Mozzei: Constrained Progress in Construing Review Board Powers
Bibliographic record
Abstract
Access to justice must have seemed a remote concept for inmates of Canadian forensic psychiatric facilities prior to R. v. Swain. A confluence of unfavourable factors had resulted in many insane acquittees (as they were then known) discovering that "the pleasure of the Lieutenant-Governor" would seldom be exercised in his or her favour. The insanity defence often meant that accuseds were confined for unconscionably long periods in punitive environments, with little thought being given to rehabilitation and community reintegration and with scant prospects of asking for the protective intervention of the courts. The post-Swain "sweeping changes" introduced through Part XX.1 of the Criminal Code "reflected an entirely new approach", emphasizing the "twin goals of protecting the public and treating the mentally ill offender fairly and appropriately." The Mental Disorder Amendments presaged a deluge of Supreme Court jurisprudence, confronting many of the complex interpretative dilemmas inherent in a new statutory regime with such bold aims. Heightened scrutiny by the courts has incrementally improved the lot of the accused who is found unfit or not criminally responsible. Mazzei, reported ante p. 1, continues this positive trend in its careful, although timorous, analysis of the powers and jurisdiction of Review Boards and in its prudent assessment of the reasonableness of the conditions imposed on this accused.\nAlthough this article maintains that Mazzei deserves a measured acclaim, it also argues that a bolder stance would be justified in subsequent cases. Moreover, it will be suggested that the achievements of the Supreme Court's post-Swain regime must be assessed in the wider context of the intersection of mental illness and criminal justice, where not criminally responsible verdicts are empirically insignificant. Before turning to Mazzei, this comment will consider why the Canadian criminal justice must not become complacent.
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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 | 0.149 | 0.209 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.003 |
| Science and technology studies | 0.008 | 0.011 |
| Scholarly communication | 0.029 | 0.012 |
| Open science | 0.004 | 0.010 |
| Research integrity | 0.009 | 0.009 |
| Insufficient payload (model declined to judge) | 0.007 | 0.003 |
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".