The illicit firearms trade in North America
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
Gun violence in North American is the subject of much speculation and debate, often based on limited or incomplete empirical evidence. We summarize the regulatory frameworks in Mexico, the United States and Canada, and provide statistics on gun misuse in these countries. Based on our analysis of publicly available information on sources of crime guns, we conclude that while the United States is a major supplier of illegal handguns to Canada and illegal firearms of all types to Mexico, quantifying the extent of its role, particularly in Mexico, is difficult because of data limitations. Still more difficult is to project the consequences of an effective crackdown by US authorities. If the illicit supply from the USA dried up, the criminal gangs could turn to a variety of other sources that already appear to be playing some role. A complete analysis of these issues must await more complete disclosure by the authorities of data on gun sources and trafficking investigations.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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