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
Monastic Psalter. Single folio on vellum. France, ca. 1220: approx. 144 x 127 mm (written area approx. 130 x 80 mm). Single column, 19 lines. Sotheby’s dated this manuscript to the third quarter of the thirteenth century (see below), but the decoration belongs to an earlier generation, and it is written above top line, making it pre-1240. Decoration: a two-line initial in gold—now worn right down to the brightly colored gesso—on red and blue ground infilled with white penwork decoration. Versal initials alternate in gold and blue. Foliated “86” in modern pencil. Contents: Psalm 138. Condition and Provenance: this book seems to have been in a fire at some point, for scorched corners and edges of the slightly browned leaves have flaked away, leaving irregularly shaped folios. Some of these folios have been inscribed with signatures of the sixteenth-century owner François de Marcambie, according to Sothey’s possibly a descendant of Francois de la Haye, seigneur de Marcambie (Nôtre Dame de Venilly, Basse-Normandie: the charming château still stands). This François offered a reward of wine should the book, if lost, be returned to him (126r). The name of a second owner, B. Goussil, is also recorded. The volume came into the possession of Count Eric von Rosen (1879-1948) of Rockelstad Castle, Sweden (now a conference center), and was sold in 1969 and 1980, eventually acquired by Canadian banker Joseph Pope, owner of the Bergendal Collection. Purchased by a German dealer (Sotheby’s 5 July 2011 lot 55), it was subsequently cut up and dispersed.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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