The Aftermath of Human Rights Protections: Gender Identity, Gender Expression, and the Socio-Legal Regulation of School Boards
Bibliographic record
Abstract
Abstract Between 2002 and 2017, Canadian lawmakers sought to redress the pervasive levels of discrimination, harassment, and violence experienced by transgender and/or non-binary people by adding the terms “gender identity” and/or “gender expression” to federal, provincial, and territorial human rights instruments. This paper tracks the complex, iterative ways in which antidiscrimination protections are brought to life outside courts and tribunals. Using Ontario’s publicly-funded English language secular school boards as a case study, we examine how the introduction of explicit human rights protections on the basis of “gender identity” and “gender expression” in 2012 worked to produce a series of responses across the education sector. Given that “gender identity” and “gender expression” remain legally undefined terms in the Ontario Human Rights Code , and only provisionally defined by Ontario Human Rights Commission (OHRC) policy, we argue that school boards constitute important actors engaged in constructing the meanings of these terms in policy and practice. In decentering courts and tribunals in our analysis, we aim to uncover the everyday practices of parallel norm-making taking place in the education context. These everyday practices shape how we collectively understand the meaning of “gender identity” and “gender expression.” By carefully tracking these post-legislative developments, which rarely make their way into reported decisions, we suggest that human rights law reforms might open up space for the emergence of norms that allow people to do gender in a variety of ways.
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.
How this classification was reachedexpand
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 | 0.003 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".