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
This paper analyzes two manuscript fragments with musical notation retrieved from the fifteenth- or sixteenth-century bindingof the twelfth-century Riesencodex (Wiesbaden, Hochschul- und Landesbibliothek RheinMain, Hs. 2), the most substantial collection of the works of Hildegard of Bingen (1098–1179). We determine through close attention to various aspects of the leaves—liturgy, notation, later additions—that both these fragments originated, and remained, close to Hildegard’s Rupertsberg convent and date from during or just after Hildegard’s lifetime. This analysis not only adds to our understanding of local liturgical context for the nuns at Rupertsberg, it also reveals that Rupertsberg was operating within a broad monastic network well beyond Hildegard’s lifetime. The two fragments, from an antiphoner and a gradual, contextualize the survival of Hildegard’s own musical work in light of the apparent disposability of these contemporary liturgical items.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.000 |
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