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
This article provides an overview and assessment of statutory reforms designed to empower Canadian cities during the past two decades. It reveals that toward that end, the reforms focused primarily on expanding each of the following: the authority and autonomy of cities in making bylaws, the authority and autonomy of cities in accessing and managing financial resources, and the requirements for some provincial government to consult and even enter into agreements with cities when enacting laws and regulations or undertaking initiatives that affect them. The article also reveals that although the reforms were substantial and significant for the empowerment of cities in many provinces, they were not highly transformative either in the level of authority and autonomy granted to cities or in their working relationships with provincial governments. Another finding is that despite the positive effects of many reforms, and because of some adverse effects of others, city and provincial officials suggest that some additional reforms are required to address problems that attenuate the capacity and flexibility of cities to provide good governance and management in the 21st century.
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 | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| 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