Aortoenteric fistula following elective laparoscopic cholecystectomy
Why this work is in the frame
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Bibliographic record
Abstract
We present the case of a 71-year-old woman with gastrointestinal bleeding 21 days after undergoing elective laparoscopic cholecystectomy. Initial imaging revealed a pseudoaneurysm of nonaneurysmal infrarenal aorta, managed with an endovascular stent graft. Despite this procedure, recurrent gastrointestinal bleeding persisted, prompting further imaging that identified an aortoenteric fistula complicated by endograft infection. The fistula likely resulted from an iatrogenic injury caused by trocar entry during the cholecystectomy. Definitive surgical repair involved resection of the infected endograft and reconstruction with a bovine pericardium conduit. This case highlights the diagnostic challenges of aortoenteric fistulas, endograft infection risks, and considerations in selecting conduits for reconstruction.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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