Bibliographic record
Abstract
Endometriosis is a common reproductive condition in women, with multiple implications for sexual health. It is present in approximately one in ten women of reproductive age. The most favored hypothesis for the etiology of endometriosis involves retrograde menstruation, whereby uterine endometrium is refluxed retrogradely through the fallopian tubes into the pelvic cavity during menstruation. Pelvic pain symptoms in endometriosis include painful periods (dysmenorrhea), painful bowel movements (dyschezia), chronic pelvic pain, and painful sexual activity (dyspareunia). With a single digit pelvic examination, endometriosis is suggested by tenderness of the posterior fornix of the vagina (corresponding to the pouch of Douglas) and the bordering uterosacral ligaments, which is a common location for endometriosis lesions. Hormonal suppression therapies directlysuppress endometriosis, and also suppress ovulation and thereby systemic estrogen levels and menstruation. The most basic suppressive therapy is combined estrogen–progestin contraception, given orally, vaginally, or transdermally.
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.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.011 | 0.004 |
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".