Governance by Handshake? Assessing Informal Municipal Service Sharing Relationships
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 examines the development and governance of informal, unwritten intermunicipal service-, facilities-, and equipment-sharing agreements. Although these agreements are easier to construct than formal agreements, they lack legal protection. The results show that municipalities are using informal shared services arrangements much less frequently than in the past. Those that have an informal agreement in place note that they are attractive because of the relative flexibility it allows, but they are wary of the inherent risk of entering into an arrangement without legal recourse. These informal arrangements, however, work well in areas in which there is a history of long-term cooperation, a high degree of trust, and some type of forum for resolution. The use of these informal arrangements, however, has been waning for years because most municipalities push for formalized agreements in an effort to insulate themselves, when possible, from the inherent risks of informal cooperation.
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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 | 0.001 |
| 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 | 0.002 | 0.011 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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