L’aménagement des berges, ravins et monts urbains dans la conurbation du Haut-Saguenay : vers un espace plus fonctionnel
Bibliographic record
Abstract
La croissance généralisée des densités urbaines dans le Québec méridional, l'inadéquation observée entre les qualités réelles des sites urbanisés et la nature des tissus urbains, la diminution progressive de l'espace vital à l'intérieur des périmètres urbanisés, l'utilisation anarchique des corridors interurbains et la dépendance accrue des schémas d'aménagement vis-à-vis de la circulation automobile constituent quelques-uns des principaux problèmes retenus dans l'analyse spatiale des processus d'urbanisation au Québec. Cet article présente le cas de la « conurbation du Haut-Saguenay », la troisième plus importante région urbanisée du Québec après Québec et Montréal. Les auteurs essaient de mesurer le taux de dégradation de ce site urbain et de déterminer la nature des correctifs qui seront nécessaires à la création d'un milieu de vie plus humain.
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 | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".