Evidence map›Paper›PMID 41131155›Full record

ArticleScientific reports2025

Determinants of student discussion participation in the mathematical collaborative problem-solving process using PLS-SEM and FsQCA.

Jianlan Tang, Yulan Zheng, Tommy Tanu Wijaya, Mingyu Su, Tomi Listiawan

Abstract read
In one paragraph

Article in Scientific reports, 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

5 authors.

Jianlan TangSchool of Mathematics and statistics, Guangxi Normal University, Guilin, China.
Yulan Zheng *School of Mathematics and statistics, Guangxi Normal University, Guilin, China. zhengyulan@stu.gxnu.edu.cn.
Tommy Tanu Wijaya *School of mathematical Sciences, Beijing Normal University, Beijing, China. 202139130001@mail.bnu.edu.cn.
Mingyu SuSchool of mathematical Sciences, Beijing Normal University, Beijing, China.
Tomi ListiawanMathematics Department, Faculty of Mathematics and Natural Sciences, Universitas Negeri Malang, Malang, Indonesia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The Organisation for Economic Co-operation and Development (OECD) asserts that Collaborative Problem-Solving (CPS) is an essential skill for students, also assessed in the Programme for International Student Assessment (PISA). Yet, research on how factors influence student discussion participation in the Mathematical Collaborative Problem-Solving Process remains limited. This paper integrates the Theory of Planned Behavior (TPB) and Self-Determination Theory (SDT) to explore factors that are related to student discussion participation during mathematical collaborative problem solving. The study collected data from 406 respondents from Guangxi, China, which has implemented collaborative problem-solving processes in recent years. The data were analyzed using Structural Equation Modeling (SEM) and fuzzy-set qualitative comparative analysis (fsQCA) approaches. The SEM results indicate that 11 out of 13 factors significantly influence discussion participation in discussions during mathematical collaborative problem solving. The fsQCA identified three solutions consisting of various combinations of elements that can lead to high student discussion participation in CPS. These fsQCA results complement the SEM findings by offering an asymmetric perspective. Together, these findings offer practical implications for mathematics teachers and school leaders. Specifically, they underscore the importance of cultivating positive attitudes, supporting students' sense of autonomy and competence, and creating classroom environments that encourage peer interaction and collective problem-solving. By applying these insights, educators can design more effective CPS activities that actively engage students and improve learning outcomes.

Indexed as

BehaviorCollaborative problem solvingEducational psychologyFsQCATPB

Identifiers

PMID41131155
PMCPMC12549963

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.