Doing Research on Other Parts of the World in Canada / La recherche sur d’autres régions du monde au Canada
Bibliographic record
Abstract
La censure et le « bourrage\nde crâne » ont été les acolytes\nd’une propagande de guerre\nféroce désignée comme\nresponsables du consentement\nde la population à la guerre1.\nDans ce cadre, les pouvoirs politiques\net militaires ont exercé un contrôle total\nsur les médias qui étaient considérés comme une véritable arme\nde guerre2. L’exécration de l’ennemi et l’exaltation de la nation\net de ses alliés sont les thèmes prépondérants de cet endoctrinement.\nParmi les figures de l’allié, l’une des plus importantes\nest celle de l’allié britannique, qui, tout au long du conflit, est\nprésent au côté des troupes françaises sur le front ouest.
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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 | 0.005 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.016 |
| Science and technology studies | 0.016 | 0.004 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.027 | 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".