Le règlement des litiges commerciaux dans un système sans tribunaux de commerce : l'expérience québécoise
Bibliographic record
Abstract
Quebec's Civil Code acknowledges the existence of a dual regime including both civil and commercial juridical operations. This distinction, which is derived from French Law, also exists in Belgian and German Law. These countries have created specialized commercial courts or tribunals with jurisdiction over commercial matters. They are staffed with judges drawn from business. One may ask how in fact a dualistic system of this nature functions in Quebec, given the absence of such special commercial tribunals. It may be noted that although there is no body of commercial law dealing exclusively with traders, there exists in fact a system of business law comprehensive enough to apply also to non-traders (Part I). In addition, the informal nature of the procedural rules, as well as the background of the judges who are selected mainly from the ranks of practising lawyers, permits one to discern a close resemblance between litigation before these courts and the conduct of trials before commercial tribunals (Part II).
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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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.031 | 0.014 |
| Scholarly communication | 0.012 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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".