Trans Rights Are Not Just Human Rights: Legal Strategies for Trans Justice
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 Human rights instruments are but one of many legal advocacy tools used by trans people. Recent legal scholarship emphasizes that human rights laws are not sufficient to address legal challenges facing trans people, particularly intersectional and systemic barriers. This article looks to Canadian trans case law outside of human rights law to reveal the many instances in which trans people’s fight for legal recognition and redress occur outside of the human rights arena. It focuses on trans case law in three areas: family law, the use of name and gender in court, and access to social benefits. Canadian trans jurisprudence illustrates that not only are trans legal strategies outside of human rights plentiful and effective, they are also imperative. An agile and pragmatic approach to trans rights is necessary, particularly when minority rights are under threat, and for trans people on the margins of trans law reforms.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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