'Reasonable Steps': Amending Section 273.2 to Reflect the Jurisprudence
Bibliographic record
Abstract
This piece proposes amendments to section 273.2 of the Canadian Criminal Code. Section 273.2, enacted in 1992 and revised in 2018, specifies circumstances in which belief in consent is not a defence to sexual assault. The amendments proposed here are designed to ensure that the wording of this statutory provision properly reflects the significant jurisprudential developments related to mens rea and the communication of voluntary agreement (i.e., affirmative sexual consent) achieved by Canadian judges since the original enactment of section 273.2 in 1992. Revisions to the Model Jury Instructions posted by the National Judicial Institute are also considered.
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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 | 0.027 | 0.055 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.010 | 0.011 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.007 | 0.003 |
| Research integrity | 0.020 | 0.018 |
| Insufficient payload (model declined to judge) | 0.010 | 0.007 |
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".