Bibliographic record
Abstract
Rédacteur à Presse-toi-à-gauche et militant de Québec solidaireLes élections québécoises de 2018 ont constitué un choc pour plusieurs.Les partis dominants, le Parti québécois (PQ) et le Parti libéral du Québec (PLQ), sur la scène politique québécoise depuis des décennies, ont été radicalement affaiblis.Ces élections auront surtout révélé le caractère fragmenté de la société québécoise qui se traduit par des clivages inquiétants tant sur le plan ethnoculturel et générationnel que sur le plan idéologique (l' axe gauche-droite) et régional.Plus de cent circonscriptions ont par ailleurs élu une ou un député fédéraliste à l' Assemblée nationale alors qu' elles portaient au pouvoir la Coalition avenir Québec (CAQ), un parti qui se dit à la fois nationaliste et fédéraliste.
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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.012 | 0.004 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.023 | 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".