Resisting LGBT Rights Where “We Have Won”: Canada and Great Britain
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Lesbian, gay, bisexual, and trans (LGBT) human rights are often assumed to travel from the core to the periphery, namely from the Global North to the Global South. However, these rights flows and resistances are more complex than a unidirectional model might suggest. Using a transnational perspective, we consider resistances to LGBT rights in places where LGBT rights are supposedly assured. In Canada and Great Britain, where various forms of equities legislation for LGBT people have been enacted, there is an increasing opposition to LGBT gains. The transnational circulation of these oppositional discourses can be seen in how Canadian and British organizations talk to, and about, each other and illustrate transnational networks that create resistances in the places where “we have won.” This questions a sole focus on resistances in places that do not have LGBT equalities legislation, usually those outside the Global North and associated with “less developed others.”
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it