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 In 2016 long-standing activism culminated in the implementation of Bill C-16, which added “gender and gender expression” to the protected classes of the Canadian Human Rights Act. Despite a commitment to consistency across federal policy, wide discrepancies occurred between the changes to the passport and those to the prison. On the one hand, Citizenship Canada announced that “people who do not identify as female (‘F’) or male (‘M’)” could change their passport sex to be an X. On the other hand, the Correctional Service of Canada (CSC) begrudgingly introduced Interim Policy Bulletin 584, which provides accommodation based “on gender identity or expression” within the binary system. Through a comparative analysis, this article queries the enactment of nonbinary recognition between two foundational sites of Canadian federal control: a site of mobility (the passport) and a site of immobility through mass incarceration (the prison). Arguing against expanding prisons or the creation of nonbinary correctional institutions, this article traces the racial geographies that X is both embedded within and enacts, exposing the violence that ushers forth new forms of trans citizenship reliant on anti-Blackness, captivity, and fungibility. Building from these case studies, this article mobilizes the state deployment of gendered expression and determination to nuance theories of gender self-determination. Specifically, this article considers how the theoretical application of the term may dissimulate distinctions in (in)violability, vulnerability, and capacity between and within Blackness and transness.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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