Une recherche en cours : le monde rural mauricien au 19e siecle
Bibliographic record
Abstract
Cette recherche sur le processus de transformation du monde rural mauricien au 19e siècle comporte quatre dimensions principales : il s'agit d'abord d'étudier la constitution et l'évolution de l'économie forestière de type préindustriel qui s'impose en Mauricie comme élément moteur de l'économie régionale ; d'analyser l'évolution interne des deux types d'agriculture, l'une en voie d'intégration au marché dans le couloir laurentien, l'autre maintenue au niveau de l'auto-consommation sur le front pionnier; de cerner, dans la trame des rapports sociaux, les « patterns » spécifiques des alliances et des conflits entre les forces sociales qui constituent des blocs de pouvoir dans la société rurale et imposent des schémas d'encadrement et de contrôle sociaux ; d'étudier les transformations culturelles d'une société bouleversée dans son devenir par les facteurs économiques, l'extension du peuplement, la constitution de nouvelles communautés auxquelles l'État et l'Église fournissent des institutions régulatrices.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.012 | 0.006 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.019 | 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".