Bern, Burgerbibliothek, Cod. 234 : Cassiodorus, Augustinus, Alcuinus, Audax Grammaticus
Bibliographic record
Abstract
This 9th century manuscript is dedicated to the Artes; it consists of two parts, the first of which was written in Fulda around the second quarter of the 9th century. It contains the second book of Cassiodorus’ Institutiones, which is devoted to secular knowledge; since the 9th century, it has been preserved in several manuscripts in an interpolated version that contains Cassiodorus’ remarks on grammar, rhetoric, dialectic, arithmetic, music, geometry and astronomy, supplemented with excerpts from Quintilian, Boethius, Augustine and others. The second part was created a little earlier or simultaneously during the first third of the 9th century in Western France; it contains Alcuin’s Dialectica and excerpts from Audax Grammaticus. The two parts were already combined in the 9th century and were held in France.
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.
How this classification was reachedexpand
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 | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.044 | 0.007 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".