Incremental start and clinical outcomes in peritoneal dialysis: International results from PDOPPS
Bibliographic record
Abstract
Background The impact of incremental peritoneal dialysis (PD) on outcomes is poorly understood, and there is a paucity of evidence informing best practices regarding the dialysis dose at the commencement of PD. This international prospective cohort study aimed to compare PD prescription practices at dialysis commencement and their subsequent association with clinical outcomes. Methods Adult patients who started PD for less than three months at the time of enrolment in the Peritoneal Dialysis Outcomes and Practice Patterns Study (PDOPPS) between 1 January 2014 and 31 December 2017 were included. Patients were defined as initiating incremental PD if prescribed a total of <4 exchanges/day for continuous ambulatory peritoneal dialysis (CAPD) or, with dry days or having PD less than seven days per week for automated peritoneal dialysis (APD). All other prescriptions were considered standard PD. The primary outcome was the transfer to haemodialysis (HD). Secondary outcomes included peritonitis rate, time to first peritonitis and mortality. Logistic regression analysed PD uptake and the Cox proportional hazards regression model analysed HD transfer, peritonitis and patient survival. Results Overall, 1365 PD patients from 128 facilities across seven countries were included. Fewer individuals started on incremental PD than standard PD (37% vs 63%, p < 0.001). Higher incremental PD uptake was associated with receiving treatment in Japan (odds ratio [OR] 2.35, 95% CI 1.05–5.26, p = 0.04; ref: Canada), age >75 years (OR 1.51, 95% CI 1.02–2.24, p = 0.04), icodextrin use (OR 8.54, 95% CI 6.26–11.64, p < 0.001), lower serum creatinine concentration at PD start (OR 1.01, 95% CI 1.01–1.01, p = 0.007) and higher number of PD patients at a facility (OR 1.01, 95% CI 1.00–1.01, p = 0.02). Crude HD transfer rates for the incremental and standard PD groups were 0.14 (95% CI, 0.12–0.16) and 0.15 (95% CI, 0.13–0.17) per patient-year of follow-up, respectively (incidence rate ratio [IRR], 0.93; 95% CI, 0.75–1.15; p = 0.49). There was no significant difference in the hazard of HD transfer between the incremental and standard PD groups (hazard ratio [HR] 0.87, 95% CI 0.68–1.12, p = 0.29). There were also no differences between the two groups concerning peritonitis and mortality. Conclusions Incremental PD start was prescribed in approximately one-third of patients and, in low certainty evidence, was associated with comparable risks of HD transfer, peritonitis and death.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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".