Laparoscopic Tissue Repair of an Acutely Incarcerated Spigelian Hernia
Bibliographic record
Abstract
Spigelian hernias are a rare type of abdominal wall hernia. A weakness in the spigelian fascia causes abdominal contents to herniate between the abdominal muscle layers as an interparietal hernia. We present the case of a 72-year old woman with acute onset abdominal pain and distention. A computed tomography scan revealed an incarcerated spigelian hernia with small bowel obstruction. This necessitated an acute surgical intervention with a laparoscopic tissue repair. The case is unique as our patient had a large hernial neck measuring 4.8 centimeters, one of the largest in published literature. The laparoscopic tissue repair is outside the current norm for this type of hernial repair and remains a rare type of surgical herniorrhaphy. Laparoscopic ventral hernia repair in the acute setting should form part of the surgical skill set of acute care surgeons as borne out by the published literature and this case report.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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".