“Do you understand these charges?”: How procedural communication in youth criminal justice court violates the rights of young offenders in Canada
Bibliographic record
Abstract
Abstract This paper considers Canada’s young offenders in the context from which they enter the youth criminal courtroom. To determine how youth criminal justice courts violate the Canadian Youth Criminal Justice Act (YCJA), this analysis relates said context to several phenomena, including legal linguistics, oral language competency, literacy, communicative competency, non-verbal communication, the physical structure of youth courtrooms, and legal translation (Government of Canada eds. 2018. Youth criminal justice act. Ottawa: Government of Canada.). As a result of the standards of procedural communication upheld by the Canadian criminal justice system, young people’s rights, including the right to be respected regardless of cultural, ethnic, or linguistic differences, the right to be heard and to participate in proceedings, the right to be sentenced meaningfully, the right to privacy, and the right to be tried in a timely manner are abused in the youth criminal courtroom. Although insufficient structures of procedural communication cause these issues and are beyond the control of counsel, defense counsel are often blamed for their effects. Legal professionals must make important adjustments such as altering the formal speech required in youth criminal courtrooms, employing legal professionals with the role of translating legal jargon to young people in the courtroom, and closing youth courtrooms off from the public to reduce the YCJA violations occurring in youth criminal justice court. These adjustments are ultimately the responsibility of the Canadian criminal justice system.
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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 | 0.003 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.033 | 0.010 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.002 | 0.005 |
| 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".