Evidence map›Paper›PMID 42183496›Full record

ArticleFrontiers in psychology2026

The influence of AI literacy on pre-service teachers' learning motivation: the mediating role of basic psychological needs.

You Wang, Kunyue Yang, Dong Han

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

3 authors.

You WangSchool of Foreign Languages and Cultures, Jilin University, Changchun, Jilin, China.
Kunyue YangSchool of Information Science and Technology, Northeast Normal University, Changchun, China.
Dong HanSchool of Information Science and Technology, Northeast Normal University, Changchun, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: The rapid integration of generative AI into higher education has raised critical questions about how learners' intrinsic motivation is transformed. Pre-service teachers, as both current learners and future educators, represent a particularly important population for examining this issue. Methods: This study employed an explanatory sequential mixed-methods design. A sample of 600 pre-service teachers completed questionnaires assessing four dimensions of AI literacy (awareness, application, evaluation, ethics), basic psychological needs (autonomy, competence, relatedness), and learning motivation. Structural equation modeling was used to test hypothesized relationships. Subsequently, semi-structured interviews were conducted with 36 pre-service teachers and 8 course instructors to provide qualitative elaboration. Results: AI awareness and application negatively predicted autonomy ( Discussion: The findings reveal differentiated effects of AI literacy dimensions on basic psychological needs. An "identity-context dual boundary" framework is proposed to explain when AI awareness becomes empowering rather than threatening. These results extend self-determination theory to intelligent educational contexts and provide practical guidance for AI literacy curriculum design in teacher education.

Indexed as

AI literacybasic psychological needslearning motivationpre-service teachersself-determination theory

Identifiers

PMID42183496
PMCPMC13194449

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.