Association of Universities of the British Commonwealth. Executive Council.
Bibliographic record
Abstract
B & w photograph. Back row (l. to r.): Mr. A. J. T. Ford - Secretary, Australian Vice-Chancellors' Committee; Mr. K. J. Maidment, Principal of Auckland University College; Professor J. V. L. Rennie, of Rhodes University, South Africa; Dr. J. F. Foster, formerly Registrar of the University of Melbourne, Secretary of the A. U. B. C.; Dr. W. S. Adams, Principal-elect of the University College of Rhodesia and Nyasaland; Gordon King, Professor of Gynaecology and Obstetrics in the University of Hong Kong. \nMiddle row: Dr. Andrew Stewart, President of the University of Alberta; Dr. W. A. Jenkins, Vice-Chancellor of the University of Dacca, Pakistan; Dr. J. F. Leddy, Dean of the Faculty of Arts and Professor of Classics in the University of Saskatchewan; Professor T. Hytten, Vice-Chancellor of the University of Tasmania; Dr. E. G. Malherbe, Principal and Vice-Chancellor of the University of Natal; Right Hon. H. U. Willink, Vice-Chancellor of the University of Cambridge. \nFront row: Secretary to Dr. J. F. Foster; Mr. C. H. Wilson, Principal of the University College, Leicester; Mr. A. P. Rowe, Vice-Chancellor of the University of Adelaide and Chairman of the Executive Council of the A. U. B. C.; Dr. D. W. Logan, Principal of the University of London; Dr. R. S. Aitken, Vice-Chancellor of the University of Birmingham.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.415 | 0.397 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".