Local Government Structural Reform in Anglosphere and OECD Countries
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
Structural reform has transformed the landscape of Australian local government activity. The meaning and nature of structural reform in the context of local government amalgamation is investigated in this paper. Examples of overseas experience of local government amalgamation as a preferred structural reform mechanism used by governments to reduce council numbers are considered. Local government reform experience in the Anglosphere nations of the United Kingdom, United States of America (USA), Canada and New Zealand and OECD countries Germany, France, Italy and Spain is examined. Amalgamation of local government units occurred in most of these countries for largely the same reason; to improve the operational efficiency of local government. Despite the very large numbers of local government units in some jurisdictions, strong community attachment to locality and the virtues of localism had meant that, in recent decades, higher spheres of government had not been prepared to attempt to impose local government mergers.
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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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