Abortion rights beyond the medico-legal paradigm
Bibliographic record
Abstract
Abortion rights in international law have historically been framed within a medico-legal paradigm, the belief that regulated systems of legal and medical control guarantee safe abortion. However, a growing worldwide practice of self-managed abortion (SMA) supported by feminist activism challenges key precepts of this paradigm. SMA activism has shown that more than medical service delivery matters to safe abortion and has called into question the legal regulation of abortion beyond criminal prohibitions. This article explores how abortion rights have begun to depart from the medico-legal paradigm and to support the novel norms and practices of SMA activism in a transformation of the abortion field. Abortion rights as reimagined in SMA activism increasingly feature in human rights agendas related to structural violence and inequality, collective organising and international solidarity, and democratic engagement.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.055 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.007 | 0.009 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".