Transitions psychosociales complexes et processus d’intervention en orientation : le cas de migrants travailleurs qualifiés au Québec
Bibliographic record
Abstract
Comment la complexité de la situation de transition psychosociale que vivent les migrants récents, parents de jeunes enfants, travailleurs qualifiés au Québec est-elle prise en compte dans les approches théoriques ainsi que les pratiques d’intervention en orientation ? Telle est la question sous-jacente à la recherche dont certains résultats seront présentés dans cet article. L’objectif est de mieux comprendre les processus identitaires en jeu et leur prise en compte dans les dispositifs d’accompagnement en orientation. L’analyse lexicométrique par la méthode Alceste souligne les limites d’une focalisation des interventions sur le domaine professionnel au détriment des autres sphères de vie, notamment celle familiale qui semble pourtant constituer un aspect central.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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".