The Recession and Beyond : Local and Regional Responses to the Downturn
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
1. The Recession and Beyond: Local and Regional Responses to the Downturn David Bailey and Caroline Chapain Part 1: The Recession and its Local and Regional Impacts in the UK 2. The Spatial Impacts of the Recession Naomi Clayton 3. The Impact of the Recession on Businesses Nigel Berkeley, David Jarvis and Jason Begley 4. The Impacts of the Recession on Workers and Communities Caroline Chapain 5. Impacts of The Recession on Local Authorities Caroline Chapain and Craig Renney Part 2: Local and Regional Responses in Context in England 6. A Framework for Analysing local Authorities' Responses to the Recession Caroline Chapain, David Bailey and Alex Burfitt 7. Local and Regional Responses to Recession in Context: Setting the Scene in the UK David Bailey, Chris Collinge and Andrew Coulson 8. Local Authorities Working in Partnerships: Panacea or False Dawn? Andrew Coulson and Martin Willis 9. Support for Business Nigel Berkeley, David Jarvis and David Bailey 10. Support for Workers and Communities Gill Bentley and Caroline Chapain 11. Fighting Unemployment, Local Authorities, the Third Sector and Value-for-Money in the UK Robert Dalziel 12. Withstanding the Cuts: How Local Authorities Continue to Prevent Crime in Times of Recession and Government Cuts Eileen Dunstan 13. The Importance of Place Heike Doering Part 3: Local and Regional Responses: International Perspectives 14. Recession, Recovery and Reinvestment. The Role of Local Economic Leadership in a Global Crisis: The Barcelona Principles in Practice Greg Clark and Joe Huxley 15. A French Region in Crisis: The Response of Local Authorities to the Recession in the Region Midi-Pyrenees in France Denis Eckert, Fabrice Escaffre and Josselin Tallec 16. Impact of the Global Economic Downturn on Municipalities in Canada Eric Champagne 17. Local Government and Economic Shock Within a Federal System: The Australian Case Andrew Beer
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 | 0.002 | 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