University Engagement in Rural Development: A Case Study of the Northern Rural Network
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 Northern Rural Network was founded by the Centre for Rural Economy at Newcastle University, North East England in 2000. It was established with the aim of bringing together researchers and practitioners to share knowledge about pertinent issues in rural development. Its conceptual foundations were based on particular ideas about the value of bringing into constructive dialogue people and organisations with different knowledge, roles and perspectives on the regeneration of rural areas. As such the Network is grounded in ideas about the value of neo-endogenous approaches to rural development. In this case study paper we examine the Northern Rural Network as an initiative in putting neo-endogenous rural development into practice. Keywords: universities, neo-endogenous rural development, knowledge exchange, Northern Rural Network
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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 | 0.002 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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