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
From the last quarter of the eighth until the beginning of the tenth century, Carolingian monasteries, cathedrals, and courts were the sites of a vigorous scholarship grounded in the study of sacred Scripture. The significance of Bible studies in this epoch is evident from the many extant Carolingian commentaries on virtually every book of the Old and New Testaments. More works of this kind survive from the period, often in multiple copies, than is true for any other genre of literature. Although scholars used to dismiss the Carolingian Bible commentaries as uncreative compilations of material borrowed from the Church Fathers, in recent years appreciation of these tracts’ essential creativity has grown significantly. In addition, there is now increased recognition of the degree to which the ‘exegetical’ culture nurtured within the Carolingian schools fertilized other aspects of contemporary intellectual and cultural endeavour. The essays in this collection offer a fresh look at the range of biblical studies and their impact on diverse domains of Carolingian culture and learning. The bibliography provides a record of critical editions of Carolingian-era Bible commentaries and secondary scholarship in the field published within the last twelve years.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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