Unexpected Gallbladder Metastasis of Clear Cell Renal Carcinoma
Bibliographic record
Abstract
Renal cell carcinoma (RCC) commonly metastasizes to areas such as the lungs, liver, bone, brain, adrenals, and lymph nodes. We present a rare case of a 59-year-old female patient with RCC metastasis to the gallbladder. The patient had undergone right nephrectomy for RCC more than 6 years prior to the metastasis. During routine follow-up, a polypoid lesion of the gallbladder was identified. Laparoscopic cholecystectomy was performed, and pathologic examination of the specimen revealed metastatic RCC. The patient was completely asymptomatic, which reinforces the importance of postoperative follow-up. Renal cell carcinoma is one of the few common malignancies for which there is good evidence of survival benefit from surgical resection of the metastatic tumours.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".