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
I owe a deep gratitude to the distinguished attorneys-general, ministers of justice, justices and registrars and senior court officials who participated in the meetings on final appellate and regional courts, spanning a period of four years. Their composite expertise and belief in the project of the Commonwealth Secretariat infused the discussions and findings with the utmost level of expertise and insight available. This is indeed most commendable. To all, I give my outmost thanks. In particular, I wish to acknowledge the delegations of the regional courts of the Caribbean Court of Justice (CCJ); the Common Market of Eastern and Southern Africa (COMESA); the Economic Community of West African States (ECOWAS); the Supreme Courts of Canada, New Zealand, the Eastern Caribbean, Barbados and Jamaica; the High Court of Australia; and the Court of Appeal of Guyana. The use of the work emanating from the several meetings has made this text possible, along with the generous use of papers presented by these judges, registrars and senior officials.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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