La vie apres l'aide sociale: le bien-etre economique des personnes qui ont cesse de toucher de l'aide sociale au Canada dans les annees 90
Bibliographic record
Abstract
Les annees 1990 ont ete caracterisees par des baisses importantes du nombre de beneficiaires de l'aide sociale dans la plupart des provinces canadiennes. Ces baisses ont eu lieu au cours d'une periode ou la plupart des gouvernements provinciaux ont reduit les prestations et resserre les criteres d'admissibilite. Qu'est-il advenu du bien-etre economique des ex-beneficiaires de l'aide sociale des annees 1990? A l'aide de donnees fiscales longitudinales, cette etude porte sur la situation economique a court et a long termes des ex-beneficiaires de l'aide sociale sur trois plans : les gains, le revenu disponible et le faible revenu. On se penche egalement sur le role du mariage en ce qui a trait a la situation economique des ex-beneficiaires.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 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".