Evidence map›Paper›PMID 42683422›Full record

ArticleAustralian journal of psychology2026

The serial mediating roles of AI self-efficacy and academic procrastination in the association between AI literacy and AI dependence among Chinese undergraduates.

Houyu Wu, Haiyang Ni, Jiaqi He, Eng Hoe Wee

Abstract read
In one paragraph

Article in Australian journal of 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.

0numbers the graph read from it
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

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

4 authors.

Houyu WuSchool of Artificial Intelligence, Neijiang Normal University, Neijiang, China.ORCID https://orcid.org/0009-0005-5854-0266
Haiyang NiGraduate School of Business, Nilai University, Nilai, Malaysia.ORCID https://orcid.org/0009-0007-9823-6861
Jiaqi HeFaculty of Education, Languages, Psychology and Music, SEGi University, Petaling Jaya, Malaysia.
Eng Hoe WeeFaculty of Education, Languages, Psychology and Music, SEGi University, Petaling Jaya, Malaysia.ORCID https://orcid.org/0000-0001-7046-1820

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: Generative artificial intelligence is now embedded in university learning, but the psychological pathways linking AI literacy with AI dependence remain unclear. This study examined whether AI self-efficacy and academic procrastination mediate the association between AI literacy and AI dependence among Chinese undergraduates. Method: A total of 417 Chinese undergraduate students aged 18-24 years completed measures of AI literacy, AI self-efficacy, academic procrastination and AI dependence. This study tested common method bias, estimated descriptive statistics and Pearson correlations, examined multicollinearity, conducted robustness checks and estimated a serial mediation model with PROCESS Model 6. Results: AI literacy was negatively associated with AI dependence ( Conclusions: AI self-efficacy and academic procrastination partially and sequentially mediated the association between AI literacy and AI dependence. The findings suggest that AI literacy may reduce maladaptive AI dependence by strengthening efficacy beliefs and reducing procrastination-related reliance on AI tools. Given the cross-sectional design, longitudinal research is needed to clarify temporal ordering.

Indexed as

academic procrastinationAI dependenceAI literacyAI self-efficacyuniversity students

Identifiers

PMID42683422
PMCPMC13532364

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.