Une nouvelle gouvernance publique de la logistique
Bibliographic record
Abstract
Des mutations profondes (transition numérique, transition énergétique et transition écologique) bouleversent l’activité logistique et impliquent de développer de nouvelles relations entre les acteurs publics et privés aux différentes échelles. Ces mutations accélèrent : le renforcement d’une politique interministérielle associant les décideurs publics et privés ; la territorialisation de politiques d’optimisation des flux et du foncier au niveau régional, et de gestion du dernier kilomètre au niveau de nos agglomérations. La direction générale des infrastructures, des transports et des mobilités en charge du transport terrestre de marchandises s’associe étroitement avec la direction générale des entreprises et France logistique pour outiller les décideurs publics et privés aux différentes échelles, les aider à mieux accompagner les mutations à l’œuvre pour le fret et la logistique, et saisir toutes les opportunités d’innovation pour construire l’économie décarbonée.
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 | 0.006 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.036 | 0.005 |
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".