Environnement urbain et marchabilité : l’exemple du quartier des Aubiers à Bordeaux
Bibliographic record
Abstract
Le quartier des Aubiers, pôle multimodal de la métropole bordelaise, est articulé autour du tramway et anime l’espace public. Notre recherche montre que l’arrivée du tramway dans le quartier des Aubiers a contribué au développement d’une mobilité piétonne importante vers l’ensemble de la métropole bordelaise. La mise en relation entre l’environnement urbain et la marchabilité permet de mettre en exergue combien la configuration des espaces entraîne une pluralité des pratiques de la marche. Les itinéraires empruntés dans le quartier se révèlent être fort différents selon l’identité du marcheur : passant ou résident. En mutation constante, le site des Aubiers témoigne des nouvelles perspectives qu’apporte la prise en compte de la marche pour repenser l’espace public.
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 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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.033 | 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; both teacher heads agree on what is shown here.
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".