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
The vellum is worn, there is a small hole, which is probably a defect in the original animal's skin. According to Denison University, there is evidence that the manuscripts have been trimmed slightly. On ours, a small part of the decoration seems to have been cut at the top of the Verso.; Five Decorated letters on verso, four on recto; Italian Gothic Rotunda; T, B, M, M and S. All done in red and blue with floral like decorations in white and splashes of gold leaf. The backgrounds continue up and down the page making floral patterns.; Ege is particularly interested in the garden motifs here. Floral imagery is typically associated with later manuscripts. The University of Saskatchewan says about this, "The ivy suggests the text is like a garden, full of natural mystery and truth, to be entered and experienced by the reader."; The decoration of the letters is vine like and has leaves on their ends.; The Beauvais Missal is the most famous and the most elaborate of the manuscripts in Ege's collection. This was given to the Beauvais Cathedral as a gift from Robert de Hangest who stipulated that Mass be dedicated to him on November 3rd of every year. While one modern manuscript dealer claims that this leaf is in the style of the Hours of Yolande of Soissons, completed in Amiens, this seems unlikely. These images are reminiscent of the stained glass in the Beauvais Cathedral (a book on the stained glass of Beauvais Cathedral was written by Michael W. Cothren and published by Princeton University Press in 2006). Beauvais Cathedral was infamously difficult to construct, it collapsed several times and ultimately just the choir was built. In 1284, the year before this Missal was commissioned, the vaults had collapsed again. This event was discussed by Maury I. Wolf and Robert Mark in an article for Speculum in July of 1976. Robert de Hangest's gift, then, came at a time when the church was in dire need.; Black, red, blue, orange, and gold inks
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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.003 |
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