Biliary Anastomotic Leakage following Orthotopic Liver Transplant: The Use of Primovist (Gadoxetate Disodium) as an Intravenous MR Cholangiography Contrast Agent for Biliary Leakage
Bibliographic record
Abstract
We present a case of postoperative biliary anastomotic leakage demonstrated on intravenous contrast-enhanced MRI performed with Primovist (Gadoxetate Disodium). Primovist has been widely used for its combined extracellular and hepatocyte-specific properties in the characterization of liver lesions. Another recognized, but less widely utilized property of Primovist is its ability to provide morphologic and functional assessment of the biliary system. In our case, Primovist-enhanced MR imaging demonstrated the presence and location of an active biliary leakage which was associated with free spillage into the peritoneum.
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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 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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".