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
Tensions between public expectations for police governance and ethical governance mirror recent spectacular governance failures. Several recent Canadian commissions of inquiry and court cases critical of the police have suggested police governance need to be more direct and assertive. The small numbers of academic studies that focused on the unique field of policing have largely ignored the behaviour of police boards responsible for their governance. More importantly is the apparent lack of attention paid by those responsible for police governance to the criticality of the pluralistic nature of policing itself. This research focuses on police boards in particular and not the police, with particular attention given to the link between their ethical decision-making and public trust. National leads in police governance, representing regional and national boards and board associations from across the country, were interviewed for this research. Eight key aspects of police governance were analyzed, and a number of gaps between current and best practices were identified. Ultimately, a number of recommendations are made to close those gaps, including the contribution of a new universal assessment instrument for police governance: the parallax perspective tool.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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