Access to Justice in the Nova Scotia Small Claims Court 1980-2022
Bibliographic record
Abstract
*This contribution has not been peer-reviewed.\nIn his latest research paper the author explores the extent or degree to which the Nova Scotia Small Claims Court achieves its declared purpose of providing the citizens of the province with what can accurately be described as a “People’s Court,” that is, a legal agency that would allow ordinary citizens to pursue their legal claims expeditiously and at a reasonable cost with a process that involved lawyers/adjudicators rather than judges. After a review and analysis of several thousand decisions by Nova Scotia Adjudicators/lawyers, the author concluded that the creators of the court had been largely successful and its full vision as a “People’s Court” had been substantially achieved, although as the reviewers cautioned, it is still a work in progress. The author further suggests that now, more than ever, with our increasingly litigious society pressing its’ perceived legal claims, the Nova Scotia Small Claims Court is a Nova Scotia legal institution that needs and deserves to be supported by the Nova Scotia government.\nDans son dernier rapport de recherche, l’auteur étudie dans quelle mesure la Cour des petites créances de la Nouvelle-Écosse atteint son objectif déclaré de fournir aux citoyens de la province ce que l’on peut décrire avec justesse comme un « tribunal populaire », c’est-à-dire un organisme juridique qui permettrait aux citoyens ordinaires de faire valoir leurs revendications juridiques rapidement et à un coût raisonnable dans le cadre d’une procédure faisant intervenir des avocats/ adjudicateurs plutôt que des juges. Après avoir examiné et analysé plusieurs milliers de décisions rendues par des juristes/adjudicateurs de la Nouvelle- Écosse, l’auteur a conclu que les instigateurs du tribunal avaient largement réussi et que leur vision d’un « tribunal populaire » s’était largement concrétisée, même si, comme l’ont souligné les examinateurs, il s’agit encore d’un travail en cours. L’auteur suggère en outre qu’aujourd’hui, plus que jamais, avec notre société de plus en plus procédurière qui insiste sur les revendications juridiques qu’elle perçoit, la Cour des petites créances de la Nouvelle-Écosse est une institution juridique de la province qui doit et mérite d’être soutenue par le gouvernement de la Nouvelle-Écosse.
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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 | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.004 |
| Scholarly communication | 0.007 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 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".