“Are Canadian Street Cops Outgunned?”: The Debate over Police Handguns in the 1990s
Bibliographic record
Abstract
Abstract This article offers the first scholarly analysis of the shift from revolvers to semi-automatic handguns in Canada to contribute to our knowledge of police militarization. In the 1990s, most Canadian police handed in their venerable service revolvers and received modern semi-automatic pistols. Advocates of new weapons pointed to relatively rare but high-profile shootings of police to show the dangers of law enforcement work and the need to have better firearms. The gun industry encouraged the rearming of police through an aggressive marketing campaign emphasizing that modern police forces required more advanced weapons and the military lineage of their products. The transition to semi-automatic handguns sometimes proved controversial, as human rights advocates believed the new handguns could result in excessive use of force. Despite this concern, most police were rearmed by the beginning of the twenty-first century.
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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 | 0.008 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.008 |
| Science and technology studies | 0.032 | 0.018 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.007 | 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".