Enquête Ménages Déplacements, Laval / Pays de Laval et de Loiron - 2011
Bibliographic record
Abstract
L'Enquete Menages Deplacements de Laval 2011, realisee selon la methodologie nationale elaboree par le CERTU, est une EDVM (enquete deplacements villes moyennes) centree autour du Pays de Laval et de Loiron. Ce territoire, compose des 35 communes du Pays de Laval et de Loiron et de 74 communes autour de ce pays (pour une population de 223 000 habitants), a fait l'objet d'une enquete par telephone. L'EMD de Laval permet de connaitre la mobilite, restreinte aux jours ouvrables, des individus (de 11 ans et plus) qui appartiennent a un menage residant dans les 109 communes de la zone d'etude. Les 2 699 menages enquetes sont caracterises par leur lieu de residence et le nombre de voitures a leur disposition. Les 3 197 individus interroges l'ont principalement ete sur leurs caracteristiques socio-demographiques et leur utilisation des modes de transport (individuels et collectifs). Des 11 717 deplacements, on connait leurs heures et lieux de depart et d'arrivee, leur distance, leur duree, leur motif et les modes de transport utilises. Les 9 344 trajets sont decrits par leur mode de transport, les lieux de depart et d'arrivee...
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".