Choix ou necessite : Les immigrants et leurs enfants choisissent-ils le travail autonome pour les memes raisons?
Bibliographic record
Abstract
Les immigrants des grands pays industrialises sont representes de facon disproportionnee au chapitre du travail autonome par rapport aux personnes nees au pays. A partir d'une methode de cohorte generationnelle et a l'aide des donnees-echantillon (20 %) des fichiers maitres des recensements du Canada de 1981 et 2006, la presente etude tente d'etablir si les effets de trois determinants importants du travail autonome -- differences entre les gains attendus d'un emploi remunere et d'un travail autonome, difficultes sur le marche du travail et enclaves ethniques -- different chez les immigrants par rapport aux personnes nees au Canada, chez les enfants d'immigrants par rapport aux enfants de personnes nees au Canada, et chez les enfants d'immigrants par rapport a leurs parents.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 teacher head, 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".