Over a Shadowed Threshold: Supreme Court of British Columbia Litigation Activity 1992-2022
Bibliographic record
Abstract
The Supreme Court of British Columbia between 2002 to 2022 published “Annual Reports” that include information and statistics from 1992 to 2022 concerning Court litigation and activities. Compiled Annual Report data and calculations permit the first long-duration survey of different litigation type volumes, specific process activities, and the frequency at which court and judicial resources could not support scheduled proceedings in a provincial superior court of inherent jurisdiction. The resulting observations in this article are strong support for further and expanded quantitative investigation and evaluation of Canadian courts and their operation. While the overall volume of new Supreme Court of British Columbia activity is generally stable, extended timeline data reveals long-duration shifts in the frequency of certain litigation types, and a general decrease in trial volume, with the largest decreases being in criminal subject litigation. However, the volume of “long chambers” interlocutory processes has remained stable.
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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 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.007 | 0.012 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".