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Record W3209175743 · doi:10.4000/framespa.11705

Les petites stations thermales des Pyrénées centrales : des investissements privés au service d’une offre thermale de proximité

2021· article· fr· W3209175743 on OpenAlexaff
G. Baglin

Bibliographic record

VenueLes Cahiers de Framespa · 2021
Typearticle
Languagefr
FieldSocial Sciences
TopicUrbanism, Landscape, and Tourism Studies
Canadian institutionsCanadian Heritage
Fundersnot available
KeywordsHumanitiesPolitical scienceGeographyEconomyArtEconomics

Abstract

fetched live from OpenAlex

Les Pyrénées constituent dès la fin du xviiie siècle et surtout au xixe siècle un espace privilégié pour le développement du thermalisme. Toutefois, comme dans d’autres territoires, l’activité thermale ne s’épanouit pas de manière homogène sur l’ensemble du massif. La partie centrale par exemple se caractérise par un nombre important de petites stations thermales. Les six sites mobilisés dans l’étude (Cadéac et Ferrère dans les Hautes-Pyrénées, Couret et Ganties en Haute-Garonne, Audinac et Sentein en Ariège) montrent que l’évolution de ces stations a été conditionnée par des facteurs multiples, à la fois économiques, sociologiques, géographiques et politiques. L’analyse comparative des trajectoires de ces lieux de cure permet alors de dégager les traits communs au développement de ce type de station.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.106
Threshold uncertainty score0.210

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.000
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 head0.042
GPT teacher head0.288
Teacher spread0.246 · 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 designNot applicable
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
Published2021
Admission routes1
Has abstractyes

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Same venueLes Cahiers de FramespaSame topicUrbanism, Landscape, and Tourism StudiesFrench-language works237,207