Bibliographic record
Abstract
Cet article a pour objectif de mettre en lumière la vie des communautés rurales dans les Monts du Cantal à la fin du Moyen Âge. Ces communautés sont peu institutionnalisées mais très affirmées et tiennent leur cohésion de l’exploitation des communs. À partir du xiii e siècle se met en place dans la région un pastoralisme entrepreneurial. Il s’agira donc de voir ici en quoi ce système économique spécifique et propre à la zone d’étude influe sur le fonctionnement social et économique des communautés rurales et comment les structures communautaires et familiales sont amenées à se recomposer au fur et à mesure des évolutions et recompositions foncières de la fin du Moyen Âge. La notion d’habiter sera ainsi étudiée dans son sens le plus large, celui d’un rapport au monde et à l’espace particulier, qui est ici celui de montagnards vivant au rythme des estives.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.009 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.000 |
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.
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".