Les rapports à la vie professionnelle et l’intervention \nen orientation : une clé de compréhension des \nparcours des jeunes
Bibliographic record
Abstract
La complexité et la flexibilité du marché du travail, et le besoin d’apprentissage tout au \nlong de la vie, produisent une plus grande diversification des trajectoires et un travail \npermanent d’ajustement de la part de l’individu. Ceci force le renouvellement de la \npratique et de la recherche dans les domaines de l’orientation. Cet article analyse les \n« rapports à la vie professionnelle » des jeunes au postsecondaire comme éléments clés \nde la compréhension des parcours. Les résultats sont issus d’une recherche qualitative \net longitudinale sur les parcours scolaires et professionnels des jeunes de différents \nprogrammes du Cégep au Québec.
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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 | 0.006 | 0.015 |
| 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 | 0.005 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".