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
James Grier documents the musical activities of Adémar de Chabannes, eleventh-century monk, historian, homilist and tireless polemicist for the apostolic status of Saint Martial, patron saint of the abbey that bore his name in Limoges. Adémar left behind some 451 folios of music with notation in his autograph hand, a musical resource without equal before the seventeenth century. He introduced, at strategic moments, pieces familiar from the standard liturgy for an apostle and items of his own composition. These reveal Adémar to be a supremely able designer of liturgies and a highly original composer. This study analyses his accomplishments as a musical scribe, compiler of liturgies, editor of existing musical works and composer; it also offers a speculative consideration of his abilities as a singer; and finally, it places Adémar's musical activities in the context of liturgical, musical and political developments at the abbey of Saint Martial in Limoges.
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 | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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