Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Injectable contraception has many advantages and is a popular birth control method worldwide. Its efficacy is independent of a daily action or an intervention around the time of coitus. It is highly efficacious and well tolerated in general. In the United States, the available injectable contraceptive is depot medroxyprogesterone acetate (DMPA). Its use is associated with a decrease in bone mineral density (BMD) that is largely if not completely reversible over time and very comparable to the BMD loss associated with pregnancy and breastfeeding. The available knowledge on the impact of BMD loss on the risks of fractures later in life is incomplete, but in the light of the small magnitude of impact of DMPA on BMD and its reversibility, any increase in the risk of osteoporotic fractures is likely to be small. This article reviews the recent evidence on DMPA's efficacy, risks and benefits, and side effects with a focus on bone health issues.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it