'Non-heart-beating'-donornieren: eerst de ischemietijden verbeteren, dan pas de allocatie
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
A study recently published in The Lancet investigated the 3-year graft survival of heart-beating (HB) and non-heart-beating (NHB) kidney donors. This was done utilizing the UK registry. The study concluded that donor age affects graft survival. It also demonstrated that NHB kidneys tolerate cold ischemia less well than kidneys from HB donors. Based on these conclusions, it is suggested that a different allocation algorithm should be designed in order to reduce ischemic time for NHB donor kidneys. These findings are relevant to the Dutch situation in which more than 50% of postmortal kidney donors are now NHB. Despite past efforts, ischemic times in the Netherlands can still be improved compared to neighbouring countries. It is proposed that this matter be dealt with prior to changes in the allocation algorithm
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.005 | 0.006 |
| Meta-epidemiology (broad) | 0.005 | 0.002 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.014 | 0.013 |
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 it