Mapping the global hip hop nation at 50: Introducing the ‘Hip Hop Atlas’ Special Issue
Bibliographic record
Abstract
In 2023, hip hop culture celebrates its 50th anniversary since its founding in The Bronx borough of New York City. The journal Global Hip Hop Studies ( GHHS ) takes this historic date as an occasion to explore the culture’s complex histories, narratives and meanings around the world in its Special ‘Hip Hop Atlas’ Double Issue. Initiated by American hip hop producer Greg Schick and co-edited with German hip hop scholar Sina A. Nitzsche, the double issue, for the first time in the journal’s history, presents sixteen concise histories from all continents of the world including Argentina, Australia, Brazil, Canada, Chile, Czech Republic, Germany, Ghana, India, Ireland, Japan, the Netherlands, Senegal, South Africa, Thailand and Ukraine. The articles explain to larger audiences interested in global hip hop culture when and how hip hop first arrived in a given country and how is has developed since its arrival. How does it combine global with local cultural, linguistic and musical forms to create unique style(s) and modes of expression? What role does it play today in its respective contexts? Providing an analytic overview of the articles written by artists, scholars and educators, the editors argue that after more than 50 years hip hop’s global evolution continues to be a powerful, fascinating and dynamic process which ranges from its existence as an established art form, popular culture and research subject in some world regions to moving towards such a status in others.
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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 | 0.007 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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 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".