Il était une fois des usines : Essor, déclin et relance de l'industrie québécoise
Bibliographic record
Abstract
Au cours des deux dernieres decennies, un veritable tsunami de delocalisations et de fermetures d'usines a deferle sur le Quebec. Dans cet essai, l'auteur evoque a grands traits cette desindustrialisation systemique qui a supprime pres de 200 000 emplois manufacturiers permanents. Malgre la gravite de la situation, l'auteur est convaincu de la necessite et de la faisabilite d'un redressement industriel; il croit fermement qu'aujourd'hui encore, l'industrie demeure la locomotive de la croissance economique d'une societe avancee, dynamique et prospere. En definitive, il invite les Quebecois a relever le grand defi d'une renaissance industrielle qui stimulerait durablement la croissance economique, stopperait la montee du chomage et assurerait la creation vigoureuse d'emplois de qualite.
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 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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.007 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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; both teacher heads agree on what is shown here.
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".