Counting Outsiders: A Critical Exploration of Outsider Course Enrollment in Canadian Legal Education
Bibliographic record
Abstract
In response to anecdotal concerns that student enrollment in "outsider" courses, and in particular feminist courses, is on the decline in Canadian law schools, the authors explore patterns of course enrollment at seven Canadian law schools. Articulating a definition of "outsider" that describes those who are members of groups historically lacking power in society, or traditionally outside the realms of fashioning, teaching, and adjudicating the law, the authors document the results of quantitative and qualitative surveys conducted at their respective schools to argue that outsider pedagogy remains a critical component of legal education. The article situates the numerical survey results against both a critical review of the literature on outsider legal pedagogy and detailed explanations of student decision-making in elective courses drawn from student survey responses. Notwithstanding the diversity of the faculties surveyed, the authors conclude the article by highlighting some of the shared and significant findings of the research, paying attention to various identity-based, institutional, and external factors influencing critical course engagement in Canadian law schools today.
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 | 0.004 | 0.001 |
| 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 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".