The free zone: Gang dynamics, de-differentiation, and pseudo-statehood in <i>The Wire</i>
Bibliographic record
Abstract
This article scrutinises concepts of deregulation against the backdrop of the ‘New Capitalism’ as presented in the episode ‘Hamsterdam’ in the American TV series, The Wire: when the major in charge of the Western District of Baltimore secretly decides to pull the police force from the war on drugs in order to re-dedicate their energy to police work proper, he de facto legalises drugs in a specific quarter of his district. Read through theories of statehood and sovereignty, this episode sheds light on self-perception of gangs within an ailing communal system, and on the difficulties with which the protagonists of The Wire constantly grapple, shifting the focus from the seemingly self-sustaining microcosm of West Baltimore to the superstructure that presupposes and enables the mechanisms of Baltimore’s public sphere.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.033 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".