Long‐term clinical outcomes of nocturnal hemodialysis patients compared with conventional hemodialysis patients post‐renal transplantation
Bibliographic record
Abstract
Nocturnal home hemodialysis (NHD) is a novel dialysis strategy associated with multiple advantages over conventional hemodialysis (CHD). Short- and long-term clinical outcomes of NHD patients after kidney transplantation are unknown. We hypothesized that the incidence of delayed graft function (DGF), patient and graft survival, and post-transplant estimated glomerular filtration rate (eGFR) is better among CHD-transplanted individuals than among those having received NHD. Of 231 NHD patients, 36 underwent renal transplantation between 1994 and 2006 and were matched to 68 transplanted CHD patients with a maximum follow-up of 11.7 yr. The incidence of DGF was not different between the two groups [NHD: 15/35 (42.9%) vs. CHD: 25/68 (36.8%) p = 0.43]. In modeling eGFR pre-transplant weight, donor age and recipient race were most predictive. Dialysis modality prior to transplantation influenced neither the level of eGFR post-transplantation (p = 0.34), nor the rate of eGFR decline. Patient survival was comparable between NHD and CHD groups (log-rank p = 0.91). Based on this analysis, it appeared that the incidence of DGF was similar between NHD- and CHD-transplanted patients and that pre-transplant modality did not impact on the level or rate of deterioration of post-transplant eGFR.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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) | 0.000 | 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".