Joint Production of Public Services in Shrinking Rural Areas in Germany: Results of Exploratory Research
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
The demographic development in most German rural areas raises major questions for the future of public service provision, especially with regard to the performance of different organisational arrangements and their joint action and governance for achieving publicly-desired outcomes. The international literature on collaborative approaches to public service provision is flourishing. However, little attention has been paid to the contribution of public economy and non-state stakeholders to solve these problems. Facing this gap, the exploratory study aims to analyse and discuss the role that civil society, municipally-owned housing companies and public savings banks play in delivering public services and implementing public policies in shrinking rural areas in Germany. By focusing on the scope, drivers, benefits but also limitations of these arrangements, the study helps us in understanding cautious patterns in this field of research and addresses some lessons and perspectives.
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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 | 0.008 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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