Should helmets be mandatory for skiers and snowboarders in Ontario?
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
Every year, approximately 15% of Canadians participate in snow sports. Among skiers and snowboarders, 9%–19% suffer potentially disabling injuries to the head. Case-control studies have shown that ski helmets can reduce the risk of head injury by 29%–60%. Opponents of mandatory ski helmet use have presented a series of arguments against ski helmets. However, numerous studies have demonstrated that ski helmets improve the safety of skiers and represent a benefit. Currently, there is no ski helmet legislation in Ontario. Few jurisdictions have legislation mandating the use of ski helmets. In Canada, only Nova Scotia has legislation regarding the use of ski helmets. In Canada, there are no mandatory safety standards for the manufacturing of ski helmets despite the publication of standards by the Canadian Standards Association in 2008.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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