Bibliographic record
Abstract
Introduction: Controlled oxygenated rewarming of kidney grafts on ex vivo machine perfusion with acellular perfusion solution has been reported to be feasible for reconditioning of marginal grafts. Methods: We conduced small pilot clinic trial with marginal kidney grafts form extended criteria donors. N = 6 ECD kidney grafts were included in the treatment arm. After cold-storage the kidney arteria was cannulated and all six treatment arm grafts we perfused with acellular 1:1 Steen/Ringer solution with COR protocol The perfusion was done for 2 hours and kidneys were gradually rewarmed to 35C . N = 6 controls were included in the control arm and were directly transplanted after cold-storage. Results: Primary end-point was Creatinine clearance at post-operative day 7. Secondary end-point were defined form delay graft function, graft-survival at 3th month and post-operative complication Clavien-Dindo > 3. The patient cohort was well balanced without significant differences. Age, cold-ischemic time, warm-ischemic time, kidney donor risk index were comparable between the both groups.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".