If You Want to Get Away with Murder, Use Your Car
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
The persistently high rate of pedestrian and cyclist road deaths in Canada is a major public health concern and a serious impediment to encouraging active transport. Despite empirical evidence that cyclist- and pedestrian-targeted policies like helmet laws and jaywalking tickets do not decrease fatalities, popular discourse continues to put the onus on vulnerable road users, often blaming them for their deaths. The negative effect of victim-blaming on vulnerable communities has been well established in the critical and feminist traditions, while recent studies have begun to examine the effects of negative discourse on cycling uptake and safety. To examine how public discourse reflects and affects the perception of blame in vulnerable road user deaths, this paper critically analyses news articles of pedestrian and cyclist fatalities in Edmonton in 2016. [results and analysis] Policy implications and avenues for future research are also discussed.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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