Handbook of educational leadership and management
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. Leadership Professor John West Burnham - University of Hull 2. Leadership & Management Process Professor Brent Davies - University of Hull 3. The Changing Nature of School Leadership & Management and its Policy Content Professor Mike Bottery - University of Hull 4. Leadership, Governance & the Community Dr Janet Ouston - University of Leicester 5. The Business of Education: The emerging private/public agenda Professor Guilbert Hentschke - University of Southern California 6. Learning, Teaching & the Curriculum Professor Barbara MacGilchrist - University of London Institute of Education 7. Achieving & Sustaining Change in Schools Professor Andy Hargreaves, University of Toronto & Dr Dean Fink 8. School Improvement & Effectiveness Professor David Hopkins, University of Nottingham & Dr Alma Harris - University of Warwick 9. The Teacher Career Cycle/Staff Management Dame Patricia Collarbone - London Leadership Centre 10. The School for the Future Professor Brian Caldwell - The University of Melbourne
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 | 0.000 | 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 it