The experiences and perspectives of abortion seekers who travel for care: a qualitative evidence synthesis
Bibliographic record
Abstract
OBJECTIVES: This is a protocol for a Cochrane Review (qualitative). The objectives are as follows: This QES aims to address the following question: What are the lived experiences and perceptions of abortion seekers (i.e. pregnant women, transgender men, and non-binary people of any gender) traveling to obtain care? The review objectives are to: synthesize the qualitative evidence to address the review question; identify factors that influence abortion travel experiences and perspectives, which may include the specific abortion regulatory and care delivery context (e.g. legal restrictions, unavailability) and abortion seekers' personal circumstances (e.g. age, race/ethnicity, gender, partnership status, gestational duration, social/family support, income/wealth).
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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 | 0.096 | 0.127 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.005 | 0.006 |
| Bibliometrics | 0.013 | 0.012 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.005 | 0.006 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.013 | 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".