Unexplained amenorrhea in a patient taking methotrexate for the treatment of rheumatoid arthritis
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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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".