Evidence map›Paper›PMID 41257912›Full record

ArticleBMC psychology2025

How creative self-efficacy influences problem-solving skills in engineering education: the dual mediating role of critical thinking and metacognition.

Zhihua Liu, Huifen Guo, Zhen Zhou, Fengqi Ma, Yanhan Zeng

Abstract read
In one paragraph

Article in BMC psychology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

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3 · Its place in the literature

Who cites it

7 citing papers in PubMed.

  1. Trial
  2. Suicidal Cognitions and Suicidal Ideation Severity: The Moderating Effect of Psychological Inflexibility About Suicidal Ideation.Archives of suicide research : official journal of the International Academy for Suicide Research · 2026
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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.

Zhihua Liu *School of Education, Guangzhou University, Guangzhou, Guangdong, China.
Huifen Guo *School of Education, Guangzhou University, Guangzhou, Guangdong, China. dora_guo@e.gzhu.edu.cn.ORCID http://orcid.org/0000-0002-4938-8021
Zhen Zhou *Guangzhou University, Guangzhou, Guangdong, China.ORCID http://orcid.org/0009-0007-7860-4831
Fengqi MaSchool of Education, Guangzhou University, Guangzhou, Guangdong, China.
Yanhan ZengSchool of Electronics and Communication Engineering, Guangzhou University, Guangzhou, Guangdong, China.

Funding

Guangzhou Higher Education Teaching Quality and Reform Project 2022ZXRCPR001the 2023 Special Task Project of Humanities and Social Sciences Research by the Ministry of Education 23JDSZ3200the Joint Research Funding Program between the Macau Science and Technology Development Fund (FDCT) and the Department of Science and Technology of Guangdong Province (2024) (FDCT-GDST) 0003-2024-AGJthe Macao funding schemes granted by the Science and Technology Development Fund (FDCT) "Research on intelligent learning system & telephoto learning machine and their key technologies in Macao for K-12 students" 0071/2023/RIB3
6 · The paper itself

Abstract

backgroundProblem-solving skills are a core competency for engineering students, yet the psychological mechanisms underlying their development remain poorly understood. Creative self-efficacy has been identified as a potential motivational driver of problem-solving skills, but the pathways through which it functions have received limited empirical investigation. This study examines the direct relationship between creative self-efficacy and problem-solving skills and explores the dual mediating roles of critical thinking and metacognition in this relationship.

methodsA cross-sectional survey was conducted with a sample of undergraduate engineering students (N = 711). Validated self-report scales were used to assess creative self-efficacy, critical thinking, metacognition, and problem-solving skills. Partial least squares structural equation modelling (PLS-SEM) was employed to test the proposed dual mediation model.

resultsCreative self-efficacy was found to have a statistically significant direct effect on problem-solving skills (p < 0.01), although the effect size was weak (f² = 0.031). In contrast, creative self-efficacy had strong effects on both critical thinking (p < 0.001, f² = 0.690) and metacognition (p < 0.001, f² = 0.676). Both critical thinking (p < 0.01) and metacognition (p < 0.001) significantly mediated the relationship between creative self-efficacy and problem-solving skills, though their direct effects on problem-solving were modest (f² = 0.035 and f² = 0.129, respectively).

conclusionsThe findings demonstrate that creative self-efficacy primarily enhances problem-solving skills through its positive effects on critical thinking and metacognition. These results highlight the need for engineering education to strengthen students' critical thinking and metacognition while fostering their confidence in their problem-solving. These insights offer both theoretical and practical guidance for designing targeted interventions to enhance students' problem-solving skills.

Indexed as

CreativityEngineeringMetacognitionProblem SolvingSelf EfficacyStudentsThinkingAdolescentAdultCross-Sectional StudiesFemaleHumansMaleYoung AdultCreative self-efficacyCritical thinkingDual mediatingMetacognitionProblem-solving skills

Identifiers

PMID41257912
PMCPMC12628857

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LicenceCC BY-NC-ND
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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.