Melomaniacs: How Independent Musicians Influence West Hollywood’s Cosmopolitanism
Bibliographic record
Abstract
This article brackets the sociology of music and urban arts by exploring how independent musicians derive creative meaning and connections within the musically diverse place of West Hollywood, CA (WeHo), and describes the existing municipal conditions that enable professional musicians to experience their career trajectories as authentic to their selves. Findings from in-depth interviews and ethnographic observations with 23 local, professional musicians emphasize (i) the artists’ authentic expression through innate musicality and live performances; (ii) feelings of acceptance and validation from connections to culturally hybrid audiences; and (iii) appreciation for the city’s diverse musical stages with storied histories. In further analyses, original insights are generated into how musicians continue influencing WeHo’s cosmopolitanism through their cultural omnivore attitudes and postmaterialist lifestyles. I conclude that the interconnectedness between these independent musicians and the structure of West Hollywood coevolves moral capital, contributing to a more legitimate and musically equitable urban space for artists to be recognized.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.011 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.000 | 0.001 |
| 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 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".