Postmenopausal Hyperandrogenism of Ovarian Origin
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
Postmenopausal hyperandrogenism with overt clinical effects is rare and often related to ovarian stromal disorders. We present a clinicopathologic study of 4 cases. The patients (age range 41-75 years; mean 62 years) had evidence of hirsutism or frank virilization. Their serum testosterone was elevated with or without increases in their serum androstenedione and DHEA levels. There were two right-ovarian hilus cell tumors, one associated with left-ovarian stromal hyperplasia and the other with bilateral hyperthecosis and nodular hilus cell hyperplasia. The other tumor was a small corticomedullary stromal luteoma with bilateral hyperthecosis and nodular hilus cell hyperplasia. The fourth patient had bilateral hilus cell hyperplasia with mild cortical-stromal hyperplasia. All these patients had rapid normalization of androgen levels after surgery without recurrence after a 2- to 10-year follow-up.
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 | 0.000 |
| 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