From Yellow Cumulus to Pregnancy in Autoimmune Hemolytic Anemia Following Bilirubin Reduction: A Case Report
Bibliographic record
Abstract
Autoimmune hemolytic anemia (AIHA) is a systemic condition associated with inflammation and oxidative stress, both of which can negatively affect reproductive outcomes. Bilirubin, a byproduct of hemolysis, has been implicated in oocyte maturation and embryogenesis. We present the case of a 31-year-old patient with primary infertility who was known with AIHA. She had a total bilirubin level of 60 µmol/L prior to the first stimulation cycle, which was associated with yellowish pigmentation of the cumulus cells, poor oocyte quality, and no blastocyst formation. The decline in the total bilirubin level to 48 µmol/L after prednisone therapy of 60 mg daily for three months led to improved cumulus cell appearance and enhanced oocyte and embryo quality in the second stimulation cycle. A successful pregnancy was achieved following frozen blastocyst transfer in a natural cycle. This case underscores the importance of individualized assessment and the careful interpretation of elevated bilirubin levels in the context of assisted reproductive technology, as systemic conditions may potentially impact reproductive success.
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How this classification was reachedexpand
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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".