Rebalancing the Social and Economic: Learning Partnership and Place
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 book examines the challenges facing those who make and implement social policy at a time when free-trade economics reign supreme. It draws on linked ideas of social capital and the management of place, and presents international perspectives from a diverse range of countries, to question the domination of the economic and call for a new balance in making policy and measuring what is achieved. Lifelong learning is said to be vital for a ‘knowledge society’ in the ‘new economy’. But looking at knowledge and the economy alone short-changes us, making economic growth not a means to happiness, but an end. The book moves from applied philosophical analysis in Canada, through debate about social capital and ‘the political’ in Australia, to consideration of governance for sustained renewal in Finland. It examines how these concepts apply as guides to action in a leading English local authority, Kent, and considers the role of universities in developing learning regions in South Africa’s Western Cape Province. It concludes with the ‘mother of all challenges’, sustainability, with which economic growth must reach a rapprochement if we are to survive.
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 | 0.002 | 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 | 0.003 | 0.000 |
| 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