Bibliographic record
Abstract
Contents: 1. Introduction: The State at Work Hans-Ulrich Derlien and B. Guy Peters 2. Public Employment in Britain: From Working in to Working for the Public Sector? Brian W. Hogwood 3. Breaking Sharply with the Past: Government Employment in New Zealand Robert Gregory 4. Public Employment in Australia: In Competition with the Market Helen Nelson 5. Public Employment in Canada: Downsizing in a Multi-layered State James Iain Gow and Sharon L. Sutherland 6. Public Employment in the United States: Building the State from the Bottom Up B. Guy Peters 7. The German Public Service: Between Tradition and Transformation Hans-Ulrich Derlien 8. Working for the Government in Spain: From Authoritarian Centralism to Democratic Political Devolution Carlos R. Alba and Carmen Navarro 9. The French Paradox: A Huge but Fragmented Public Service Luc Rouban 10. The Political Allocation of Incessant Growth in the Danish Public Service Lotte Bogh Andersen, Jorgen Gronnegaard Christensen and Thomas Pallesen 11. The Welfare State is Female: Trends in Public Sector Employment in Sweden Jon Pierre 12. Conclusion Hans-Ulrich Derlien Index
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.
How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".