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
Menstrual disorders, infertility and premature menopause are common but often underrecognized phenomena among women with chronic kidney disease. Hypothalamic, rather than ovarian dysfunction, may be the cause of the abnormal reproductive milieu, which can be at least partially reversed by kidney transplantation and increased intensity of hemodialysis. Endogenous sex hormones, and specifically estradiol, appear to be renoprotective in women, although the effects of exogenous estradiol (as an oral contraceptive and postmenopausal hormone therapy) on kidney function are more controversial. Treatment with postmenopausal hormone therapy in women with end-stage kidney disease (ESKD) has been associated with improved quality of life, bone health and markers of cardiovascular risk, as well as an increased risk of arteriovenous access thrombosis. The selective estrogen receptor modulator raloxifene has been associated with both a decreased fracture risk as well as renoprotection in women with kidney disease. Young women with ESKD are more likely to die from infection or develop malignancy, suggesting an immunomodulatory role of estrogen. Whether the premature menopause commonly observed in female patients with kidney disease results in increased cardiovascular morbidity and mortality is unknown, although preliminary studies have suggested a possible therapeutic role for manipulation of the sex hormone milieu to mitigate risk in this population. Large, prospective, randomized studies examining the role of sex hormones in women with kidney disease are required to address the question.
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) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 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