Beyond the Boundaries: Enigma of Distinguishing Exophytic Upper Pole Renal Cell Carcinoma From an Adrenal Mass
Bibliographic record
Abstract
We report the clinical presentation, imaging findings, intra-operative appearance and pathological results of an exophytic renal cell carcinoma (RCC) of the upper pole of kidney which was presumed to arise from the ipsilateral adrenal gland. The origin of the mass was virtually indistinguishable on imaging and intraoperatively. It was determined only at histopathology examination of the resected tumor specimen. The authors are presenting few observations based on retrospective analysis of imaging and intra-operative finding of this diagnostic dilemna. This case highlights the prudent use of imaging and management approach in this group of tumors, so that adequate treatment strategies can be made preoperatively. World J Nephrol Urol. 2015;4(2):222-225 doi: http://dx.doi.org/10.14740/wjnu220w
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.003 | 0.007 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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".