Challenging delayed bleeding after an Ivor Lewis oesophagectomy
Bibliographic record
Abstract
A 66-year-old man underwent a minimally invasive oesophagectomy for oesophageal adenocarcinoma. Surgery and recovery were routine; however, he represented 8 days later with a massive upper gastrointestinal bleed. He was stabilized, but over a 2-week period experienced several bleeds requiring transfusion and multiple endoscopies, all showing a prominent luminal vessel at the oesophago-gastric (OG) anastomosis. Haemostatic clipping was attempted resulting in pulsatile bleeding and transfer to the radiology suite where angiography showed extravasation of contrast at the OG anastomosis from the terminal portion of the gastro-epiploic arcade. Coil embolization was successful and did not result in ischaemia. It was our standard to construct the OG anastomosis with the end-to-end anastomosis circular stapler (DST™ Series EEA™), 4.8-mm staple height. However, we now use the 3.5-mm staple height for improved haemostasis and ensure that the area for anastomosis is cleared of omental tissue so as not to incorporate a visible vessel.
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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 | 0.001 | 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 | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.005 |
| 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".