The Management of Traumatic Abdominal Wall Flank Hernia Along the Spigelian Aponeurosis Using Component Separation, Synthetic, and Biological Mesh
Why this work is in the frame
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Bibliographic record
Abstract
Blunt abdominal trauma is associated with a variety of medical complications. Traumatic abdominal wall hernias (TAWHs) are a rare sequela of blunt trauma. Of the various forms of TAWH, a rare subtype described as a "spontaneous lateral ventral hernia" or flank hernia occurs in less than 1% of all blunt abdominal traumas. We present a case of a 39-year-old male with a past medical history of epilepsy who was involved in a rollover motor vehicle collision. It was reported that the patient had a seizure while driving. On physical exam, the patient had a large left lower flank contusion. Computed tomography revealed a complex TAWH with complete avulsion of the abdominal wall musculature from the iliac crest and near to total disruption of the internal oblique. To address this, we used a biological mesh inlay, reinforced with a synthetic Ventralight™ mesh secured to the iliac crest. In this article, we describe the patient's experience and management of a complex TAWH.
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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 | 0.002 | 0.000 |
| 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 | 0.000 |
| 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 it