Influences culturelles au fil du temps selon le lieu: les roles des hommes et des femmes dans le pays d'origine influent-ils sur l'activite remuneree et non remuneree des femmes immigrantes?
Bibliographic record
Abstract
Les immigrants au Canada proviennent d'un vaste eventail de pays, ou les roles des hommes et des femmes varient considerablement. Il est par consequent utile d'examiner les roles des hommes et des femmes pour determiner si les normes culturelles continuent d'influencer l'activite sur le marche du travail, une fois que les immigrants ont ete exposes au nouvel environnement de leur pays d'accueil. La presente etude est axee sur la des roles des hommes et des femmes dans le cas des femmes immigrantes, c'est a dire qu'elle tente de determiner si les roles des hommes et des femmes dans le pays d'origine continuent d'avoir une influence sur l'activite sur le marche du travail et les taches menageres des familles immigrantes apres leur arrivee au Canada.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 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".