Allograft renal cell carcinoma in pediatrics transplantation: A mini‐review
Bibliographic record
Abstract
Renal cell carcinoma in the pediatric age group is a rare event, and its occurrence in the allograft (recipient) kidney is an uncommon event. There is no published review study in RCC of allograft kidneys in children and adolescents. In this study, we thoroughly searched English literature (PubMed, Google Scholar, and Google) in order to find all the reported allograft kidney RCCs in the patients who have been transplanted below the age of 18. There have been 12 reports of allograft RCC in this age group. Our result showed that the age of tumor detection according to donor age is lower comparing to non-allograft RCCs, and there is a significant male preponderance. RCC in the allografts is smaller and shows low nuclear grade and has a good prognosis. These findings emphasize the importance of routine allograft ultrasonography which results in earlier detection of RCC with smaller size and better outcome.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.006 | 0.005 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".