Diffuse Adenomyomatosis of the Gallbladder in a Child
Bibliographic record
Abstract
Adenomyomatosis of the gallbladder (ADMG) is characterized by proliferation of the mucosal epithelium and hypertrophy of the muscularis. ADMG is predominantly diagnosed by using ultrasonography. Although ADMG is benign in nature, lithiasis, and chronic inflammation secondary to it may lead to dysplastic changes and cancer. Mucosal invagination through the hypertrophied muscularis results in large intramural diverticula or sinus tracts which are visible at radiology, known as Rokitansky-Aschoff sinuses. Histologically, ADMG manifests with hyperplasia of the muscular layer and proliferation of mucosal glandular tissues. We describe a case of ADMG in an 8-year-old girl presenting with recurrent abdominal pain. Diagnosis was made using ultrasound, and the condition was successfully treated with open cholecystectomy. Ultrasound scanning in children presenting with recurrent abdominal pain may lead to more accurate diagnosis of ADMG during childhood.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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".