Thermalisme dans le Haut Languedoc : l’établissement de Lamalou-le-Bas ou Lamalou-l’Ancien (Hérault)
Bibliographic record
Abstract
Située au nord du département de l’Hérault, sur les contreforts de la Montagne Noire, Lamalou-les-Bains naît de l’exploitation de ses sources à l’époque moderne. Si la découverte de sources au Moyen Âge dans un contexte de recherches minières n’est pas pleinement attestée, l’exploitation thérapeutique des sources du coteau de l’Usclade débute dans la seconde moitié du XVIIe siècle. Les premiers bâtiments des bains de Lamalou sont construits à l’initiative des seigneurs du Poujol dans la 1re moitié du XVIIIe siècle. L’établissement rudimentaire connait des agrandissements successifs jusqu’au tout début du XXe siècle. Il prend à partir du milieu du XIXe siècle l’appellation de Lamalou-le-Bas pour se distinguer des établissements concurrents nouvellement créés dans le vallon, puis celle de Lamalou-l’Ancien. Après le fort ralentissement de l’activité thermale, l’architecte Adolphe Thiers restaure et modernise l’établissement au milieu du XXe siècle.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.010 | 0.008 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".