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
In Brief Background. Aggressive angiomyxoma is a variant of myxoid neoplasms of the female pelvic soft parts. The term "aggressive" refers to the tumor's locally infiltrative and recurrent nature because distant metastases are rare. Case. A 25-year-old woman presented with a 9-month history of an asymptomatic, polypoid mass arising from the right anterior labium minus. Histopathological and radiological examinations were consistent with a diagnosis of aggressive angiomyxoma. The patient was treated with a GnRH agonist followed by surgical excision. Conclusion. We highlight the novel use of a GnRH agonist as a neoadjuvant to surgery in aggressive angiomyxoma to shrink the tumor preoperatively and decrease surgical morbidity. While definitive treatment of aggressive angiomyxoma is usually surgical, treatment with a GnRh agonist as a neo-adjuvant may be useful to shrink the tumor preoperatively.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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