Bibliographic record
Abstract
The author examines, in some detail, the current operations of the Nova Scotia Small Claims Court to determine whether the court, established forty years ago, is still fulfilling its legislative mandates of providing ready access to speedy, informal and inexpensive justice. After reviewing historical attempts by the legal system to provide an effective mechanism to adjudicate minor disputes, and the various factors that eventually resulted in the creation of the present court in 1980, the author identifies a number of other factors that historically had a negative impact on the operation of the court. Many of these, involving court jurisdiction, and court procedures, as well as declining court cases, are, the author suggests, still affecting current court operations. However, lack of necessary accurate, empirical data, makes it difficult to prove these suspicions. The author therefore argues for a new and thorough review and assessment of the operations of the present court in order to reveal the true situation.\nL’auteur examine en détail les activités actuelles de la Cour des petites créances de la Nouvelle-Écosse afin de déterminer si cette Cour, créée il y a quarante ans, remplit toujours son mandat prévu par la loi, qui consiste à fournir un accès à la justice qui soit rapide, informel et peu coûteux. Après avoir passé en revue l’historique des tentatives du système de justice en vue de fournir un mécanisme efficace pour régler les litiges mineurs ainsi que les différents facteurs qui ont finalement abouti à la création de la Cour actuelle en 1980, l’auteur examine un certain nombre d’autres facteurs qui ont historiquement eu un impact négatif sur son fonctionnement. L’auteur soupçonne que nombre de ces facteurs, qui concernent la compétence et les procédures de la Cour, ont encore un impact négatif sur son fonctionnement actuel. Cependant, le manque de données empiriques précises nécessaires rend difficile la preuve de ces soupçons. L’auteur plaide donc en faveur d’un nouvel examen et d’une nouvelle évaluation approfondie du fonctionnement de la Cour actuelle afin de révéler la situation réelle.\n*This contribution has not been peer-reviewed.\n×
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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 | 0.001 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.009 | 0.006 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| 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; 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".