Regionalism from above: intergovernmental relations in Canadian metropolitan governance
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
Robust metropolitan governance is increasingly viewed as necessary to address important economic, social and environmental problems. In this context, this article surveys recent developments in Canadian metropolitan governance. Canada was admired in the post-war period for the effectiveness of its two-tier and unitary metropolitan governments; however, few survive today as urbanisation patterns have become increasingly polycentric and intergovernmental relations more conflictual. Three models have emerged in Canada, sometimes in combination with one another: the multi-purpose regional intergovernmental organisation, the single-purpose metropolitan agency, and the provincial metropolitan policy overlay. Examples of each are discussed, with an emphasis on the interplay of horizontal (intermunicipal) and vertical (provincial–municipal) intergovernmental relations. Ultimately, provincial governments are by virtue of their constitutional authority and spending power the only actors capable of establishing and maintaining durable institutions and policies of metropolitan scope, and they have chosen to do so in Canada’s largest and most urbanised provinces.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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