Bibliographic record
Abstract
Cet article retrace le passage à une nouvelle conception de l’aménagement du territoire municipal montréalais où les eaux de surface, d’abord perçues comme autant d’éléments et de phénomènes naturels et incontournables, peuvent et doivent dorénavant être chassées et évacuées, voire cachées (à l’intérieur de canalisations). Ce passage se produit au cours des premières décennies du xixe siècle, au moment où les préoccupations en matière de salubrité urbaine s’additionnent aux préoccupations en matière de circulation des gens et des biens. Ce passage est réalisé avec l’établissement d’infrastructures urbaines et la construction de travaux publics et tient de l’action publique locale. À terme, ces ouvrages qui visent à contrôler et à faire disparaître les eaux de surface permettent de poser un nouveau regard sur l’environnement de la ville mais imposent, en même temps, une nouvelle réalité environnementale.
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 | 0.003 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 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".