Access to Healthcare for Irregular Migrants
Bibliographic record
Abstract
Access to Healthcare for Irregular Migrants is an assessment of the right to life, security of the person, and non-discrimination as viewed through the lens of Nell Toussaint's legal battle. It tells the compelling story of an irregular migrant's battle for access to health care. Highlighting a gap in the Canadian healthcare system, this piece raises valuable questions about why that gap exists. Toussaint's experiences with multiple levels of the legal system, both in Canada and internationally, are included. It tells the story from when Ms. Toussaint entered Canada to the present; wherein the matter remains before the court. This written work compels readers to consider the place of irregular migrants in Canadian society and challenges related stereotypes. It asks important questions about healthcare rights and ultimately, draws attention to Canada's international agreements and guides the reader to analyze the obligations they create. The Toussaint matter has drawn international attention, but this is the only piece of legal scholarship to tell the story this comprehensively, making it a crucial read for anyone interested in human rights and immigration issues.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.012 | 0.001 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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".