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
The twelve extant treatises of Johannes Tinctoris offer a wealth of insight into almost every aspect of fifteenth-century music theory. A graduate of the University of Orléans and a doctor of canon and civil law, Tinctoris was an expert in both the language arts of the trivium (grammar, rhetoric, dialectic) and the mathematical arts of the quadrivium (arithmetic, geometry, music, astronomy). Such was his erudition that he was extolled by Johannes Trithemius, one of the leading German humanists of the fifteenth century, as ‘a man very learned in all respects, an outstanding mathematician, a musician of the highest rank, of a keen mind, skilled in eloquence ’. Given Tinctoris’s towering intellect, it is no surprise that frequent citations from many of the major thinkers of antiquity – Pythagoras, Plato, Aristotle, Ovid, Virgil, Cicero and Quintilian – appear in his theoretical discussions on mode, mensural notation and counterpoint.
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) | 0.051 | 0.003 |
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