JOHANNES DE GROCHEIO AND ARISTOTELIAN NATURAL PHILOSOPHY
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
Johannes de Grocheio is best known today primarily for the fact that he wrote about secular monophony, a subject practically ignored by previous music writers. In Grocheio’s only surviving treatise, which modern scholarship has christened De musica (it is actually untitled in the manuscripts), he provides an unparalleled witness to Parisian musical life around 1300 through a wide-ranging classification of musical performances. The treatise’s tantalisingly realistic observations have been by far the most discussed aspect of De musica in over a century of modern scholarship ranging from an early landmark critical edition to recent postmodern readings. However, for those intent on discovering thirteenth-century performance practice, Grocheio has been as much a musicological frustration as a delight. The most egregious problem is that he appears not to describe some of his musical examples accurately. What has been lost in a great deal of this discussion is the extent to which Grocheio’s unique perspective shapes his discussion of music.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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