Evidence map›Paper›PMID 40723670›Full record

ArticleBehavioral sciences (Basel, Switzerland)2025

Drivers and Moderators of Social Media-Enabled Cooperative Learning in Design Education: An Extended TAM Perspective from Chinese Students.

Tiansheng Xia, Yujiao Wu, Yibing Chen

Abstract read
In one paragraph

Article in Behavioral sciences (Basel, Switzerland), 2025. 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.

Tiansheng XiaSchool of Art & Design, Guangdong University of Technology, Guangzhou 510090, China.ORCID 0000-0002-6943-2958
Yujiao WuSchool of Art & Design, Guangdong University of Technology, Guangzhou 510090, China.ORCID 0009-0006-9339-8522
Yibing ChenSchool of Art & Design, Guangdong University of Technology, Guangzhou 510090, China.

Funding

Guangdong Provincial Philosophy and Social Science Planning Project GD22CYS01National Social Science Fund later funded projects 24FJKB021The Smart Medical Innovation Technology Center, GDUT ZYZX24-023
6 · The paper itself

Abstract

This study aims to explore the mechanisms through which social media influences the cooperative learning attitudes and academic performance of design students in the context of China's collectivist culture, providing a basis for the application of social media in design education. Using the Extended Technology Acceptance Model (TAM) as the theoretical framework, a questionnaire survey of 305 students was conducted. Structural equation modelling and moderation effect analysis revealed that perceived usefulness, ease of use, enjoyment, and interactivity significantly influence students' attitudes toward social media-based collaborative learning. This attitude directly enhances academic performance and is positively moderated by knowledge-sharing willingness and academic self-efficacy. This study validated the applicability of the extended TAM in online collaborative learning, revealing that positive attitudes toward collaborative learning can only effectively translate into academic outcomes when students possess sufficient knowledge-sharing willingness or self-efficacy. This provides empirical evidence for strategically leveraging social media in educational design.

Indexed as

academic self-efficacydesign educationextended technology acceptance modelknowledge sharing willingnesslearning performanceperceived interactivitysocial media-based cooperative learning

Identifiers

PMID40723670
PMCPMC12292693

What OpenQuestion holds

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LicenceCC BY
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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.