"Taking 'girly music' seriously" : femininity and authenticity in indiepop
Bibliographic record
Abstract
Indiepop was, and is, a musical genre that coalesced around UK punk and post-punk in the early 1980s. From punk, indiepop borrowed certain ideas about the politics of cultural production. What differentiated it from punk was its sound: a decidedly pop emphasis on short, melodic song structures and seemingly simple instrumentation. In embracing independent production, indiepop staked a claim for subculture authenticity over the inauthentic mass products of the mainstream music industry. Yet the defining musical elements were characteristic of the historically feminine pop idiom. The result was indiepop, where masculine authenticity and feminine pop forms melded together and created a music scene that fit uneasily within traditional definitions of subculture. This thesis explores the means by which participants in indiepop, through a concerted project to write their version of musical history, made sense of their particular scene and its place within the larger sphere of (masculine) rock culture.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.025 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.001 | 0.004 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".