Noncommercial-No Derivative Works 2.5 Canada Licence. Visit creativecommons.org or streamjournal.org information. Looking Beneath the Skin:
Bibliographic record
Abstract
Reconfiguring Trauma and Sexuality The AIDS epidemic in America brought forth a new wave of gay activism which aggressively fought back at the socio-political system that had repressed queers throughout modern Western history. Previous theoretical writings and activities had approached homosexuality from a more humanistic and assimilatory angle. Queer/AIDS activists such as ACT UP (AIDS Coalition To Unleash Power) and GMHC (Gay Men’s Health Crisis), took a much more anti-assimilatory, anti-establishment and deconstructive approach. During the conservative Reagan era, Christian fundamentalists and the popular media constructed gays and lesbians as deviant, threatening and incorrect. Recognizing this hate speech and misleading portrayal, activists and artists took it upon themselves to fight back with political protests, community health clinics, homemade safe sex videos and films/theatre productions which spoke to the gay community. Looking specifically at cinema, the early 1990s saw an explosion of
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.925 | 0.865 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".