A Failure of Access?: The Birth Evacuation Policy in Canada’s North
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
The primary policy objective of the Canada Health Act is to maintain and improve the health of Canadians [1]. Under this Act all residents are entitled to reasonable and equitable access to all medically necessary hospital and physician care, free at the point of service. In practice, however, universal and equal health care access is challenged in Canada by a variety of factors, including di culties in sta ng availability and providing cost-eective services in rural and remote areas. Maternity care is one such medically necessary service that is not always reasonably and equally accessible. In the current health care delivery model, patients in remote areas of Canada often need to travel long-distances between communities or go south to access both specialized and standard maternity care. Since the 1980s, pregnant women in most Inuit communities, regardless of health risk, are flown to southern cities such as Iqaluit, Winnipeg, Ottawa, and Yellowknife to deliver approximately four to six weeks prior to their due date
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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