Costs of post‐abortion care in low‐ and middle‐income countries
Bibliographic record
Abstract
OBJECTIVE: To evaluate the quality of costing studies of post-abortion care from low- and middle-income countries and to describe costs in various settings. METHODS: A systematic review identified unit costs. Descriptive statistical analysis and univariate regression analysis identified drivers of unit costs of post-abortion care. RESULTS: There are few cost studies from Asia or Eastern Europe. Data indicate that the cost (in 2007 international dollars) of post-abortion care in Africa and Latin America is $392 and $430, respectively, per case. CONCLUSION: Differences in post-abortion care costs were associated with region, procedure, facility level, case severity, and whether the study was operations research. Methods varied between studies, and efforts should be made in future research to improve consistency. Additional data are needed from Asia and Eastern Europe, as well as the costs of medical methods of uterine evacuation. These data justify improved access to contraception and safe, legal abortion.
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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 | 0.007 | 0.028 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.003 |
| Bibliometrics | 0.009 | 0.013 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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, 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".