Representations of Acoustic Discourse in The Yellow Book Volumes 1, 2, and 3: Walter Sickert's Music Hall Paintings
Bibliographic record
Abstract
The images Aubrey Beardsley chose to have reproduced within the first, second, and third Volumes of The Yellow Book include; The Old Oxford Music Hall from Volume One (April 1894), The Old Bedford and Ada Lundberg from Volume Two (July 1894),Collins’ Music Hall, Islington, and The Lion Comique both from Volume Three (October 1894). By examining Sickert’s aforementioned reproductions chosen by Beardsley, this paper will utilize the politics of acoustic discourse and intermediality to investigate how Sickert's intermedial acoustic representations of Music Hall are reflective of the social, cultural and technological contentious modernist climate of the 1890s; and why the inclusion of the reproduced images within The Yellow Book are relevant to the magazines status as a total work of art. 
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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 | 0.001 | 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 | 0.001 |
| 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 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".