Bibliographic record
Abstract
The manuscript Lewis E 22 at the Free Library of Philadelphia has an uncommonly complete provenance. Written in the late twelfth century at Santa María de Benevívere in the Tierra de Campos of Palencia, Spain, an ex libris inscription on the last lines of the final folio records its origin, with an enigmatic addition by a later hand with the name “Didacus.” Following the exclaustration of Benevívere in the nineteenth century, the manuscript passed through a series of collections in England and Canada before it arrived in the United States with John Frederick Lewis, including those of William Braggeand George Dunn. Furnishing new evidence for its provenance and contextualizing its creation at Benevívere, this paper offers a new interpretation of the Didacus inscription as a memorial to the monastery’s founder, Diego Martínez de Villamayor (d. 5 November 1176).
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.003 | 0.004 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.005 | 0.006 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.004 |
| Open science | 0.007 | 0.004 |
| Research integrity | 0.003 | 0.008 |
| Insufficient payload (model declined to judge) | 0.062 | 0.058 |
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".