Bibliographic record
Abstract
Il existe une preoccupation croissante a l'effet que l'augmentation du transport par camion n'est pas soutenable. La plupart des pays du globe reconnaissent les impacts economiques, sociaux, et environnementaux associes a une augmentation du trafic de fret sur les reseaux routiers.Consequemment, le transport maritime cotier et interieur est de plus en plus percu comme une alternative viable. Malgre les avantages inherents du transport maritime sur courte distance, le transfert de cargo du routier vers le maritime n'est pas sans difficultes. Bien que les conditions geographiques varient entre les regions du monde, les obstacles au developpement du transport maritime sur courte distance sont similaires: Systeme organisationnel complexe, perception mitigee des expediteurs, complexite des procedures documentaires, et manque d'infrastructures appropriees. Le texte presente les meilleures pratiques de transport maritime sur courte distance dans le monde. L'exemple de l'Europe est analyse en detail en raison d'u...
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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 | 0.008 | 0.021 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.006 | 0.007 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 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 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".