Kidney Transplantation From a 5-Day-Old Donor With a Single Functioning Kidney
Bibliographic record
Abstract
Kidney transplant restores renal function in eligible patients with end-stage renal failure who require renal replacement therapy. There remains a significant disparity between the demand and supply of suitable kidneys for transplant. In recent years, pediatric donors have formed an important area for expansion of the donor pool. However, neonatal donation (< 28 days) remains an underutilized resource. We describe a case of en bloc kidney transplant from a 5-day-old donor after circulatory death into an adult recipient. One kidney thrombosed almost immediately, leaving a single 4.5-cm, poorly functioning kidney. Eighteen months after transplant, the recipient has shown good function with the estimated glomerular filtration rate continuing to improve. This case demonstrates that a single neonatal kidney can grow and adapt to provide adequate renal function in an adult. This experience suggests that a single kidney from a neonate can sustain renal function in adults, and every effort should be made to maximize their use in transplant.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".