Primary gastric lymphoma with florid granulomatous reaction.
Bibliographic record
Abstract
Epithelioid cell granulomas are more commonly seen in Hodgkin's disease and T cell lymphomas. Rarely florid granulomatous reaction with necrosis may be a prominent feature in lymphoma. To the best of our knowledge, a total of 11 cases of Burkitt's lymphoma with florid necrotizing granulomas have been reported in the English literature. None of these cases have previously had the stomach involved. Here we report a gastric Burkitt's lymphoma with florid granulomatous reaction diagnosed following a partial gastrectomy. The initial gastric biopsy showed granulomatous gastritis but the radiological and endoscopic appearance was that of a gastric stromal tumour. We conclude that in the presence of a mass lesion, the finding of epithelioid granulomas should warrant re-biopsy to establish an accurate diagnosis and exclude a concurrent malignant process. Hence, major surgery and postoperative complications can be avoided and appropriate treatment regimen can be initiated.
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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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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".