Hip-Hop, Gangs, and the Criminalization of African American Culture: A Critical Appraisal of <i>Yes Yes Y’all</i>
Bibliographic record
Abstract
It is commonly assumed that hip-hop was born when street gangs in the Bronx, New York, channeled their energy from violence and crime to music and artistic expression. I critically interrogate this dominant narrative through an examination of the influential book Yes Yes Y’all: The Experience Music Project Oral History of Hip-Hop’s First Decade (hereafter “YYY”). Drawing from the original interview transcripts used for YYY, I compare the gang-origin narrative espoused in the book with the primary accounts of early hip-hop practitioners featured within it. Special attention is given to the divergences between the two sources, demonstrating how the claim that hip-hop came from gangs is unsubstantiated by relevant interviewee accounts. I discuss how the prevalence of this false narrative in studies of hip-hop history overall is part of a broader historic pattern of associating working class African American culture with criminality.
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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 | 0.000 | 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 | 0.000 | 0.002 |
| 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".