Bibliographic record
Abstract
The recently expansion and commodification of youth-oriented and tourist-oriented nightlife in Lisbon may be seen as a strategy of a socially and morally sanititation of the urban nightscape of the city center, marginalizing everyone who is seen as inappropriate, or in other words, socially perilous to the city branding of Lisbon. By focusing on the old historical neighborhood of Bairro Alto in Lisbon (Portugal) and based on a five-year ethnographic fieldwork, this paper explores the Disneyfication of the neoliberal urban night in this central quarter of the city. After a short presentation on the quarter, the text below will show that suc a Disneyficated urban night is featured by simulated joy, happiness and exultation, high level of alcohol and drugs consumption, race, gender and class inequalities, liminality and labor exploitation, hypersecurization of public space and social, moral and political control, and, finally, and heteronormativity and patriarchalism
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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 | 0.002 |
| 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 | 0.025 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.012 | 0.001 |
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".