La rapidité des services de justice civile
Bibliographic record
Abstract
L’inaptitude à assurer une réponse efficace et rapide aux besoins d’ordre juridique peut restreindre l’accès aux ressources économiques, renforcer le piège de la pauvreté et empêcher les individus d’exprimer leur potentiel. La réduction de la durée des procédures judiciaires civiles constitue une priorité pour un certain nombre de pays de l’OCDE et de pays partenaires. L’inaptitude à prononcer des décisions judiciaires dans des délais raisonnables peut décourager les citoyens, et notamment les citoyens les plus vulnérables, de chercher à faire reconnaître leur bon droit en recourant au système, ce qui peut entraîner des coûts plus élevés pour la société.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.006 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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".