
Kexuan ZhuChinese International College, Dhurakij Pundit University, Bangkok, Thailand.
Zijing ZhangSchool of Economics and Business Management, Harbin Institute of Petroleum, Harbin, China.
Yue DingDevelopment Planning Office, Guizhou University of Traditional Chinese Medicine, Guiyang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Although AI has become an integral part of university students' daily learning and career development, existing research rarely examines how students' acceptance of AI technology influences the cultivation of their critical thinking abilities. This study emphasizes the impact of Chinese undergraduates' perceived acceptance of AI technology (perceived ease of use and perceived usefulness) on academic achievement, alongside the mediating role of critical thinking. Methods: Utilizing a questionnaire survey, this study targets undergraduate students in Chinese universities, surveying 549 participants from 4 universities in China. Results: According to our study results, perceived usefulness of AI technology significantly and positively impacts the academic achievement ( Discussion: All these results assist in more deeply comprehending learner behavior mechanisms in the era of generative AI, meanwhile contributing to theoretical support and practical insights for optimizing teaching strategies and enhancing talent development quality in universities under the context of intelligent technology. This study recommends that students use AI tools effectively while ensuring content reliability and strengthen critical thinking through questioning and practical application.

Indexed as

academic achievementAI technology acceptanceChinese undergraduatescritical thinkingtechnology acceptance model

Identifiers

PMID41459280
PMCPMC12741099

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.