Fundal Variant Adenomyomatosis of the Gallbladder: Report of Three Cases and Review of the Literature
Bibliographic record
Abstract
UNLABELLED: Adenomyomatosis of the gallbladder (adenomyomas or adenomyomatous hyperplasia) is relatively uncommon tumor or tumor-like lesions that are found in 2%5% of all cholecystectomies. They may involve in the fundal localization as a second frequency and have a predilection for the middle and elderly-aged women. Adenomyomas are histologically characterized by epithelial proliferation and muscular hyperplasia of the gallbladder. The chronic irritation is mostly aetiological factor and rarely has malignant potential. In this paper, the authors present the clinicopathological features of three cases with adenomyomatosis of the gallbladder and discuss under the light of current literature because of the rarity of these conditions. KEYWORDS: Gallbladder; Adenomyomatosis; Fundal variant.
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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 | 0.010 | 0.035 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".