Evidence map›Paper›PMID 42077301›Full record

ArticleFrontiers in psychology2026

The mediating role of self-regulation in the relationship between psychological resilience and computational thinking.

Rumeysa Beyazhancer

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.

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

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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

1 author.

Rumeysa BeyazhancerDepartment of Mathematics Education, Bursa Uludaǧ University, Bursa, Türkiye.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Psychological resilience and self-regulation are key psychological constructs that support learners' adaptation to challenges. Resilience provides the motivational foundation for persistence, while self-regulation enables planning, monitoring, and adjustment of strategies. Computational thinking (CT) represents a higher-order cognitive framework that includes creativity, algorithmic thinking, collaboration, critical thinking, and problem solving. This study examines the mediating role of self-regulation in the relationship between psychological resilience and CT among pre-service mathematics teachers. Method: Participants were 336 pre-service mathematics teachers from two state universities in Türkiye. Data were collected using the Psychological Resilience Scale, the Self-Regulation Scale, and the Computational Thinking Skills Scale. Confirmatory factor analyses supported the validity and reliability of the measures. Correlation analyses examined the associations among constructs, and mediation was tested using PROCESS Macro (Model 4) with controls for gender and grade level. Results: Psychological resilience was positively associated with CT skills ( Discussion and conclusion: Findings suggest that psychological resilience is related to CT skills both directly and indirectly through self-regulation. Self-regulation acts as a mechanism that channels resilient tendencies into goal-directed strategies, thereby enhancing CT. These results underscore the value of integrating resilience, self-regulation, and CT into teacher education programs to promote adaptability and 21st-century skills.

Indexed as

computational thinkingmediation analysispsychological resilienceself-regulationteacher education

Identifiers

PMID42077301
PMCPMC13128603

What OpenQuestion holds

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LicenceCC BY
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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.