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Record W4410908593 · doi:10.1080/14413523.2025.2500124

A conceptual framework for understanding brand connection to sport mascots

2025· article· en· W4410908593 on OpenAlexaff
Yong Jae Ko, Lydia Yun, Philip Kang

Bibliographic record

VenueSport Management Review · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicConsumer Behavior in Brand Consumption and Identification
Canadian institutionsBrock University
Fundersnot available
KeywordsConnection (principal bundle)PsychologyConceptual frameworkAdvertisingMarketingBusinessSociologyMathematicsSocial science

Abstract

fetched live from OpenAlex

Mascots play a crucial role as symbolic and promotional agents enhancing the fan experience and engagement. However, little is known about what aspect of a mascot makes it an effective agent for fans’ psychological connection with sport team brands. To address this gap, the authors propose a conceptual framework for understanding brand connection to Sport mascots (BCSM). The framework illustrates how unique attributes of anthropomorphic mascots influence sports fans’ psychological and behavioral responses and deepen their brand connection. The framework offers numerous opportunities for future research to develop theoretical foundations of sports fans’ brand connection and provides new insights into developing effective strategies for designing and promoting mascot brands.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.008
Threshold uncertainty score0.037

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0060.004
Science and technology studies0.0020.013
Scholarly communication0.0060.007
Open science0.0020.003
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.066
GPT teacher head0.321
Teacher spread0.256 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes1
Has abstractyes

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