Same Governance, Different Day: Does Metropolitan Reorganization Make a Difference?
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
Abstract This commentary focuses on three points related to the debate about urban governmental restructuring: existing conflicts in the literature regarding the outcomes of local government consolidation; insights about consolidation based on an assessment of the amalgamation of twelve municipal units creating the new city of Ottawa; and, a discussion of a variety of methodological and political factors that may well account for the continuing inconsistency in academic assessments of structural change in local government. One possible explanation for the latter conflict is that governmental reorganization does not really make things substantially different in terms of taxes and services, that is, those outcomes most directly experienced by the average citizen. Over the long term other forces, such as intergovernmental relations and the economy, will tend to negate most of the initial effects of change. While there are likely to be winners and losers related to power in government or regime, it will be argued that in large part, for most citizens, governmental reorganization produces the same governance on a different day.
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 | 0.004 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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