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
[ AS 1 (2003) 163-64] ISSN 1477-8351 Preface In this issue of Aramaic Studies , we present the first group of selected papers from the international Conference Aramith, held at Halifax Hall, University of Sheffield, from July 23-25, 2002. The theme of the Conference was Aramaic Lexicography, and the program consisted of the following presentations: Siam Bhayro (Yale University), ‘Sergius translation of Galen’s Book of Simple Drugs ’; Roberta Borghero (University of Cambridge), ‘The Neo-Aramaic di- alect of Ashitha’; Sebastian Brock (University of Oxford), ‘Syriac Lex- icography: Reflections on resources and sources’; Eleanor Coghill (Uni- versity of Cambridge), ‘The Neo-Aramaic
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 | 0.000 | 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 | 0.001 |
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