Representative Bureaucracy in Action: Country Profiles from the Americas, Europe, Africa and Asia
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
Contents: 1. Representative Bureaucracy: Concept, Driving Forces, Strategies B. Guy Peters, Eckhard Schroeter and Patrick von Maravic PART I: THE AMERICAS 2. Representative Bureaucracy in the United States B. Guy Peters 3. Representative Bureaucracy in Canada Luc Turgeon and Alain-G. Gagnon 4. Representative Bureaucracy in Mexico Maria del Carmen Pardo PART II: EUROPE 5. Representative Bureaucracy in Belgium: Power Sharing or Diversity? Steven van de Walle, Sandra Groeneveld and Lieselot Vandenbussche 6. Representative Bureaucracy in Transitional Bureaucracies: Bulgaria and Romania Katja Michalak 7. Representative Bureaucracy in Germany? From Passive to Active Intercultural Opening Patrick von Maravic and Sonja M. Dudek 8. Representative Bureaucracy in Italy Giliberto Capano and Nadia Carboni 9. Representative Bureaucracy in the Netherlands Frits M. van der Meer and Gerrit S.A. Dijkstra 10. Representative Bureaucracy in Switzerland Daniel Kubler 11. Representative Bureaucracy in the United Kingdom Rhys Andrews PART III: AFRICA, OCEANIA, AND ASIA 12. Representative Bureaucracy in South Africa Robert Cameron and Chantal Milne 13. Politics of Representative Bureaucracy in India Bas van Gool and Frank de Zwart 14. Bureaucratic Representation in Israel Moshe Maor 15. Representative Bureaucracy in Australia: A Post-Colonial, Multicultural Society Rodney Smith Bibliography 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.
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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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