Approche urbistique pour la gestion coordonnée d'un système d'assainissement
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'urbistique est un nouveau concept qui integre l'automatisation de processus de facon a gerer les flux d'information et d'energie dans une ville dans une optique de developpement durable. Lurbistique combine l'informatique, les telecommunications et la cybernetique pour permettre de repondre a des problemes specifiques relies aux infrastructures urbaines. L'application d'une approche urbistique pour la ville de Verdun (Canada) s'est traduite par le developpement d'un systeme integre de gestion coordonnee appele SIGEC, permettant la gestion du systeme d'assainissement de la ville par le biais d'un SIDEX (systeme integre d'exploitation) specifique. Chaque infrastructure urbaine etant basee sur un SIDEX structure de maniere identique, la coordination des travaux sur les infrastructures et le controle des flux sont ainsi facilites.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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