Lateral duodenal wall perforation due to plastic biliary stent migration: a case series of endoscopic closure
Bibliographic record
Abstract
Lateral duodenal wall perforation by a migrated stent is a potential complication of biliary stenting. By systematic database revision, we identified a series of six patients with lateral duodenal wall perforation caused by a displaced plastic biliary stent that were treated with over-the-scope clip (OTSC) between January 1, 2014 and March 31, 2019. In this series, most cases were related to stenting of benign strictures with single or double stenting and with the use of stents longer than 12 cm. OTSC permitted perforation closure in all cases. Most patients had an excellent outcome and did not need any subsequent intervention. However, one patient, who presented with a more severe pneumoretroperitoneum on computed tomography scan, required laparotomy with peritoneal lavage and eventually died due to this complication. We conclude that endoscopic treatment of these perforations with OTSC could be an effective alternative to surgery in selected patients.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 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) | 0.002 | 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".