Penuries de main-d'oeuvre qualifiee et adoption des technologies de pointe
Bibliographic record
Abstract
Le present document vise a determiner dans quelle mesure les etablissements du secteur canadien de la fabrication font face a des penuries de main'd'oeuvre qualifiee et, le cas echeant, si ces penuries semblent nuire a l'adoption des technologies de pointe. Les usines qui adoptent des technologies de pointe declarent des penuries, particulierement chez les professionnels, comme les specialistes des sciences et les ingenieurs, et chez les specialistes techniques. Les problemes qu'entrainent ces penuries sur le marche du travail dependent pour une large part des solutions adoptees par les etablissements qui y font face. Le present document demontre que les penuries de main-d'oeuvre qualifiee ne semblent pas nuire a l'adoption des technologies, etant donne que les etablissements qui declarent des penuries sont aussi ceux qui sont les plus avances au niveau technologique. Meme s'ils font face a des besoins plus grands de main-d'oeuvre qualifiee, ils semblent etre en mesure de resoudre les penuries qui se posent.
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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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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".