Unexplained amenorrhea in a patient taking methotrexate for the treatment of rheumatoid arthritis
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
BACKGROUND: The cause of secondary amenorrhea in the following case cannot be explained by traditional etiologies. We therefore questioned whether long-term methotrexate treatment played a role as an endometrial inhibitor. CASE: A 44-year-old G4P2, with a 5-year history of rheumatoid arthritis, presented with a 2-year history of secondary amenorrhea. The patient took methotrexate since diagnosis. Her FSH, estrogen, prolactin, TSH and T4 levels were normal, her B-HCG was negative, her BMI was 22 and she had no history of Asherman's syndrome. CONCLUSION: There is no information, based on our search, on whether long-term methotrexate treatment has an effect on the menstrual cycle. This case highlights the need for the elucidation of the effects of long-term methotrexate treatment on the menstrual cycle in patients with rheumatoid arthritis.
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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) | 0.001 | 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) | 0.001 | 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