Hybrid surgical technique for open abdominal aortic aneurysm repair in the setting of severe iliac artery calcification
Bibliographic record
Abstract
In the present report, we describe the case of a patient with an infrarenal abdominal aortic aneurysm that had been incidentally noted on an imaging study. Treatment decisions for this case were complicated by the presence of a hostile infrarenal aortic neck and significant bilateral iliac artery circumferential calcification, precluding iliac artery clamping and standard distal anastomotic techniques. We performed a hybrid surgical procedure, deploying bilateral iliac stent grafts into the distal aneurysmal aorta and sewing our aortic graft to the proximal extent of these stents. The findings from the present case add to the previously reported techniques of hybrid surgical management of abdominal aortic aneurysms with iliac disease and expand the technique to a larger application.
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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 | 0.004 | 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 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".