Bibliographic record
Abstract
Guitar chords with a flurry of strummed strings – sonorities we now regard as commonplace – revolutionized the sound of music at the end of the 1500s and opened up a new universe of musical thought in Western culture. Melody and counterpoint had reigned supreme throughout the Renaissance as the principal musical aspects of a composition, but around 1600 their role was challenged by a startling new concept – harmony. Whereas previously music consisted of horizontal melodic threads interwoven into a lush polyphonic fabric (in which harmonies arose merely as an incidental byproduct), a new school of thought in the seventeenth century held that a work could be governed from the outset by its harmony. Chords were the starting point of a composition, not an afterthought. The vertical alignment of sounds, as opposed to the horizontal, became paramount. No instrument better represents this radical transformation than the guitar, which was at the forefront of this aesthetic revolution from the horizontal to the vertical. This shift is born out in the guitar's early notational systems, performance techniques, musical repertoire, and functional roles in society.
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.
How this classification was reachedexpand
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 | 0.001 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".