Multiple Septic Bursitis and Spontaneous Achilles Tendon Tear in Systemic Lupus Erythematosus
Bibliographic record
Abstract
A 27-year-old woman presented 6 weeks after an uncomplicated lower segment caesarean section with excessive bleeding per vagina. On examination, she had mild pallor with a pulse rate of 86 beats per minute and blood pressure of 116/80 mm Hg, uterus well involuted with closed cervical os and bleeding demonstrated through the cervix. A transvaginal ultrasonography with colour Doppler revealed a normal size uterus with an empty cavity and a hypoechoic area with blood flow within it in the left side of the uterus with a prominent arterial feeder vessel. A CT angiogram confirmed the diagnosis of a 1.3×0.7 cm pseudoaneurysm of the uterine artery near the left cornua of the uterus. After failed attempts to control the bleeding with antifibrinolytics, bilateral uterine arteries were embolised using gel foam. Post procedure, bleeding resolved immediately. A follow-up transvaginal ultrasound after a year revealed no evidence of the pseudoaneurysm and her fertility was preserved.
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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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.007 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".