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
ABSTRACT This article posits two approaches to blues tonal space: the networked approach and the laddered approach. The first is underpinned by the cyclical potential of equal temperament and is characterised by descending chromatic motions. The second is underpinned by the harmonic series and is characterised by microtonal shaping of pitch content within the framework of a ladder that approximates an equal‐tempered major‐minor seventh chord. Having explained the detail of these approaches to tonal space with reference to an early blues recording of Alberta Hunter and Fats Waller, the article goes on to examine Muddy Waters's use of the laddered approach to tonal space, but also develops novel ways of referencing the networked approach and of finding synergies between networked and laddered approaches. Analysis of key songs from Waters's repertoire offers insight into the interchange between networked and laddered tonal space in blues music. This interchange holds the major‐minor seventh chord to be structurally significant owing to the weight afforded by the sonority of the minor third and the affinity between microtonal and semitonal melodic motions.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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