As the Water Grinds the Stone: Comparison of Represented and Self-represented Appellant Populations in the Federal Court of Appeal
Bibliographic record
Abstract
This article reports a quantitative and statistically reliable population investigation of 552 Federal Court of Appeal proceedings that were appeals by represented and self-represented appellants who, in 2016 or 2017, appealed decisions of the Federal Court or Tax Court of Canada. Appeals by the Crown, non-Crown represented appellants, and self-represented appellants exhibited markedly different frequencies at which appeals were granted, and patterns for how appeals were terminated. Nearly half of Crown appeals were granted, but less than one in twenty self-represented appellants had any degree of success. While 70% of appeals conducted by lawyers completed the appeal process, less than 40% of self-represented appellant proceedings resulted in a full appeal panel hearing. Incomplete appeals by self-represented appellants usually terminated prior to the appeal record stage, and typically were either abandoned or discontinued. The time required to complete appeals for represented and self-represented appellants is similar. The high observed frequency of problematic litigation records for self-represented appellants supports the hypothesis that a “Distillation Effect” is concentrating abusive litigants in appellate forums.
 High resolution investigation of self-represented appellant subgroups revealed differences within the overall self-represented appellant population. Self-represented appellants emerging from the Federal Court and Tax Court of Canada are different populations. The former were much more likely to have an abusive litigation history, while the latter voluntarily discontinued appeals, and were never subject to Federal Court of Appeal vexatious litigant management steps. Self-represented appellant proceedings that terminated prematurely or that were conducted by persons who are subject to court access restrictions had significantly more filed documents and docket records. Litigation management steps did not reduce the Registry and Court workload resulting from self-represented appellants subject to court access restrictions. These observations challenge modelling self-represented litigants as a single population with uniform characteristics.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".