Evidence map›Paper›PMID 42505961›Full record

ArticleJournal of Intelligence2026

Gamification and Cognitive Factors: Research Hotspots, Knowledge Structure, and Future Directions Based on Bibliometric Analysis.

Deao Song, Jien Guo, Xuaner Rao, Xinyu Hu, Xinyuan Gu, Junming Chen

Abstract read
In one paragraph

Article in Journal of Intelligence, 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

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

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

6 authors.

Deao SongFaculty of Humanities and Arts, Macau University of Science and Technology, Taipa, Macau 999078, China.ORCID 0009-0002-8891-2292
Jien GuoFaculty of Humanities and Arts, Macau University of Science and Technology, Taipa, Macau 999078, China.
Xuaner RaoFaculty of Humanities and Arts, Macau University of Science and Technology, Taipa, Macau 999078, China.
Xinyu HuFaculty of Humanities and Arts, Macau University of Science and Technology, Taipa, Macau 999078, China.
Xinyuan GuFaculty of Humanities and Arts, Macau University of Science and Technology, Taipa, Macau 999078, China.ORCID 0009-0002-1582-0645
Junming ChenFaculty of Humanities and Arts, Macau University of Science and Technology, Taipa, Macau 999078, China.ORCID 0000-0001-6406-0924

Funding

Macau University of Science and Technology Foundation FRG-25-064-FAScience and Technology Development Fund 0087/2025/ITP2
6 · The paper itself

Abstract

Gamification increasingly influences learning experiences, cognitive engagement, and behavioral performance in digital learning, cognitive training, and health intervention contexts. However, the mechanisms underlying cognitive factors, along with related research hotspots and evolutionary trends, have not been adequately synthesized. Using the Web of Science Core Collection, this study analyzes 813 publications on gamification and cognitive factors published between 2012 and 2024. Using a bibliometric method, CiteSpace was utilized to analyze publication trends, collaborations, keyword co-occurrence, cluster structures, burst terms, cited references, and knowledge-map visualizations. The cluster analysis produced 10 interrelated themes: "flipped classroom," "active learning," "continuance intention," "dementia," "executive function," "cognitive control training," "computational thinking," "cognitive training," "cognitive load" and "user experience". Potential future directions suggested by the bibliometric patterns include: (1) expanding gamification across educational contexts; (2) refining gamification theory models that focus on cognitive processes by examining user experience and cognitive load as potential mechanisms that link gamification design features to outcomes such as motivation, self-efficacy, task performance, and continuance intention; (3) promoting applications in cognitive training, cognitive impairment intervention, and digital health; (4) optimizing experimental design, data collection, interdisciplinary collaboration, and personalized design; and (5) clarifying how gamification shapes cognitive processes such as attention allocation, cognitive load regulation, problem solving, executive function, and computational thinking. This study does not aim to establish causal effects; rather, it uses bibliometric evidence to reveal the developmental trajectory, thematic structure, and emerging directions of research on gamification and cognitive factors.

Indexed as

bibliometric analysisCiteSpacecognitive factorscognitive loadcognitive trainingdigital healthdigital learninggamification

Identifiers

PMID42505961
PMCPMC13412472

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.