Envisioning global LGBT human rights : (neo)colonialism, neoliberalism, resistance and hope
Bibliographic record
Abstract
Envisioning Global LGBT Human Rights: (Neo)colonialism, Neoliberalism, Resistance and Hope is an outcome of a five-year international collaboration among partners that share a common legacy of British colonial laws that criminalise same-sex intimacy and gender identity/expression. The project sought to facilitate learning from each other and to create outcomes that would advance knowledge and social justice. The project was unique, combining research and writing with participatory documentary filmmaking. This visionary politics infuses the pages of the anthology. The chapters are bursting with invaluable first hand insights from leading activists at the forefront of some of the most fiercely fought battlegrounds of contemporary sexual politics in India, the Caribbean and Africa. As well, authors from Canada, Botswana and Kenya examine key turning points in the advancement of SOGI issues at the United Nations, and provide critical insights on LGBT asylum in Canada. Authors also speak to a need to reorient and decolonise queer studies, and turn a critical gaze northwards from the Global South. It is a book for activists and academics in a range of disciplines from postcolonial and sexualities studies to filmmaking, as well as for policy-makers and practitioners committed to envisioning, and working for, a better future.
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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 | 0.004 | 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 | 0.009 | 0.046 |
| Scholarly communication | 0.016 | 0.008 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.004 | 0.006 |
| 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".