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Record W4413000453 · doi:10.59429/esp.v10i7.3827

Exploring the socio-psychological mechanisms of global citizenship education: A bibliometric analysis of cultural adaptation and identity construction

2025· article· en· W4413000453 on OpenAlex
Rasha Almohaimeed, Fadzilah Amzah

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueEnvironment and Social Psychology · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsnot available
Fundersnot available
KeywordsAdaptation (eye)Identity (music)CitizenshipSociologyCultural analysisCultural identityPsychologySocial psychologySocial sciencePolitical scienceAestheticsPolitics

Abstract

fetched live from OpenAlex

In the context of deepening globalization, global citizenship education (GCE) serves as a crucial pathway for cultivating citizens with global perspectives and cross-cultural competencies, with its underlying social psychological mechanisms increasingly attracting scholarly attention. This study employs bibliometric methodology to systematically analyze cultural adaptation and identity construction mechanisms in the field of global citizenship education, grounded in environmental psychology and social identity theory frameworks. Through retrieving 407 relevant publications from the Scopus database spanning 2002-2023, utilizing analytical tools including VOSviewer and Microsoft Excel, this research comprehensively examines the developmental trajectory of this field across five dimensions: publication trends, citation patterns, geographical distribution, international collaboration networks, and research foci. The findings reveal that GCE research has demonstrated a steady upward trend since 2013, reaching publication peaks during 2020-2021 amid the pandemic, reflecting urgent individual needs for identity reconstruction and cultural adaptation in global crisis contexts. Citation analysis indicates that 2016 represents a pivotal node of influence in this field, with both h-index and g-index reaching their peak values. Geographical distribution exhibits pronounced regional concentration characteristics, with multicultural nations including the United States, United Kingdom, and Canada maintaining dominant positions, demonstrating the facilitating effects of specific sociocultural environments on GCE research. While the international collaboration network spans 59 countries, it presents a fragmented landscape, with environmental and linguistic factors remaining significant constraints on transnational academic cooperation. Keyword co-occurrence analysis identifies four core research clusters: cosmopolitanism and social justice, sustainable development and human rights education, global education and civic competency, and globalization and higher education. This study elucidates the psychological mechanisms of cultural adaptation and dynamic processes of identity construction in global citizenship education, providing crucial theoretical foundations for understanding individual psychological adaptation strategies in multicultural environments, while simultaneously offering scientific guidance for GCE policy formulation, curriculum design, and teacher training, thereby promoting the organic integration of theoretical development and practical innovation in this field.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.875
Threshold uncertainty score0.374

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.008
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.128
GPT teacher head0.415
Teacher spread0.287 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it