Contraintes et adaptations dans l’espace québécois (XIXe-XXIe siècles). Actes des 23e et 24e colloques étudiants du CIEQ
Bibliographic record
Abstract
Cet ouvrage rassemble les textes suivants: "Propriétés maritimes et stratégies des petits armateurs gaspésiens (1871-1911): solidarités professionnelles et familiales" (Gabriel Cormier); "La famille trifluvienne: au coeur des stratégies économiques des petits commerçants et artisans après l'incendie de 1908" (Benoit Lemay); "Les conflits d'usage en milieu rural comme révélateurs des clivages sociaux: exploration à partir du cas de la chasse sportive en Gaspésie" (Pierre-Luc Lupien); "Entre légitimation et défense de ses intérêts: les témoins du procès des patriotes de Châteauguay, 28 novembre au 14 décembre 1838" (François Lafond); "Léo-Paul Desrosiers, correspondant parlementaire à Ottawa pour Le Devoir (1920-1927): la dualité nationale au coeur du discours nationaliste canadien-français" (Sarah Lapré); "Jonathan Sewell, témoin du renouvellement des élites au Bas-Canada (1800-1825)" (Marie Zissis); "Mauvais payeurs, conflits religieux et relations commerciales tendues. Sociabilité et notabilité d'un seigneur du Centre-du-Québec: Jonathan Würtele" (Nicolas Lelièvre).
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.015 | 0.008 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.025 | 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".