Explaining transgender policy change: Policy momentum in Canada and Australia
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
Abstract Western democracies are experiencing a widespread shift towards greater recognition of transgender rights in public policy, yet the timing of change differs across states. To explain this variation, I present a novel theoretical framework called “policy momentum.” Unlike existing work on policy diffusion, which typically emphasizes domestic or international processes, I theorize how the combined pressure from each level creates the conditions for policy change to occur. Empirically, I contrast the creation of national human rights policies to protect transgender individuals in Canada (2017) and Australia (2013). Using process‐tracing and within‐case analyses, and drawing on elite interviews, primary documents, and Hansard records, I demonstrate the decisive interaction of subnational legislative changes with an emerging global norm to produce transgender policy change. This paper thus contributes to our understanding of LGBTQ+ public policy while also providing a framework for explaining the conditions for cross‐national policy change more broadly.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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