Bibliographic record
Abstract
Largely shot during World Pride in Toronto in June 2014, Pride Denied is a political essay documentary that explores the stakes of contemporary LGBT politics, organizations, and celebrations. In particular, Pride Denied traces the transformation of contemporary pride events from activist roots to large, corporate-sponsored events that actively displace street-based folks such as sex workers and the homeless/underhoused. Pride Denied also looks at how state governments and corporations increasingly invoke rhetorics of LGBT inclusion to proffer a progressive image of themselves a practice known as pinkwashing in order to distract attention from imperial wars, settler colonialism, environmental destruction, and other human rights abuses. Lastly, the film explores how LGBT movements and organizing on issues such as marriage primarily address the interests of wealthy LGBT people while largely ignoring the needs of everyone else especially people of color, transgender folks, and non-citizens. \n \nPride Denied addresses these topics and more though interviews, event footage, and archival research. The film primarily targets audiences at post-secondary educational institutions as well as queer and trans community activists.
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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 | 0.001 | 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 | 0.015 | 0.013 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.018 | 0.002 |
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".