Spontaneous Adrenal Hemorrhage in Pregnancy
Bibliographic record
Abstract
Spontaneous adrenal hemorrhage (SAH) is a serious medical condition that occurs due to acute damage to the adrenal gland or chronic atrophy of the adrenal gland. Although pregnancy is a known risk factor for adrenal hemorrhage, its etiology and incidence are unknown, causing it to be a rare and poorly understood disorder in obstetric patients. For this reason, the risk of SAH being misdiagnosed is severe and may pose significant life-threatening consequences to the patient if left untreated. This report describes the clinical signs and symptoms, diagnostic testing and management of SAH by following a patient in the third trimester of pregnancy that developed a spontaneous unilateral adrenal hemorrhage. Fortunately, through the early recognition of SAH, the patient was successfully treated with complete resolution of her symptoms and was able to deliver at full term without any obstetric complications. J Clin Gynecol Obstet. 2024;13(1):18-22 doi: https://doi.org/10.14740/jcgo949
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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".