Statistiques officielles et évolution des valeurs sociales : le cas de la personne repère dans les recensements canadiens de 1981 et de 1986
Bibliographic record
Abstract
L'évolution des valeurs sociales a entraîné certaines modifications de termes, de concepts et de questions dans les recensements du Canada de 1981 et de 1986. Ce texte présente les changements effectués et leurs conséquences pour certaines données relatives aux ménages et aux familles, en particulier celles qui concernent la personne repère, le soutien du ménageet la classification des familles selon le genre. Dans l'ensemble, l'ajustement à la réalité sociale n'a pas entraîné de ruptures significatives dans les séries chronologiques; il en est résulté des données de meilleure qualité, ainsi que quelques conséquences imprévues, qui posent de nouveaux défis aux recenseurs.
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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 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.012 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".