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
Ectopic pregnancy occurs when a fertilized ovum implants outside the endometrial lining of the uterine cavity. Ectopic pregnancy is most commonly found in the fallopian tube but may also occur in the cervix, cesarean scar, ovary, or abdominal cavity. Ectopic pregnancy accounts for up to 13% of pregnancy-related deaths. Given the high degree of maternal mortality, recognizing an ectopic pregnancy is crucial for patient management. Clinical signs and symptoms can be nonspecific, but history of pelvic pain, vaginal bleeding, and no visualization of an intrauterine gestational sac in a patient with positive beta-human chorionic gonadotropin should raise the suspicion of an ectopic pregnancy. The place of implantation ultimately dictates treatment. Ultrasound is the imaging modality of choice for diagnosing ectopic pregnancy. This article explores the various subtypes of ectopic pregnancy and their concomitant sonographic appearances.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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