Umbilical endometriosis: A rare diagnosis in plastic and reconstructive surgery
Bibliographic record
Abstract
Umbilical endometriosis infrequently presents to the plastic surgeon. As such, the diagnosis is difficult to make because it is often overlooked. The current report presents a 35-year-old nulligravid woman with a six-month history of a firm, cyclically swelling lesion in her umbilical region. None of the signs characteristic of pelvic endometriosis except dysmenorrhea and a one-year history of infertility were present. Biopsy of the lesion revealed umbilical endometriosis (grade IV), and laparoscopy uncovered extensive disease. Monopolar cautery with coagulating current umbilical excision and reconstruction with a purse-string suture was used. The results underscore the importance of a broad differential diagnosis for an umbilical lesion in a middle-age woman. They also highlight the importance of early recognition and appropriate surgical intervention to minimize morbidity and mortality associated with umbilical endometriosis.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| 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".