Medical Necessity as an Ethical Imperative for Equitable Access to Abortion Services in Canada
Bibliographic record
Abstract
The Canadian healthcare system has a rich history of using public funds for medically necessary hospital and physician services, legislated by the Canada Health Act (CHA). Overlapping with this history is the fight for reproductive rights which culminated in the decriminalization of abortion in 1988. Provincial and territorial governments must ensure that residents have “reasonable access” to health services deemed “medically necessary” as per the CHA principle of accessibility; the federal government holds the authority to withhold funding to sub-national governments if violated. We demonstrate that sufficient policy and legislative evidence exists to support abortion as a medically necessary procedure in Canada. We further argue that, as a medically necessary health service, the inequitable landscape of abortion access across Canada requires vast improvements to fulfil the “accessibility” principle. Systemic and geographical barriers, a lack of culturally informed care, unwilling providers, and anti-choice influences complicate abortion access. Though accessibility has been broadened with the introduction of Mifegymiso — the gold standard for medical abortion — this has not solved the problem of access. In this paper, we argue that classifying a procedure as medically necessary, in this case abortion, requires active and sustained policy action to improve equitable access and remove barriers to care. We justify the special status we give abortion through utilitarian and justice reasons, and due to the unique barriers to care faced by patients seeking abortions.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".