Gangliocytic paraganglioma, a rare ampullary tumour treated with open transduodenal resection and sphincteroplasty
Bibliographic record
Abstract
Gangliocytic paragangliomas are rare neuroendocrine tumours residing in the gastrointestinal tract, most commonly the periampullary region. Most are benign tumours with a low malignancy rate. We report a 50-year-old man who presented with acute onset of left-upper quadrant abdominal pain with radiation to the back. An intraluminal mass at the junction of the duodenum with normal pancreatic/hepatic parenchyma was discovered on abdominal CT. Following upper endoscopy and MRI revealing a periampullary lesion, fine-needle aspiration and biopsies were. Immunohistochemistry was positive for synaptophysin and S100HU, consistent with gangliocytic paraganglioma. The benign nature of this tumour and unique anatomy of a separate opening of the pancreatic and common bile ducts led to transduodenal excision with sphincteroplasty, thereby avoiding extensive surgery. Surveillance CT every 6 months and upper endoscopy initially every 6 months (now yearly) revealed no evidence of endoscopic or histological recurrence at 3 years follow-up.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".