Entre continuité culturelle et stabilité : une étude sur les trajectoires de placement des jeunes innus d’Uashat mak Mani-utenam au Québec
Bibliographic record
Abstract
L’article détaille la trajectoire des enfants innus d’Uashat mak Mani-utenam (Québec) qui ont vécu un épisode de prise en charge par la protection de la jeunesse entre 2009 et 2016, où ils ont fait l’expérience d’un placement (30 jours ou plus). Un devis quantitatif est utilisé pour décrire les caractéristiques des enfants (n=331), les types de milieux substituts et la stabilité des parcours. Les résultats d’analyses inférentielles montrent que les enfants placés auprès d’une personne significative vivent des épisodes de placement plus courts, moins de milieux de vie différents et sont moins souvent déplacés que ceux ayant été placés en milieux non autochtones.
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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 | 0.003 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".