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
Uterine fibroids are the most common benign tumor of the uterus in women of reproductive age. However, most of them are asymptomatic and do not require any treatment. Menorrhagia and pelvic pain are the most usual symptoms, and some women may present with infertility or pregnancy-related complications. In those with abnormal uterine bleeding, one should exclude other causes of abnormal vaginal bleeding including endometrial cancer. Diagnosis of uterine fibroid is established by pelvic ultrasonography with or without saline infusion hysterosonography. Management options depend on the patient's fertility potential and desire for future pregnancy. Submucous myoma should be treated by a hysteroscopic approach. Intramural and subserous myomas in women who opt for nonsurgical treatment could be treated with uterine artery embolization (UAE), high-intensity focused ultrasound (HIFU), or medical treatment such as selective gonadotropin-releasing hormone agonists, progesterone receptor modulators, or aromatase inhibitors. All interventions aside from hysterectomy provide temporary relief, although myomectomy, UAE, and HIFU provides more durable symptom relief relative to current medical management. Patients wishing to preserve their fertility are best treated by myomectomy, which can be done by laparoscopy. A laparoscopic approach is more advantageous than laparotomy, but laparoscopic suturing is more demanding. This can be overcome by robotic-assisted laparoscopic myomectomy.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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