Canadian Forum on Combined Organ Transplantation
Bibliographic record
Abstract
In Brief The Canadian Society of Transplantation and Canadian Blood Services conducted a consensus forum on combined renal/nonrenal transplants, as they are not part of Canadian organ-specific allocation models at present. The purpose of this initiative was to make recommendations, develop eligibility criteria, and a decision-making model on listing and allocation. Forty-two participants with expertise in combined transplantation participated in the consensus forum. The United States and Canadian data were reviewed. The consensus forum made recommendations regarding the following: (1) investigation of etiology, severity, duration, and level of renal dysfunction; (2) documentation of degree of nonreversible kidney injury; (3) eligibility for combined (either simultaneous or staged) transplantation; (4) research. Key recommendations were: (1) patients with end-stage nonrenal disease with estimated glomerular filtration rate less than 30 mL/min per 1.73 m2 for longer than 1 month or on dialysis less than 3 months, who fulfill criteria for nonreversibility of renal dysfunction (by level and duration of renal dysfunction, imaging, and pathology findings), would be eligible for combined renal/nonrenal transplantation; (2) patients on dialysis longer than 3 months would be eligible for combined renal/nonrenal transplantation; (3) staged renal after nonrenal transplantation with subsequent prioritized allocation of renal transplant was endorsed in selected cases. The validation and impact of these recommendations on allocation will require further studies. The authors report on the conclusions of a Canadian Consensus Forum devoted to renal/nonrenal transplantations with regard to eligibility, listing, and allocation. They produce useful recommendations about investigations of renal dysfunction, criteria of nonreversibiity of renal dysfunction, eligilibity for combined transplantation, and research.
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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 | 0.021 | 0.029 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.010 | 0.005 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.005 | 0.005 |
| Research integrity | 0.019 | 0.018 |
| Insufficient payload (model declined to judge) | 0.022 | 0.004 |
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".