Bibliographic record
Abstract
An RCMP sting caught Nicole Doucet (Ryan) trying to hire a hitman to kill her ex-husband. It was supposed to be an open-and-shut case. It wasn’t. No Legal Way Out details the judicial process, media coverage, and legal implications of R v Ryan. Appealed up to the Supreme Court of Canada, Doucet’s initial acquittal – on the basis of duress in the context of abuse – was overturned, but a stay of proceedings meant that she could not be tried again. The court castigated the RCMP for not protecting her, prompting a one-sided investigation that ultimately exonerated the force and garnered substantial critical media attention for Doucet. R v Ryan limited the legal options for women seeking to escape abuse and had a profoundly negative impact on public perceptions of domestic violence. This unabashedly feminist analysis explains why the court, the police, and the media let down all women trapped by intimate partner terrorism.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.010 |
| Scholarly communication | 0.010 | 0.011 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.008 | 0.013 |
| Insufficient payload (model declined to judge) | 0.076 | 0.033 |
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".