Evidence map›Paper›PMID 41703641›Full record

ArticleBMC psychology2026

Factors influencing the college students' effectiveness in discipline competitions: an integrated analysis from SEM and FsQCA.

Maoyan She, Dengzhou Zeren, Zexi Zhang, Yuqiu Wang

Abstract read
In one paragraph

Article in BMC 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

4 authors.

Maoyan SheCollege of Management Science, Chengdu University of Technology, No. 1, East 3rd Road, Chengdu, Sichuan, 610059, China.ORCID http://orcid.org/0000-0001-7133-4073
Dengzhou ZerenCollege of Management Science, Chengdu University of Technology, No. 1, East 3rd Road, Chengdu, Sichuan, 610059, China. 2024050767@stu.cdut.edu.cn.
Zexi ZhangCollege of Management Science, Chengdu University of Technology, No. 1, East 3rd Road, Chengdu, Sichuan, 610059, China.
Yuqiu WangBusiness School, Chengdu University of Technology, No. 1, East 3rd Road, Chengdu, Sichuan, 610059, China.

Funding

the National Natural Science Foundation of China Youth Program 72504041the Natural Science Foundation of Sichuan Province of China 2024NSFSC1074
6 · The paper itself

Abstract

backgroundDiscipline competitions play an important role in higher education, as they drive innovation. Despite recognition of their educational value, little is known about the psychological mechanisms that determine students’ efficacy in these settings. The relationship between internal cognitive effects and outside help needs further study.

methodsThis study developed the model based on an extended Unified Theory of Acceptance and Use of Technology 2 framework with self-efficacy theory. Perceived instructor support and self-efficacy were included in the model as key predictors. An online questionnaire was administered to 506 Chinese university students with competition experience. The model was tested using Covariance-Based Structural Equation Modeling. Fuzzy-set Qualitative Comparative Analysis was used to identify pathways within the complex set of causes leading to high effectiveness.

resultsThe results of the CB-SEM analysis indicate that performance expectancy, effort expectancy, social influence, and facilitating conditions significantly enhanced competition intention. In addition, competition intention had a strong positive impact on competition effectiveness (β = 0.429, p < 0.001). Self-efficacy and perceived instructor support also proved direct, significant positive predictors of effectiveness (β = 0.227, p < 0.001; β = 0.131, p = 0.013). The fsQCA revealed three distinct yet equal paths to high effectiveness: the Motivation-Support pathway, the Social-Driven pathway, and the Resource-Guided pathway.

conclusionsAs per the findings, competition intention acts as a mediator for self-efficacy, which is a vital resource of the mind. Their results show that effectiveness is not the product of one variable, but rather specific combinations of motivational, social, and resource-based conditions. This research offers a sophisticated psychological understanding of competitive performance outcomes based on evidence from successful competitors. Its completion has implications for educators to tailor mechanisms of support and develops agency. Competitors, the bid team, and their tailor have implications for a wide range of students.

Indexed as

Competitive BehaviorSelf EfficacyStudentsAcademiaAdultChinaFemaleHumansLatent Class AnalysisMaleMotivationSurveys and QuestionnairesUniversitiesYoung AdultDiscipline competitionsEducational psychologyFsQCAInstructor supportSelf-efficacyUTAUT2

Identifiers

PMID41703641
PMCPMC13014847

What Socratic holds

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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 Socratic graph.