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
Abstract This article is written by Rebecca Herle who is the Head of Sales and Marketing at the Incorporated Council of Law Reporting for England & Wales (ICLR). Her article draws on material delivered by two of her colleagues at the ICLR, namely Daniel Hoadley's recent plenary session at the BIALL Conference 2014 called, ‘The Curious Case of the Judgment Enhancers’ and Paul Magrath's article published by Infolaw.co.uk, entitled ‘The Future of Law Reporting’. It also refers in part to Lord Neuberger's speech for the first annual BAILII Lecture (in 2012) entitled ‘No Judgment – No Justice’, and reflects upon the position of the ICLR in the legal profession today. From the birth of the ICLR in 1865 to the present day the article provides a brief history, and then explores the current day issues, of this charitable publisher in its surrounding legal environment. She also offers a glimpse into what the future might hold.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.005 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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