The Accessibility of Abortion Services in the United States, 2001
Bibliographic record
Abstract
CONTEXT: A woman's ability to obtain an abortion is affected both by the availability of a provider and by access-related factors such as cost, convenience, gestational limits and the provision of early medical abortion services. METHODS: In 2001-2002, The Alan Guttmacher Institute surveyed all known abortion providers in the United States, collecting information on their delivery of abortion services and on the number of abortions performed. RESULTS: A minority of abortion providers offer services before five weeks from the last menstrual period (37%) or after 20 weeks (24% or fewer), but the proportions have increased since 1993. Providers estimate that one-quarter of women having abortions in nonhospital facilities travel 50 miles or more for services, and that 7% are initially unsure of their abortion decision. The majority of providers (59%) say that these clients usually receive abortions during a single visit. An average self-paying client was charged $372 for a surgical abortion at 10 weeks in 2001, up from $319 in 1997; only 26% of clients receive services billed directly to public or private insurance. Early medical abortions are becoming increasingly available but are more expensive than surgical abortions. More than half (56%) of providers experienced antiabortion harassment in 2000, but types of harassment other than picketing have declined since 1996. CONCLUSIONS: Abortion at very early and late gestations and early medical abortion are more available than before, but charges have increased and antiabortion picketing remains at high levels. Thus, many women still face substantial barriers to obtaining an 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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".