Les dynamiques familiales dans les sociétés francophones d’Europe et d’Amérique du Nord : perspectives croisées en histoire des familles du XVIIe siècle au commencement du XXe siècle, 20 au 22 mai 2026, Université de Sherbrooke, Québec, Canada, AAC (1er mars)
Bibliographic record
Abstract
Résumé : Dans l’esprit d’une continuité avec les colloques franco-québécois des années 1980-2000, qui ont largement contribué à dynamiser la recherche en histoire sociale et économique, le présent colloque invite à poursuivre la réflexion sur les dynamiques familiales dans les sociétés francophones d’Europe et d’Amérique du Nord. Il couvre une période allant du XVIIe siècle, moment où s’amorcent les transferts de population de France vers le Canada, jusqu’au tournant du XXe siècle, caractéri...
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".