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
Cet article consiste en une révision et une mise à jour, comprenant des corrections et des ajouts, de la liste des Bénédictins de Beuron et de la liste de James W. Wiles ainsi que des CD-ROM Corpus Augustinianum Gissense II , Patrologia latina et Corpus Christianorum citant le verset scripturaire d’Ex 3,14 dans les oeuvres augustiniennes. Nous y présentons un index cumulatif des citations d’Ex 3,14 chez Augustin accompagné d’explications appropriées sur les objectifs de l’évêque d’Hippone lorsqu’il mentionne le Nom de Dieu dans ses oeuvres. Nous croyons que ce travail de révision et de recensement fournit un outil précieux aux chercheurs désireux d’étudier la question du Nom de Dieu chez Augustin.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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