Gun Control and Suicide: Possible Impact of Canadian Legislation to Ensure Safe Storage of Firearms
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In 1992, the Canadian Firearms Act aimed at ensuring safe storage of firearms was promulgated. This study compares suicide methods 6 years prior to the enactment of the law and 5 years after its enactment. The study encompassed 426 suicide cases from Abitibi-Témiscamingue (Northern Quebec), the region with the highest suicide rate and the highest firearm suicide rate in Quebec. Suicide by firearms decreased in the male and female population. Suicide by hanging increased among youths of both sexes, and suicide by poisoning doubled in the female population. A decrease in firearm suicides was most noticeable in the under-25 age group, although it was in this same age group that the general suicide rate increased the most. The reduction of firearm suicides was not accompanied by a decrease in overall suicide rates.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it