Evidence map›Paper›PMID 42707559›Full record

ArticleFrontiers in psychology2026

Role of computational tools and cultural values on academic engagement among university students in collaborative learning environments in China.

Mingguang Duan, Xiaorui Lan, Yan Yang

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. Not yet cited in PubMed.

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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

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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

3 authors.

Mingguang DuanInnovation and Entrepreneurship Institute, Guangxi Normal University, Guilin, Guangxi, China.
Xiaorui LanSchool of Foreign Languages, Guilin College, Guilin, Guangxi, China.
Yan YangDepartment of Chinese, Lyuliang University, Lyuliang, Shanxi, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Technology-supported collaborative learning environments require higher education institutions to foster students' analytical, interdisciplinary, and collaborative capabilities. Although computational tools may support analytical thinking and problem-solving, their academic value may depend on students' learning orientations and interdisciplinary problem-solving attitudes. Similarly, cultural values may shape students' participation in collaborative activities through leadership skills and individual contributions. Accordingly, this study examines two complementary pathways associated with academic engagement: the pathway from computational tools to academic engagement through interdisciplinary problem-solving attitudes, and the pathway from cultural values to academic engagement through leadership skills and unique contributions. Methods: A cross-sectional survey was conducted among 502 university students in China. The proposed framework integrated technological, socio-cognitive, and collaborative dimensions of digitally supported learning. Seven hypotheses were empirically examined using primary survey data. Robust regression with heteroskedasticity-consistent standard errors was employed to account for potential heteroskedasticity, while bootstrap analysis was used to assess indirect associations under non-normal data conditions. The analysis focused on the associations among computational tools, interdisciplinary problem-solving attitudes, cultural values, leadership skills, unique contributions, and academic engagement. Results: The findings indicate that the effectiveness of computational tools was more strongly associated with students' learning orientations and interdisciplinary problem-solving attitudes than with technological exposure alone. In addition, the positive association between cultural values and academic engagement was statistically explained by leadership skills. Leadership skills showed a stronger positive association with academic engagement than unique contributions, emphasizing the importance of role-based coordination and collaborative leadership in digitally supported learning environments. Discussion: The findings suggest that academic engagement in technology-supported collaborative learning environments is associated with the interaction of cognitive readiness and socio-collaborative participation. Computational tools appear to be more meaningful when embedded within learning processes that strengthen interdisciplinary problem-solving attitudes, while culturally grounded participation may be associated with engagement through students' leadership capabilities. These findings highlight the importance of integrating technological competencies with socio-collaborative capabilities when designing higher education learning environments. Given the cross-sectional design, the reported relationships should be interpreted as statistical associations rather than causal effects.

Indexed as

academic engagement in higher educationcomputational tools in collaborative learning culturecultural value and leadership skillinterdisciplinary problem-solving attitudeunique contribution

Identifiers

PMID42707559
PMCPMC13548504

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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.