L’exploitation des forêts publiques au Québec (1874-1905) : transition et nouvel essor
Bibliographic record
Abstract
Cet article établit l’évolution des récoltes de matière ligneuse sur les terres publiques québécoises entre 1874 et 1905. Au cours de cette période, deux phases ont été identifiées : une phase de consolidation, au cours de laquelle le volume des récoltes plafonne, et une phase de forte croissance, grâce à l’essor rapide du bois à pâte. Nouvelle manne du secteur forestier, cette dernière catégorie de bois relance les activités affectées par une crise dans l’industrie du sciage. Cette crise frappe certaines régions dès les années 1870 et 1880, soit beaucoup plus tôt qu’on ne l’avait d’abord cru. La variété des performances régionales constitue par ailleurs l’un des thèmes majeurs de cette étude. C’est pourquoi nous en avons cherché les causes.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 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".