Bibliographic record
Abstract
Ce texte présente les retours d’expérience de jeunes Kanaks de Nouvelle-Calédonie en formation aux métiers de la mine dans les cégeps de Rouyn et de Sept-Îles. Le but des entretiens réalisés avec ces jeunes autochtones était de recueillir le versant subjectif d’une expérience de formation à l’étranger. Ces témoignages livrent les répercussions individuelles d’un climat économique, politique et social vécu comme incertain. Sont ainsi tracés les contours de la nouvelle condition salariale qui s’offre à une génération dont le destin est lié au développement de l’activité autour du nickel. La réflexion suscitée par l’expérience canadienne donne l’occasion de revenir sur leurs parcours scolaires antérieurs en Nouvelle-Calédonie et éclaire d’un jour nouveau le choix collectif qui se pose aujourd’hui au peuple kanak, entre lutte pour l’indépendance d’une future Kanaky et stratégie de défense des droits autochtones.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.019 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 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".