The Enduring Crown Commonwealth - The Past, Present and Future of the UK-Canada-ANZ Alliance and Why it Matters by Michael J. Smith and Stephen Klimczuk-Massion, Lanham, MD, Rowman and Littlefield, 2023, xliii + 337pp., $38 (hardback) ISBN 9781538170199,(ebook) ISBN 9781538170205. The Queen is Dead - The Time Has Come for A Reckoning by Stan Grant, Sydney, NSW (Gadigal Country), Fourth Estate, Harper Collins 2023, 288pp AUD $34.99 (paperback) ISBN 9781460764022; (ebook) ISBN 97814607162505
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
On Saturday 6 May 2023, the world watched the Coronation of King Charles III in Westminster Abbey. At some 70 years since the last coronation (of his mother Queen Elizabeth II) it was a rare and hi...
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.007 | 0.003 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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