Misoprostol: The Social Life of a Life-saving Drug in Global Maternal Health
Bibliographic record
Abstract
This paper is about a drug called misoprostol and its controversial clinical and social lives. Although originally developed as a prevention for gastric ulcers, in the 1980s, it developed an off-label reputation as an abortifacient. The drug’s association with clandestine abortion has profoundly shaped its social life as a marginal and suspect character in the realm of global maternal and reproductive health where it has the potential to prevent two major causes of maternal death––postpartum hemorrhage and unsafe abortion. The social life of misoprostol has also been shaped by the question of authoritative practice, that is, the question of who can deliver medicine. Both issues are about the specters of misuse of misoprostol: off-label, illegal, immoral, or by unlicensed providers. In this paper, I focus ethnographically on two women’s health nongovernmental organizations that have been conducting clinical testing and advocacy for the use of misoprostol for reproductive indications in global maternal health settings. Drawing on the notions of pharmaceutical activism and protocol feminism, I describe and analyze how the tools of evidence and authoritative practice have been reassembled in new networks of expertise toward the social justice goals of life, access, and dignity for women.
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How this classification was reachedexpand
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | Science and technology studies Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Qualitative | low |
| gpt | Science and technology studies Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Qualitative | low |
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.033 |
| Scholarly communication | 0.006 | 0.006 |
| Open science | 0.000 | 0.005 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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, unvalidatedLabeled directly by 2 models reading the full record.
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".