Bavoux j.j., Beaucire f., Chapelon I., Zembri P., Géographie des transports
Bibliographic record
Abstract
Il sort peu de livres de géographie des transports et l'on s'en voudrait donc de ne pas signaler celui-ci, sobrement intitulé Géographie des transports et rédigé par quatre géographes français parmi les plus connus de cette spécialité.2 Le livre se décompose de fait en trois parties.Deux premiers chapitres traitent de la mobilité, l'un la (re)situant globalement et l'autre portant sur la vitesse selon une perspective plus historique.Suivent ensuite quatre chapitres (accessibilité, rugosité, réticularité, nodalité) développant plutôt des notions, concepts et outils d'analyse tout en passant en revue un certain nombre de rapports entre l'espace et les transports.Viennent alors trois chapitres relatifs à la « gouvernance des transports » (selon l'expression des auteurs) : planification, financement et environnement.Le livre se termine sous forme de questions passant en revue différents enjeux contemporains liés aux transports.
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 | 0.001 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.005 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.005 | 0.006 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.049 | 0.007 |
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".