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Record W4415949629 · doi:10.1080/08865655.2025.2583062

“Xareta Mugarik Gabe” (“Xareta Without Borders”): Cooperation and Tourism Promotion in a Cross-Border Area

2025· article· en· W4415949629 on OpenAlexvenueno aff
Alexander Amado

Bibliographic record

VenueJournal of Borderlands Studies · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican Studies and Geopolitics
Canadian institutionsnot available
Fundersnot available
KeywordsTourismPromotion (chess)Tourist industryEcotourism

Abstract

fetched live from OpenAlex

Within the framework of the European Union, border regions count on various mechanisms to facilitate cross-border cooperation initiatives, with tourism frequently playing a central role. This article examines “Xareta Mugarik Gabe”, a cross-border association originally dedicated to the tourism development of the Xareta Valley, located at the westernmost edge of the Pyrenees, along the Spain – France border. Drawing on semi-structured interviews, this research traces the initiative’s trajectory from its early emphasis on tourism promotion to its current state of near inactivity. The findings underline both achievements and shortcomings: while the association initially succeeded in establishing a joint strategy around the valorization of the valley’s cultural and natural assets, it failed to consolidate a long-term and integrative framework. The case illustrates that cross-border relationships between stakeholders are often ambiguous and non-linear, offering critical insights into the dynamics of cooperation in European context.

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 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)0.001
metaresearch head score (Gemma)0.001
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 score0.595
Threshold uncertainty score0.592

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
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 head0.026
GPT teacher head0.414
Teacher spread0.387 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations0
Published2025
Admission routes1
Has abstractyes

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