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
During the 15th and early 16th centuries the dukes belonging to the senior line of the House of Bourbon kept their books in a special room in one of the towers of their castle at Moulins. The family book collection grew from generation to generation, as the successive dukes and their duchesses bought, inherited or received as gifts manuscripts. From the last quarter of the 15th century, early printed books started to find their way to the Bourbon family library. Their manuscripts were often of great value thanks to their fine illuminations. Most of them contained religious and historical texts that enjoyed popularity in France of the late Middle Ages, which made the Bourbon library similar to other princely book collections of that time. In 1523 the collection of Moulins was confiscated at the order of King Francis I.
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 | 0.005 | 0.002 |
| Meta-epidemiology (narrow) | 0.006 | 0.006 |
| Meta-epidemiology (broad) | 0.006 | 0.004 |
| Bibliometrics | 0.351 | 0.335 |
| Science and technology studies | 0.007 | 0.007 |
| Scholarly communication | 0.021 | 0.008 |
| Open science | 0.008 | 0.003 |
| Research integrity | 0.006 | 0.008 |
| Insufficient payload (model declined to judge) | 0.021 | 0.005 |
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