Les mécanismes de production de la forme urbaine et la conservation des espaces agricoles et naturels dans la région de Montréal : le cas de Laval
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
L'article s'intéresse aux mécanismes de production de la forme urbaine dans la région de Montréal. Il fait mention des nombreuses réflexions menées depuis plus de 30 ans au sujet de la forme de l'agglomération et de l'étalement urbain. Plus spécifiquement, la problématique des espaces naturels, verts et libres est posée vis-à-vis la planification urbaine et les pressions d'urbanisation. L'évolution de l'utilisation du sol à Laval met en perspective les processus d'urbanisation, qui sont la déstructuration du domaine agricole et des bois, par le morcellement et la constitution de friches, suivis de la planification des espaces libres. La conclusion situe Laval dans la dynamique métropolitaine, en évaluant les mouvements d'expansion urbaine et des politiques de conservation des espaces agricoles et naturels.
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.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.009 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 it